diff --git "a/2017/05/22/\344\270\255\345\233\275\345\255\227\344\275\223\345\234\260\345\233\276/index.html" "b/2017/05/22/\344\270\255\345\233\275\345\255\227\344\275\223\345\234\260\345\233\276/index.html"
index 3b0de94f..d72c734e 100644
--- "a/2017/05/22/\344\270\255\345\233\275\345\255\227\344\275\223\345\234\260\345\233\276/index.html"
+++ "b/2017/05/22/\344\270\255\345\233\275\345\255\227\344\275\223\345\234\260\345\233\276/index.html"
@@ -711,7 +711,7 @@ <h3 id="OK了，做完收工"><a href="#OK了，做完收工" class="headerlink"
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -858,7 +858,7 @@ <h3 id="OK了，做完收工"><a href="#OK了，做完收工" class="headerlink"
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/05/23/emoji\350\241\250\346\203\205\345\217\257\350\247\206\345\214\226\345\214\227\344\272\254\345\216\206\345\217\262\345\244\251\346\260\224/index.html" "b/2017/05/23/emoji\350\241\250\346\203\205\345\217\257\350\247\206\345\214\226\345\214\227\344\272\254\345\216\206\345\217\262\345\244\251\346\260\224/index.html"
index 17cb2f55..ba64fee8 100644
--- "a/2017/05/23/emoji\350\241\250\346\203\205\345\217\257\350\247\206\345\214\226\345\214\227\344\272\254\345\216\206\345\217\262\345\244\251\346\260\224/index.html"
+++ "b/2017/05/23/emoji\350\241\250\346\203\205\345\217\257\350\247\206\345\214\226\345\214\227\344\272\254\345\216\206\345\217\262\345\244\251\346\260\224/index.html"
@@ -707,7 +707,7 @@ <h4 id="构造多重柱形图模拟北京历史天气可视化"><a href="#构造
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -854,7 +854,7 @@ <h4 id="构造多重柱形图模拟北京历史天气可视化"><a href="#构造
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/05/24/\345\261\261\344\270\234\347\234\201\345\205\254\345\205\261\350\264\242\346\224\277\351\242\204\347\256\227\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/index.html" "b/2017/05/24/\345\261\261\344\270\234\347\234\201\345\205\254\345\205\261\350\264\242\346\224\277\351\242\204\347\256\227\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/index.html"
index 53bd76b9..95d7bcb2 100644
--- "a/2017/05/24/\345\261\261\344\270\234\347\234\201\345\205\254\345\205\261\350\264\242\346\224\277\351\242\204\347\256\227\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/index.html"
+++ "b/2017/05/24/\345\261\261\344\270\234\347\234\201\345\205\254\345\205\261\350\264\242\346\224\277\351\242\204\347\256\227\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/index.html"
@@ -764,7 +764,7 @@ <h3 id="接下来我们进入地图制作环节："><a href="#接下来我们进
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -911,7 +911,7 @@ <h3 id="接下来我们进入地图制作环节："><a href="#接下来我们进
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/05/25/\345\256\236\344\271\240\345\203\247\346\213\233\350\201\230\347\275\221\346\213\233\350\201\230\344\277\241\346\201\257\347\210\254\350\231\253\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/index.html" "b/2017/05/25/\345\256\236\344\271\240\345\203\247\346\213\233\350\201\230\347\275\221\346\213\233\350\201\230\344\277\241\346\201\257\347\210\254\350\231\253\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/index.html"
index eebeb01f..aa5abc27 100644
--- "a/2017/05/25/\345\256\236\344\271\240\345\203\247\346\213\233\350\201\230\347\275\221\346\213\233\350\201\230\344\277\241\346\201\257\347\210\254\350\231\253\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/index.html"
+++ "b/2017/05/25/\345\256\236\344\271\240\345\203\247\346\213\233\350\201\230\347\275\221\346\213\233\350\201\230\344\277\241\346\201\257\347\210\254\350\231\253\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/index.html"
@@ -771,7 +771,7 @@ <h4 id="哪些职位需求最为旺盛？"><a href="#哪些职位需求最为旺
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -918,7 +918,7 @@ <h4 id="哪些职位需求最为旺盛？"><a href="#哪些职位需求最为旺
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/05/26/\344\270\255\345\233\275\347\273\217\347\256\241\347\261\273\346\240\270\345\277\203\346\234\237\345\210\212\345\234\260\345\237\237\345\210\206\345\270\203\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/index.html" "b/2017/05/26/\344\270\255\345\233\275\347\273\217\347\256\241\347\261\273\346\240\270\345\277\203\346\234\237\345\210\212\345\234\260\345\237\237\345\210\206\345\270\203\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/index.html"
index 6088d8ab..950f0e98 100644
--- "a/2017/05/26/\344\270\255\345\233\275\347\273\217\347\256\241\347\261\273\346\240\270\345\277\203\346\234\237\345\210\212\345\234\260\345\237\237\345\210\206\345\270\203\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/index.html"
+++ "b/2017/05/26/\344\270\255\345\233\275\347\273\217\347\256\241\347\261\273\346\240\270\345\277\203\346\234\237\345\210\212\345\234\260\345\237\237\345\210\206\345\270\203\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/index.html"
@@ -698,7 +698,7 @@ <h4 id="经济学和管理学核心期刊地域分布对比图。"><a href="#经
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -845,7 +845,7 @@ <h4 id="经济学和管理学核心期刊地域分布对比图。"><a href="#经
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/05/26/\344\273\277ECO\344\272\213\344\273\266\345\234\206\347\216\257\345\233\276/index.html" "b/2017/05/26/\344\273\277ECO\344\272\213\344\273\266\345\234\206\347\216\257\345\233\276/index.html"
index 389fa1bf..cbaefec8 100644
--- "a/2017/05/26/\344\273\277ECO\344\272\213\344\273\266\345\234\206\347\216\257\345\233\276/index.html"
+++ "b/2017/05/26/\344\273\277ECO\344\272\213\344\273\266\345\234\206\347\216\257\345\233\276/index.html"
@@ -674,7 +674,7 @@ <h3 id="可视化图形："><a href="#可视化图形：" class="headerlink" tit
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -821,7 +821,7 @@ <h3 id="可视化图形："><a href="#可视化图形：" class="headerlink" tit
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/05/27/\345\214\227\344\272\254\345\216\206\345\217\262\345\244\251\346\260\224emoji\350\241\250\346\203\205\345\214\205\345\217\257\350\247\206\345\214\226/index.html" "b/2017/05/27/\345\214\227\344\272\254\345\216\206\345\217\262\345\244\251\346\260\224emoji\350\241\250\346\203\205\345\214\205\345\217\257\350\247\206\345\214\226/index.html"
index 9783ab65..a6f09b85 100644
--- "a/2017/05/27/\345\214\227\344\272\254\345\216\206\345\217\262\345\244\251\346\260\224emoji\350\241\250\346\203\205\345\214\205\345\217\257\350\247\206\345\214\226/index.html"
+++ "b/2017/05/27/\345\214\227\344\272\254\345\216\206\345\217\262\345\244\251\346\260\224emoji\350\241\250\346\203\205\345\214\205\345\217\257\350\247\206\345\214\226/index.html"
@@ -681,7 +681,7 @@ <h4 id="环形日历emoji表情天气可视化"><a href="#环形日历emoji表
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -828,7 +828,7 @@ <h4 id="环形日历emoji表情天气可视化"><a href="#环形日历emoji表
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/05/27/\351\261\274\347\234\274\347\231\276\345\210\206\346\257\224\344\277\241\346\201\257\345\233\276/index.html" "b/2017/05/27/\351\261\274\347\234\274\347\231\276\345\210\206\346\257\224\344\277\241\346\201\257\345\233\276/index.html"
index 43ada225..258742ed 100644
--- "a/2017/05/27/\351\261\274\347\234\274\347\231\276\345\210\206\346\257\224\344\277\241\346\201\257\345\233\276/index.html"
+++ "b/2017/05/27/\351\261\274\347\234\274\347\231\276\345\210\206\346\257\224\344\277\241\346\201\257\345\233\276/index.html"
@@ -688,7 +688,7 @@ <h3 id="可视化图形："><a href="#可视化图形：" class="headerlink" tit
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -835,7 +835,7 @@ <h3 id="可视化图形："><a href="#可视化图形：" class="headerlink" tit
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/05/28/\345\212\250\346\200\201\344\270\226\347\225\214\345\234\260\345\233\276/index.html" "b/2017/05/28/\345\212\250\346\200\201\344\270\226\347\225\214\345\234\260\345\233\276/index.html"
index 8e0ce502..b86951af 100644
--- "a/2017/05/28/\345\212\250\346\200\201\344\270\226\347\225\214\345\234\260\345\233\276/index.html"
+++ "b/2017/05/28/\345\212\250\346\200\201\344\270\226\347\225\214\345\234\260\345\233\276/index.html"
@@ -683,7 +683,7 @@ <h3 id="使用animation包将361帧地图合并为GIF动画"><a href="#使用ani
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -830,7 +830,7 @@ <h3 id="使用animation包将361帧地图合并为GIF动画"><a href="#使用ani
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/05/28/\347\202\253\345\275\251\344\273\252\350\241\250\347\233\230\345\233\276\350\241\250/index.html" "b/2017/05/28/\347\202\253\345\275\251\344\273\252\350\241\250\347\233\230\345\233\276\350\241\250/index.html"
index 7d4cbacc..36f83ae5 100644
--- "a/2017/05/28/\347\202\253\345\275\251\344\273\252\350\241\250\347\233\230\345\233\276\350\241\250/index.html"
+++ "b/2017/05/28/\347\202\253\345\275\251\344\273\252\350\241\250\347\233\230\345\233\276\350\241\250/index.html"
@@ -669,7 +669,7 @@ <h3 id="生成仪表盘组合："><a href="#生成仪表盘组合：" class="hea
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -816,7 +816,7 @@ <h3 id="生成仪表盘组合："><a href="#生成仪表盘组合：" class="hea
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/05/29/\344\270\255\345\233\275\344\272\272\345\217\243\351\207\221\345\255\227\345\241\224\345\212\250\346\200\201\345\233\276/index.html" "b/2017/05/29/\344\270\255\345\233\275\344\272\272\345\217\243\351\207\221\345\255\227\345\241\224\345\212\250\346\200\201\345\233\276/index.html"
index 665c06bd..c2fa3048 100644
--- "a/2017/05/29/\344\270\255\345\233\275\344\272\272\345\217\243\351\207\221\345\255\227\345\241\224\345\212\250\346\200\201\345\233\276/index.html"
+++ "b/2017/05/29/\344\270\255\345\233\275\344\272\272\345\217\243\351\207\221\345\255\227\345\241\224\345\212\250\346\200\201\345\233\276/index.html"
@@ -663,7 +663,7 @@ <h3 id="可视化动态图表："><a href="#可视化动态图表：" class="hea
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -810,7 +810,7 @@ <h3 id="可视化动态图表："><a href="#可视化动态图表：" class="hea
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/05/29/\347\231\276\345\210\206\346\257\224\346\226\271\345\235\227\346\257\224\350\276\203\345\233\276/index.html" "b/2017/05/29/\347\231\276\345\210\206\346\257\224\346\226\271\345\235\227\346\257\224\350\276\203\345\233\276/index.html"
index 5192d30c..fd992127 100644
--- "a/2017/05/29/\347\231\276\345\210\206\346\257\224\346\226\271\345\235\227\346\257\224\350\276\203\345\233\276/index.html"
+++ "b/2017/05/29/\347\231\276\345\210\206\346\257\224\346\226\271\345\235\227\346\257\224\350\276\203\345\233\276/index.html"
@@ -663,7 +663,7 @@ <h3 id="更加紧促的方式："><a href="#更加紧促的方式：" class="hea
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -810,7 +810,7 @@ <h3 id="更加紧促的方式："><a href="#更加紧促的方式：" class="hea
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/05/30/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224ggplot\347\273\230\345\210\266\344\270\255\345\277\203\345\257\206\345\272\246\350\276\220\345\260\204\345\233\276/index.html" "b/2017/05/30/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224ggplot\347\273\230\345\210\266\344\270\255\345\277\203\345\257\206\345\272\246\350\276\220\345\260\204\345\233\276/index.html"
index 7bc7beb4..4d052648 100644
--- "a/2017/05/30/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224ggplot\347\273\230\345\210\266\344\270\255\345\277\203\345\257\206\345\272\246\350\276\220\345\260\204\345\233\276/index.html"
+++ "b/2017/05/30/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224ggplot\347\273\230\345\210\266\344\270\255\345\277\203\345\257\206\345\272\246\350\276\220\345\260\204\345\233\276/index.html"
@@ -683,7 +683,7 @@ <h4 id="当然，你也可以给三点指定城市的指标数据使其变成气
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -830,7 +830,7 @@ <h4 id="当然，你也可以给三点指定城市的指标数据使其变成气
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/05/30/\347\224\250ggplot2\345\210\266\344\275\234\351\235\231\346\200\201\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226\346\212\245\345\221\212/index.html" "b/2017/05/30/\347\224\250ggplot2\345\210\266\344\275\234\351\235\231\346\200\201\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226\346\212\245\345\221\212/index.html"
index ede20481..25826d45 100644
--- "a/2017/05/30/\347\224\250ggplot2\345\210\266\344\275\234\351\235\231\346\200\201\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226\346\212\245\345\221\212/index.html"
+++ "b/2017/05/30/\347\224\250ggplot2\345\210\266\344\275\234\351\235\231\346\200\201\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226\346\212\245\345\221\212/index.html"
@@ -677,7 +677,7 @@ <h4 id="图层合并："><a href="#图层合并：" class="headerlink" title="
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -824,7 +824,7 @@ <h4 id="图层合并："><a href="#图层合并：" class="headerlink" title="
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/05/31/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\344\270\255\345\277\203\346\224\276\345\260\204\347\212\266\350\267\257\345\276\204\345\233\276/index.html" "b/2017/05/31/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\344\270\255\345\277\203\346\224\276\345\260\204\347\212\266\350\267\257\345\276\204\345\233\276/index.html"
index 7418d7f7..bfba6e72 100644
--- "a/2017/05/31/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\344\270\255\345\277\203\346\224\276\345\260\204\347\212\266\350\267\257\345\276\204\345\233\276/index.html"
+++ "b/2017/05/31/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\344\270\255\345\277\203\346\224\276\345\260\204\347\212\266\350\267\257\345\276\204\345\233\276/index.html"
@@ -686,7 +686,7 @@ <h3 id="图形可视化过程"><a href="#图形可视化过程" class="headerlin
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -833,7 +833,7 @@ <h3 id="图形可视化过程"><a href="#图形可视化过程" class="headerlin
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/05/31/R\350\257\255\350\250\200\347\210\254\350\231\253\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\347\224\250\346\225\260\346\215\256\346\235\245\350\201\212\350\201\2122017\345\271\264\351\246\226\345\221\250\345\220\204\345\244\247\345\237\216\345\270\202\347\251\272\346\260\224\350\264\250\351\207\217/index.html" "b/2017/05/31/R\350\257\255\350\250\200\347\210\254\350\231\253\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\347\224\250\346\225\260\346\215\256\346\235\245\350\201\212\350\201\2122017\345\271\264\351\246\226\345\221\250\345\220\204\345\244\247\345\237\216\345\270\202\347\251\272\346\260\224\350\264\250\351\207\217/index.html"
index feb99316..638a6517 100644
--- "a/2017/05/31/R\350\257\255\350\250\200\347\210\254\350\231\253\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\347\224\250\346\225\260\346\215\256\346\235\245\350\201\212\350\201\2122017\345\271\264\351\246\226\345\221\250\345\220\204\345\244\247\345\237\216\345\270\202\347\251\272\346\260\224\350\264\250\351\207\217/index.html"
+++ "b/2017/05/31/R\350\257\255\350\250\200\347\210\254\350\231\253\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\347\224\250\346\225\260\346\215\256\346\235\245\350\201\212\350\201\2122017\345\271\264\351\246\226\345\221\250\345\220\204\345\244\247\345\237\216\345\270\202\347\251\272\346\260\224\350\264\250\351\207\217/index.html"
@@ -680,7 +680,7 @@ <h3 id="AQI指数最高的10个城市："><a href="#AQI指数最高的10个城
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -827,7 +827,7 @@ <h3 id="AQI指数最高的10个城市："><a href="#AQI指数最高的10个城
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/01/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\347\224\250\346\225\260\346\215\256\346\235\245\350\201\212\350\201\212\345\233\275\344\272\247\347\224\265\345\275\261/index.html" "b/2017/06/01/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\347\224\250\346\225\260\346\215\256\346\235\245\350\201\212\350\201\212\345\233\275\344\272\247\347\224\265\345\275\261/index.html"
index c4c539e1..9aa36043 100644
--- "a/2017/06/01/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\347\224\250\346\225\260\346\215\256\346\235\245\350\201\212\350\201\212\345\233\275\344\272\247\347\224\265\345\275\261/index.html"
+++ "b/2017/06/01/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\347\224\250\346\225\260\346\215\256\346\235\245\350\201\212\350\201\212\345\233\275\344\272\247\347\224\265\345\275\261/index.html"
@@ -745,7 +745,7 @@ <h3 id="数据可视化过程："><a href="#数据可视化过程：" class="hea
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -892,7 +892,7 @@ <h3 id="数据可视化过程："><a href="#数据可视化过程：" class="hea
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/02/\345\212\250\346\200\201\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224leaflet\345\234\250\347\272\277\345\234\260\345\233\276\347\256\200\344\273\213/index.html" "b/2017/06/02/\345\212\250\346\200\201\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224leaflet\345\234\250\347\272\277\345\234\260\345\233\276\347\256\200\344\273\213/index.html"
index 42bdcef7..e5f6450f 100644
--- "a/2017/06/02/\345\212\250\346\200\201\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224leaflet\345\234\250\347\272\277\345\234\260\345\233\276\347\256\200\344\273\213/index.html"
+++ "b/2017/06/02/\345\212\250\346\200\201\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224leaflet\345\234\250\347\272\277\345\234\260\345\233\276\347\256\200\344\273\213/index.html"
@@ -728,7 +728,7 @@ <h3 id="leaflet函数的基本语法结构如下："><a href="#leaflet函数的
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -875,7 +875,7 @@ <h3 id="leaflet函数的基本语法结构如下："><a href="#leaflet函数的
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/02/\347\216\251\350\275\254R\350\257\255\350\250\200\346\225\260\346\215\256\345\234\260\345\233\276\342\200\224\342\200\224\345\234\260\345\233\276\344\270\212\347\232\204\350\277\267\344\275\240\346\237\261\345\275\242\351\245\274\345\233\276/index.html" "b/2017/06/02/\347\216\251\350\275\254R\350\257\255\350\250\200\346\225\260\346\215\256\345\234\260\345\233\276\342\200\224\342\200\224\345\234\260\345\233\276\344\270\212\347\232\204\350\277\267\344\275\240\346\237\261\345\275\242\351\245\274\345\233\276/index.html"
index a571f107..9d23b1c1 100644
--- "a/2017/06/02/\347\216\251\350\275\254R\350\257\255\350\250\200\346\225\260\346\215\256\345\234\260\345\233\276\342\200\224\342\200\224\345\234\260\345\233\276\344\270\212\347\232\204\350\277\267\344\275\240\346\237\261\345\275\242\351\245\274\345\233\276/index.html"
+++ "b/2017/06/02/\347\216\251\350\275\254R\350\257\255\350\250\200\346\225\260\346\215\256\345\234\260\345\233\276\342\200\224\342\200\224\345\234\260\345\233\276\344\270\212\347\232\204\350\277\267\344\275\240\346\237\261\345\275\242\351\245\274\345\233\276/index.html"
@@ -675,7 +675,7 @@ <h3 id="修正局部经纬度坐标："><a href="#修正局部经纬度坐标：
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -822,7 +822,7 @@ <h3 id="修正局部经纬度坐标："><a href="#修正局部经纬度坐标：
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/02/\347\216\251\350\275\254\346\225\260\346\215\256\345\234\260\345\233\276\347\263\273\345\210\227\344\271\213\342\200\224\342\200\224\345\234\260\345\233\276\344\270\212\347\232\204\350\277\267\344\275\240\346\235\241\345\275\242\345\233\276/index.html" "b/2017/06/02/\347\216\251\350\275\254\346\225\260\346\215\256\345\234\260\345\233\276\347\263\273\345\210\227\344\271\213\342\200\224\342\200\224\345\234\260\345\233\276\344\270\212\347\232\204\350\277\267\344\275\240\346\235\241\345\275\242\345\233\276/index.html"
index b47bf9cc..963a39a2 100644
--- "a/2017/06/02/\347\216\251\350\275\254\346\225\260\346\215\256\345\234\260\345\233\276\347\263\273\345\210\227\344\271\213\342\200\224\342\200\224\345\234\260\345\233\276\344\270\212\347\232\204\350\277\267\344\275\240\346\235\241\345\275\242\345\233\276/index.html"
+++ "b/2017/06/02/\347\216\251\350\275\254\346\225\260\346\215\256\345\234\260\345\233\276\347\263\273\345\210\227\344\271\213\342\200\224\342\200\224\345\234\260\345\233\276\344\270\212\347\232\204\350\277\267\344\275\240\346\235\241\345\275\242\345\233\276/index.html"
@@ -689,7 +689,7 @@ <h3 id="接下来我们来对已经塑造好的双柱条形图进行美化操作
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -836,7 +836,7 @@ <h3 id="接下来我们来对已经塑造好的双柱条形图进行美化操作
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/03/\345\212\250\346\200\201\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\346\225\243\347\202\271\345\234\260\345\233\276\347\263\273\345\210\227/index.html" "b/2017/06/03/\345\212\250\346\200\201\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\346\225\243\347\202\271\345\234\260\345\233\276\347\263\273\345\210\227/index.html"
index ada1e799..87b9f008 100644
--- "a/2017/06/03/\345\212\250\346\200\201\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\346\225\243\347\202\271\345\234\260\345\233\276\347\263\273\345\210\227/index.html"
+++ "b/2017/06/03/\345\212\250\346\200\201\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\346\225\243\347\202\271\345\234\260\345\233\276\347\263\273\345\210\227/index.html"
@@ -699,7 +699,7 @@ <h3 id="可选择的地图类型："><a href="#可选择的地图类型：" clas
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -846,7 +846,7 @@ <h3 id="可选择的地图类型："><a href="#可选择的地图类型：" clas
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/04/\345\212\250\346\200\201\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224leaflet\346\236\204\351\200\240\350\267\257\345\276\204\345\233\276/index.html" "b/2017/06/04/\345\212\250\346\200\201\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224leaflet\346\236\204\351\200\240\350\267\257\345\276\204\345\233\276/index.html"
index e1a44c8f..cc523a78 100644
--- "a/2017/06/04/\345\212\250\346\200\201\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224leaflet\346\236\204\351\200\240\350\267\257\345\276\204\345\233\276/index.html"
+++ "b/2017/06/04/\345\212\250\346\200\201\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224leaflet\346\236\204\351\200\240\350\267\257\345\276\204\345\233\276/index.html"
@@ -79,7 +79,7 @@
 <link href="/css/main.css?v=5.1.1" rel="stylesheet" type="text/css" />
 
 
-  <meta name="keywords" content="R语言,数据可视化,地理信息可视化,在线地图,leaflet,路径图,mini柱形/条形图," />
+  <meta name="keywords" content="R语言,数据可视化,地理信息可视化,在线地图,路径图,leaflet,mini柱形/条形图," />
 
 
 
@@ -98,7 +98,7 @@
 
 
 <meta name="description" content="根据先前几篇内容的框架，今天介绍leaflet在线地图的第三篇，以线条元素构造的路径图。">
-<meta name="keywords" content="R语言,数据可视化,地理信息可视化,在线地图,leaflet,路径图,mini柱形&#x2F;条形图">
+<meta name="keywords" content="R语言,数据可视化,地理信息可视化,在线地图,路径图,leaflet,mini柱形&#x2F;条形图">
 <meta property="og:type" content="article">
 <meta property="og:title" content="动态地理信息可视化——leaflet构造路径图">
 <meta property="og:url" content="http://www.raindu.com/2017/06/04/动态地理信息可视化——leaflet构造路径图/index.html">
@@ -616,10 +616,10 @@ <h4 id="几张常见的素材风格："><a href="#几张常见的素材风格：
           
             <a href="/tags/在线地图/" rel="tag"># 在线地图</a>
           
-            <a href="/tags/leaflet/" rel="tag"># leaflet</a>
-          
             <a href="/tags/路径图/" rel="tag"># 路径图</a>
           
+            <a href="/tags/leaflet/" rel="tag"># leaflet</a>
+          
             <a href="/tags/mini柱形-条形图/" rel="tag"># mini柱形/条形图</a>
           
         </div>
@@ -742,7 +742,7 @@ <h4 id="几张常见的素材风格："><a href="#几张常见的素材风格：
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -889,7 +889,7 @@ <h4 id="几张常见的素材风格："><a href="#几张常见的素材风格：
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/05/Leaflet\345\234\250\347\272\277\345\234\260\345\233\276\350\277\233\351\230\266\345\256\235\345\205\270\342\200\224\342\200\224json\347\264\240\346\235\220\346\223\215\347\272\265\344\270\216\345\233\276\345\261\202\351\235\242\346\235\277\346\216\247\345\210\266/index.html" "b/2017/06/05/Leaflet\345\234\250\347\272\277\345\234\260\345\233\276\350\277\233\351\230\266\345\256\235\345\205\270\342\200\224\342\200\224json\347\264\240\346\235\220\346\223\215\347\272\265\344\270\216\345\233\276\345\261\202\351\235\242\346\235\277\346\216\247\345\210\266/index.html"
index 44f84b85..41506944 100644
--- "a/2017/06/05/Leaflet\345\234\250\347\272\277\345\234\260\345\233\276\350\277\233\351\230\266\345\256\235\345\205\270\342\200\224\342\200\224json\347\264\240\346\235\220\346\223\215\347\272\265\344\270\216\345\233\276\345\261\202\351\235\242\346\235\277\346\216\247\345\210\266/index.html"
+++ "b/2017/06/05/Leaflet\345\234\250\347\272\277\345\234\260\345\233\276\350\277\233\351\230\266\345\256\235\345\205\270\342\200\224\342\200\224json\347\264\240\346\235\220\346\223\215\347\272\265\344\270\216\345\233\276\345\261\202\351\235\242\346\235\277\346\216\247\345\210\266/index.html"
@@ -79,7 +79,7 @@
 <link href="/css/main.css?v=5.1.1" rel="stylesheet" type="text/css" />
 
 
-  <meta name="keywords" content="R语言,数据可视化,json,地理信息可视化,在线地图,leaflet," />
+  <meta name="keywords" content="R语言,数据可视化,地理信息可视化,在线地图,json,leaflet," />
 
 
 
@@ -98,7 +98,7 @@
 
 
 <meta name="description" content="这篇教程憋了很久，其实算是3个月前leaflet在线地图系列的进阶篇，但是因为当时对于leaflet地图的数据源结构理解有限，技能勉强操控shp数据源，对于json数据源所知甚少，一直拖了这么久才更新。 随着近期在json数据结构的理解不断加深，对于list结构和向量化运算的掌握也多有提高，这才能熟练的在leaflet系统中操控json数据。">
-<meta name="keywords" content="R语言,数据可视化,json,地理信息可视化,在线地图,leaflet">
+<meta name="keywords" content="R语言,数据可视化,地理信息可视化,在线地图,json,leaflet">
 <meta property="og:type" content="article">
 <meta property="og:title" content="Leaflet在线地图进阶宝典——json素材操纵与图层面板控制">
 <meta property="og:url" content="http://www.raindu.com/2017/06/05/Leaflet在线地图进阶宝典——json素材操纵与图层面板控制/index.html">
@@ -585,12 +585,12 @@ <h3 id="这是通过增加地图图层来进行图层控制的简单案例："><
           
             <a href="/tags/数据可视化/" rel="tag"># 数据可视化</a>
           
-            <a href="/tags/json/" rel="tag"># json</a>
-          
             <a href="/tags/地理信息可视化/" rel="tag"># 地理信息可视化</a>
           
             <a href="/tags/在线地图/" rel="tag"># 在线地图</a>
           
+            <a href="/tags/json/" rel="tag"># json</a>
+          
             <a href="/tags/leaflet/" rel="tag"># leaflet</a>
           
         </div>
@@ -713,7 +713,7 @@ <h3 id="这是通过增加地图图层来进行图层控制的简单案例："><
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -860,7 +860,7 @@ <h3 id="这是通过增加地图图层来进行图层控制的简单案例："><
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/05/\345\212\250\346\200\201\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224leaflet\345\241\253\345\205\205\345\234\260\345\233\276/index.html" "b/2017/06/05/\345\212\250\346\200\201\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224leaflet\345\241\253\345\205\205\345\234\260\345\233\276/index.html"
index 99b28135..05adebd9 100644
--- "a/2017/06/05/\345\212\250\346\200\201\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224leaflet\345\241\253\345\205\205\345\234\260\345\233\276/index.html"
+++ "b/2017/06/05/\345\212\250\346\200\201\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224leaflet\345\241\253\345\205\205\345\234\260\345\233\276/index.html"
@@ -701,7 +701,7 @@ <h3 id="几张分类颜色标度填充效果："><a href="#几张分类颜色标
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -848,7 +848,7 @@ <h3 id="几张分类颜色标度填充效果："><a href="#几张分类颜色标
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/06/leaflet\345\234\250\347\272\277\345\234\260\345\233\276\350\277\233\351\230\266\345\256\235\345\205\270\344\271\213\342\200\224\342\200\224\351\253\230\347\272\247\350\276\205\345\212\251\347\211\271\346\200\247/index.html" "b/2017/06/06/leaflet\345\234\250\347\272\277\345\234\260\345\233\276\350\277\233\351\230\266\345\256\235\345\205\270\344\271\213\342\200\224\342\200\224\351\253\230\347\272\247\350\276\205\345\212\251\347\211\271\346\200\247/index.html"
index 987a4cf2..1aaf9ada 100644
--- "a/2017/06/06/leaflet\345\234\250\347\272\277\345\234\260\345\233\276\350\277\233\351\230\266\345\256\235\345\205\270\344\271\213\342\200\224\342\200\224\351\253\230\347\272\247\350\276\205\345\212\251\347\211\271\346\200\247/index.html"
+++ "b/2017/06/06/leaflet\345\234\250\347\272\277\345\234\260\345\233\276\350\277\233\351\230\266\345\256\235\345\205\270\344\271\213\342\200\224\342\200\224\351\253\230\347\272\247\350\276\205\345\212\251\347\211\271\346\200\247/index.html"
@@ -743,7 +743,7 @@ <h3 id="自定义js属性：Custom-JavaScript-with-htmlwidgets-onRender"><a href
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -890,7 +890,7 @@ <h3 id="自定义js属性：Custom-JavaScript-with-htmlwidgets-onRender"><a href
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/07/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224REmap-\350\267\257\345\276\204\345\233\276/index.html" "b/2017/06/07/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224REmap-\350\267\257\345\276\204\345\233\276/index.html"
index 07ebcbda..5a0c584f 100644
--- "a/2017/06/07/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224REmap-\350\267\257\345\276\204\345\233\276/index.html"
+++ "b/2017/06/07/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224REmap-\350\267\257\345\276\204\345\233\276/index.html"
@@ -689,7 +689,7 @@ <h3 id="绘图过程："><a href="#绘图过程：" class="headerlink" title="
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -836,7 +836,7 @@ <h3 id="绘图过程："><a href="#绘图过程：" class="headerlink" title="
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/07/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224REmap\345\212\250\346\200\201\345\234\260\345\233\276/index.html" "b/2017/06/07/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224REmap\345\212\250\346\200\201\345\234\260\345\233\276/index.html"
index d6e1ed3f..e612f063 100644
--- "a/2017/06/07/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224REmap\345\212\250\346\200\201\345\234\260\345\233\276/index.html"
+++ "b/2017/06/07/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224REmap\345\212\250\346\200\201\345\234\260\345\233\276/index.html"
@@ -719,7 +719,7 @@ <h3 id="关于主题自定义："><a href="#关于主题自定义：" class="hea
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -866,7 +866,7 @@ <h3 id="关于主题自定义："><a href="#关于主题自定义：" class="hea
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/08/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224REmapC-\345\241\253\345\205\205\345\234\260\345\233\276/index.html" "b/2017/06/08/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224REmapC-\345\241\253\345\205\205\345\234\260\345\233\276/index.html"
index 2984c3c5..fb09e5ae 100644
--- "a/2017/06/08/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224REmapC-\345\241\253\345\205\205\345\234\260\345\233\276/index.html"
+++ "b/2017/06/08/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224REmapC-\345\241\253\345\205\205\345\234\260\345\233\276/index.html"
@@ -681,7 +681,7 @@ <h3 id="接下来做一个案例："><a href="#接下来做一个案例：" clas
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -828,7 +828,7 @@ <h3 id="接下来做一个案例："><a href="#接下来做一个案例：" clas
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/08/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224REmapH-\344\270\255\345\277\203\347\203\255\345\272\246\345\233\276/index.html" "b/2017/06/08/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224REmapH-\344\270\255\345\277\203\347\203\255\345\272\246\345\233\276/index.html"
index f073be50..d7023c58 100644
--- "a/2017/06/08/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224REmapH-\344\270\255\345\277\203\347\203\255\345\272\246\345\233\276/index.html"
+++ "b/2017/06/08/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224REmapH-\344\270\255\345\277\203\347\203\255\345\272\246\345\233\276/index.html"
@@ -699,7 +699,7 @@ <h3 id="案例2："><a href="#案例2：" class="headerlink" title="案例2：">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -846,7 +846,7 @@ <h3 id="案例2："><a href="#案例2：" class="headerlink" title="案例2：">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/08/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\346\241\210\344\276\213\347\273\274\345\220\210\350\277\220\347\224\250/index.html" "b/2017/06/08/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\346\241\210\344\276\213\347\273\274\345\220\210\350\277\220\347\224\250/index.html"
index 1f8231ee..c8ef5591 100644
--- "a/2017/06/08/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\346\241\210\344\276\213\347\273\274\345\220\210\350\277\220\347\224\250/index.html"
+++ "b/2017/06/08/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\346\241\210\344\276\213\347\273\274\345\220\210\350\277\220\347\224\250/index.html"
@@ -712,7 +712,7 @@ <h4 id="最后一个案例使用REmapB函数制作目标分布图："><a href="#
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -859,7 +859,7 @@ <h4 id="最后一个案例使用REmapB函数制作目标分布图："><a href="#
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/09/leaflet\345\234\250\347\272\277\345\234\260\345\233\276\350\277\233\351\230\266\345\256\235\345\205\270\342\200\224\342\200\224\351\253\230\347\272\247\344\272\244\344\272\222\347\211\271\346\200\247(\345\212\250\346\200\201\346\230\276\347\244\272\346\225\210\346\236\234)/index.html" "b/2017/06/09/leaflet\345\234\250\347\272\277\345\234\260\345\233\276\350\277\233\351\230\266\345\256\235\345\205\270\342\200\224\342\200\224\351\253\230\347\272\247\344\272\244\344\272\222\347\211\271\346\200\247(\345\212\250\346\200\201\346\230\276\347\244\272\346\225\210\346\236\234)/index.html"
index 83866b91..d7fc90c9 100644
--- "a/2017/06/09/leaflet\345\234\250\347\272\277\345\234\260\345\233\276\350\277\233\351\230\266\345\256\235\345\205\270\342\200\224\342\200\224\351\253\230\347\272\247\344\272\244\344\272\222\347\211\271\346\200\247(\345\212\250\346\200\201\346\230\276\347\244\272\346\225\210\346\236\234)/index.html"
+++ "b/2017/06/09/leaflet\345\234\250\347\272\277\345\234\260\345\233\276\350\277\233\351\230\266\345\256\235\345\205\270\342\200\224\342\200\224\351\253\230\347\272\247\344\272\244\344\272\222\347\211\271\346\200\247(\345\212\250\346\200\201\346\230\276\347\244\272\346\225\210\346\236\234)/index.html"
@@ -676,7 +676,7 @@ <h3 id="增加图例："><a href="#增加图例：" class="headerlink" title="
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -823,7 +823,7 @@ <h3 id="增加图例："><a href="#增加图例：" class="headerlink" title="
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/10/R\350\257\255\350\250\200\345\233\276\350\241\250\347\276\216\345\214\226\342\200\224\342\200\224\345\267\247\347\224\250\345\210\206\351\235\242\350\241\250\350\276\276\344\274\230\345\214\226\345\233\276\350\241\250\345\270\203\345\261\200\357\274\214\345\201\232\345\207\272\345\240\252\346\257\224\346\235\202\345\277\227\347\272\247\350\247\206\350\247\211\344\275\223\351\252\214\347\232\204\345\225\206\345\212\241\345\233\276\350\241\250/index.html" "b/2017/06/10/R\350\257\255\350\250\200\345\233\276\350\241\250\347\276\216\345\214\226\342\200\224\342\200\224\345\267\247\347\224\250\345\210\206\351\235\242\350\241\250\350\276\276\344\274\230\345\214\226\345\233\276\350\241\250\345\270\203\345\261\200\357\274\214\345\201\232\345\207\272\345\240\252\346\257\224\346\235\202\345\277\227\347\272\247\350\247\206\350\247\211\344\275\223\351\252\214\347\232\204\345\225\206\345\212\241\345\233\276\350\241\250/index.html"
index 58d2ae38..d981bd76 100644
--- "a/2017/06/10/R\350\257\255\350\250\200\345\233\276\350\241\250\347\276\216\345\214\226\342\200\224\342\200\224\345\267\247\347\224\250\345\210\206\351\235\242\350\241\250\350\276\276\344\274\230\345\214\226\345\233\276\350\241\250\345\270\203\345\261\200\357\274\214\345\201\232\345\207\272\345\240\252\346\257\224\346\235\202\345\277\227\347\272\247\350\247\206\350\247\211\344\275\223\351\252\214\347\232\204\345\225\206\345\212\241\345\233\276\350\241\250/index.html"
+++ "b/2017/06/10/R\350\257\255\350\250\200\345\233\276\350\241\250\347\276\216\345\214\226\342\200\224\342\200\224\345\267\247\347\224\250\345\210\206\351\235\242\350\241\250\350\276\276\344\274\230\345\214\226\345\233\276\350\241\250\345\270\203\345\261\200\357\274\214\345\201\232\345\207\272\345\240\252\346\257\224\346\235\202\345\277\227\347\272\247\350\247\206\350\247\211\344\275\223\351\252\214\347\232\204\345\225\206\345\212\241\345\233\276\350\241\250/index.html"
@@ -721,7 +721,7 @@ <h3 id="关于簇状、分面图表数据标签问题："><a href="#关于簇状
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -868,7 +868,7 @@ <h3 id="关于簇状、分面图表数据标签问题："><a href="#关于簇状
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/11/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\346\236\201\345\235\220\346\240\207\345\217\230\346\215\242\344\270\216\350\241\215\347\224\237\345\233\276\350\241\250\347\261\273\345\236\213/index.html" "b/2017/06/11/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\346\236\201\345\235\220\346\240\207\345\217\230\346\215\242\344\270\216\350\241\215\347\224\237\345\233\276\350\241\250\347\261\273\345\236\213/index.html"
index 8bbfba48..67d8de58 100644
--- "a/2017/06/11/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\346\236\201\345\235\220\346\240\207\345\217\230\346\215\242\344\270\216\350\241\215\347\224\237\345\233\276\350\241\250\347\261\273\345\236\213/index.html"
+++ "b/2017/06/11/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\346\236\201\345\235\220\346\240\207\345\217\230\346\215\242\344\270\216\350\241\215\347\224\237\345\233\276\350\241\250\347\261\273\345\236\213/index.html"
@@ -708,7 +708,7 @@ <h3 id="极坐标系下多序列图表："><a href="#极坐标系下多序列图
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -855,7 +855,7 @@ <h3 id="极坐标系下多序列图表："><a href="#极坐标系下多序列图
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/11/R\350\257\255\350\250\200\351\242\234\350\211\262\347\273\274\345\220\210\350\277\220\347\224\250\344\270\216\350\211\262\345\275\251\346\226\271\346\241\210\345\205\261\344\272\253/index.html" "b/2017/06/11/R\350\257\255\350\250\200\351\242\234\350\211\262\347\273\274\345\220\210\350\277\220\347\224\250\344\270\216\350\211\262\345\275\251\346\226\271\346\241\210\345\205\261\344\272\253/index.html"
index 4ee28223..2f84a81b 100644
--- "a/2017/06/11/R\350\257\255\350\250\200\351\242\234\350\211\262\347\273\274\345\220\210\350\277\220\347\224\250\344\270\216\350\211\262\345\275\251\346\226\271\346\241\210\345\205\261\344\272\253/index.html"
+++ "b/2017/06/11/R\350\257\255\350\250\200\351\242\234\350\211\262\347\273\274\345\220\210\350\277\220\347\224\250\344\270\216\350\211\262\345\275\251\346\226\271\346\241\210\345\205\261\344\272\253/index.html"
@@ -720,7 +720,7 @@ <h3 id="scales包的brewer-pal函数："><a href="#scales包的brewer-pal函数
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -867,7 +867,7 @@ <h3 id="scales包的brewer-pal函数："><a href="#scales包的brewer-pal函数
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/11/R\351\242\204\350\256\276\351\205\215\350\211\262\347\263\273\347\273\237\345\217\212\350\207\252\345\256\232\344\271\211\350\211\262\346\235\277/index.html" "b/2017/06/11/R\351\242\204\350\256\276\351\205\215\350\211\262\347\263\273\347\273\237\345\217\212\350\207\252\345\256\232\344\271\211\350\211\262\346\235\277/index.html"
index b8f7dc23..1e57fd50 100644
--- "a/2017/06/11/R\351\242\204\350\256\276\351\205\215\350\211\262\347\263\273\347\273\237\345\217\212\350\207\252\345\256\232\344\271\211\350\211\262\346\235\277/index.html"
+++ "b/2017/06/11/R\351\242\204\350\256\276\351\205\215\350\211\262\347\263\273\347\273\237\345\217\212\350\207\252\345\256\232\344\271\211\350\211\262\346\235\277/index.html"
@@ -706,7 +706,7 @@ <h3 id="R语言自定义颜色调用"><a href="#R语言自定义颜色调用" cl
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -853,7 +853,7 @@ <h3 id="R语言自定义颜色调用"><a href="#R语言自定义颜色调用" cl
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/12/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\345\244\232\350\276\271\345\275\242\344\270\216\346\225\260\346\215\256\345\234\260\345\233\276\345\241\253\345\205\205/index.html" "b/2017/06/12/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\345\244\232\350\276\271\345\275\242\344\270\216\346\225\260\346\215\256\345\234\260\345\233\276\345\241\253\345\205\205/index.html"
index 998ff744..d83c6aed 100644
--- "a/2017/06/12/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\345\244\232\350\276\271\345\275\242\344\270\216\346\225\260\346\215\256\345\234\260\345\233\276\345\241\253\345\205\205/index.html"
+++ "b/2017/06/12/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\345\244\232\350\276\271\345\275\242\344\270\216\346\225\260\346\215\256\345\234\260\345\233\276\345\241\253\345\205\205/index.html"
@@ -688,7 +688,7 @@ <h3 id="添加地图投影："><a href="#添加地图投影：" class="headerlin
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -835,7 +835,7 @@ <h3 id="添加地图投影："><a href="#添加地图投影：" class="headerlin
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/13/\345\275\223PowerBI\351\201\207\345\210\260R\350\257\255\350\250\200/index.html" "b/2017/06/13/\345\275\223PowerBI\351\201\207\345\210\260R\350\257\255\350\250\200/index.html"
index f51d815a..db6a535a 100644
--- "a/2017/06/13/\345\275\223PowerBI\351\201\207\345\210\260R\350\257\255\350\250\200/index.html"
+++ "b/2017/06/13/\345\275\223PowerBI\351\201\207\345\210\260R\350\257\255\350\250\200/index.html"
@@ -747,7 +747,7 @@ <h3 id="第二类R语言视觉对象案例演示："><a href="#第二类R语言
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -894,7 +894,7 @@ <h3 id="第二类R语言视觉对象案例演示："><a href="#第二类R语言
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/13/\347\224\250R\350\257\255\350\250\200\346\212\223\345\217\226\347\275\221\351\241\265\345\233\276\347\211\207\342\200\224\342\200\224\344\273\216\346\255\244\351\253\230\346\225\210\345\255\230\345\233\276\345\221\212\345\210\253\346\211\213\345\267\245\346\227\266\344\273\243/index.html" "b/2017/06/13/\347\224\250R\350\257\255\350\250\200\346\212\223\345\217\226\347\275\221\351\241\265\345\233\276\347\211\207\342\200\224\342\200\224\344\273\216\346\255\244\351\253\230\346\225\210\345\255\230\345\233\276\345\221\212\345\210\253\346\211\213\345\267\245\346\227\266\344\273\243/index.html"
index 8c9756c5..59321866 100644
--- "a/2017/06/13/\347\224\250R\350\257\255\350\250\200\346\212\223\345\217\226\347\275\221\351\241\265\345\233\276\347\211\207\342\200\224\342\200\224\344\273\216\346\255\244\351\253\230\346\225\210\345\255\230\345\233\276\345\221\212\345\210\253\346\211\213\345\267\245\346\227\266\344\273\243/index.html"
+++ "b/2017/06/13/\347\224\250R\350\257\255\350\250\200\346\212\223\345\217\226\347\275\221\351\241\265\345\233\276\347\211\207\342\200\224\342\200\224\344\273\216\346\255\244\351\253\230\346\225\210\345\255\230\345\233\276\345\221\212\345\210\253\346\211\213\345\267\245\346\227\266\344\273\243/index.html"
@@ -712,7 +712,7 @@ <h3 id="内容总结："><a href="#内容总结：" class="headerlink" title="
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -859,7 +859,7 @@ <h3 id="内容总结："><a href="#内容总结：" class="headerlink" title="
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/14/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\345\234\260\345\233\276\344\270\216\346\260\224\346\263\241\345\233\276\347\273\223\345\220\210\345\272\224\347\224\250/index.html" "b/2017/06/14/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\345\234\260\345\233\276\344\270\216\346\260\224\346\263\241\345\233\276\347\273\223\345\220\210\345\272\224\347\224\250/index.html"
index c568014d..4625da57 100644
--- "a/2017/06/14/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\345\234\260\345\233\276\344\270\216\346\260\224\346\263\241\345\233\276\347\273\223\345\220\210\345\272\224\347\224\250/index.html"
+++ "b/2017/06/14/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\345\234\260\345\233\276\344\270\216\346\260\224\346\263\241\345\233\276\347\273\223\345\220\210\345\272\224\347\224\250/index.html"
@@ -669,7 +669,7 @@ <h3 id="地图语法："><a href="#地图语法：" class="headerlink" title="
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -816,7 +816,7 @@ <h3 id="地图语法："><a href="#地图语法：" class="headerlink" title="
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/15/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\345\233\276\350\241\250\345\265\214\345\245\227\357\274\210\346\257\215\345\255\220\345\233\276\357\274\211/index.html" "b/2017/06/15/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\345\233\276\350\241\250\345\265\214\345\245\227\357\274\210\346\257\215\345\255\220\345\233\276\357\274\211/index.html"
index f6549fab..a6509209 100644
--- "a/2017/06/15/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\345\233\276\350\241\250\345\265\214\345\245\227\357\274\210\346\257\215\345\255\220\345\233\276\357\274\211/index.html"
+++ "b/2017/06/15/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\345\233\276\350\241\250\345\265\214\345\245\227\357\274\210\346\257\215\345\255\220\345\233\276\357\274\211/index.html"
@@ -682,7 +682,7 @@ <h3 id="将以上代码打包组合："><a href="#将以上代码打包组合：
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -829,7 +829,7 @@ <h3 id="将以上代码打包组合："><a href="#将以上代码打包组合：
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/16/Excel\344\276\235\347\204\266\346\230\257\344\270\200\346\254\276\345\274\272\345\244\247\347\232\204\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226\345\210\251\345\231\250/index.html" "b/2017/06/16/Excel\344\276\235\347\204\266\346\230\257\344\270\200\346\254\276\345\274\272\345\244\247\347\232\204\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226\345\210\251\345\231\250/index.html"
index 41735d3f..986e4779 100644
--- "a/2017/06/16/Excel\344\276\235\347\204\266\346\230\257\344\270\200\346\254\276\345\274\272\345\244\247\347\232\204\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226\345\210\251\345\231\250/index.html"
+++ "b/2017/06/16/Excel\344\276\235\347\204\266\346\230\257\344\270\200\346\254\276\345\274\272\345\244\247\347\232\204\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226\345\210\251\345\231\250/index.html"
@@ -696,7 +696,7 @@ <h3 id="实习中接触项目锻炼："><a href="#实习中接触项目锻炼：
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -843,7 +843,7 @@ <h3 id="实习中接触项目锻炼："><a href="#实习中接触项目锻炼：
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/16/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224ggplot\346\220\272\346\211\213plotly\357\274\214\350\256\251\344\275\240\347\232\204\345\233\276\350\241\250\347\201\265\345\212\250\350\265\267\346\235\245\357\274\201/index.html" "b/2017/06/16/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224ggplot\346\220\272\346\211\213plotly\357\274\214\350\256\251\344\275\240\347\232\204\345\233\276\350\241\250\347\201\265\345\212\250\350\265\267\346\235\245\357\274\201/index.html"
index aecff724..5787cc99 100644
--- "a/2017/06/16/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224ggplot\346\220\272\346\211\213plotly\357\274\214\350\256\251\344\275\240\347\232\204\345\233\276\350\241\250\347\201\265\345\212\250\350\265\267\346\235\245\357\274\201/index.html"
+++ "b/2017/06/16/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224ggplot\346\220\272\346\211\213plotly\357\274\214\350\256\251\344\275\240\347\232\204\345\233\276\350\241\250\347\201\265\345\212\250\350\265\267\346\235\245\357\274\201/index.html"
@@ -79,7 +79,7 @@
 <link href="/css/main.css?v=5.1.1" rel="stylesheet" type="text/css" />
 
 
-  <meta name="keywords" content="R语言,数据可视化,ggplot2,动态图表,版面控制," />
+  <meta name="keywords" content="R语言,数据可视化,ggplot2,版面控制,动态图表," />
 
 
 
@@ -98,7 +98,7 @@
 
 
 <meta name="description" content="这段时间一直在研究ggplot2这个神奇的可视化利器，可是ggplot2纵然所向披靡，唯独无法呈现动态效果！ 最近发现R语言的官方CRAN中有一款名叫plotly的包，详细了解了下，这个plotly是基于js脚本语言开发的专用于动态交互可视化的利器，开发有在线版和桌面本，而且效果相当不错！">
-<meta name="keywords" content="R语言,数据可视化,ggplot2,动态图表,版面控制">
+<meta name="keywords" content="R语言,数据可视化,ggplot2,版面控制,动态图表">
 <meta property="og:type" content="article">
 <meta property="og:title" content="R语言可视化——ggplot携手plotly，让你的图表灵动起来！">
 <meta property="og:url" content="http://www.raindu.com/2017/06/16/R语言可视化——ggplot携手plotly，让你的图表灵动起来！/index.html">
@@ -564,10 +564,10 @@ <h3 id="plotly动态图表演示："><a href="#plotly动态图表演示：" clas
           
             <a href="/tags/ggplot2/" rel="tag"># ggplot2</a>
           
-            <a href="/tags/动态图表/" rel="tag"># 动态图表</a>
-          
             <a href="/tags/版面控制/" rel="tag"># 版面控制</a>
           
+            <a href="/tags/动态图表/" rel="tag"># 动态图表</a>
+          
         </div>
       
 
@@ -688,7 +688,7 @@ <h3 id="plotly动态图表演示："><a href="#plotly动态图表演示：" clas
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -835,7 +835,7 @@ <h3 id="plotly动态图表演示："><a href="#plotly动态图表演示：" clas
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/16/\345\255\246\344\271\240R\350\257\255\350\250\200\346\210\221\351\203\275\345\201\232\344\272\206\351\202\243\344\272\233\346\234\211\350\266\243\347\232\204\344\272\213\346\203\205\357\274\201\357\274\201\357\274\201/index.html" "b/2017/06/16/\345\255\246\344\271\240R\350\257\255\350\250\200\346\210\221\351\203\275\345\201\232\344\272\206\351\202\243\344\272\233\346\234\211\350\266\243\347\232\204\344\272\213\346\203\205\357\274\201\357\274\201\357\274\201/index.html"
index 282b99dc..fb62dfa5 100644
--- "a/2017/06/16/\345\255\246\344\271\240R\350\257\255\350\250\200\346\210\221\351\203\275\345\201\232\344\272\206\351\202\243\344\272\233\346\234\211\350\266\243\347\232\204\344\272\213\346\203\205\357\274\201\357\274\201\357\274\201/index.html"
+++ "b/2017/06/16/\345\255\246\344\271\240R\350\257\255\350\250\200\346\210\221\351\203\275\345\201\232\344\272\206\351\202\243\344\272\233\346\234\211\350\266\243\347\232\204\344\272\213\346\203\205\357\274\201\357\274\201\357\274\201/index.html"
@@ -679,7 +679,7 @@ <h3 id="一些零零散散的小创意也会令自己成就感爆满："><a href
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -826,7 +826,7 @@ <h3 id="一些零零散散的小创意也会令自己成就感爆满："><a href
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/17/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224ggplot\347\232\204theme\350\256\242\345\210\266/index.html" "b/2017/06/17/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224ggplot\347\232\204theme\350\256\242\345\210\266/index.html"
index e8587bd9..7d371e83 100644
--- "a/2017/06/17/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224ggplot\347\232\204theme\350\256\242\345\210\266/index.html"
+++ "b/2017/06/17/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224ggplot\347\232\204theme\350\256\242\345\210\266/index.html"
@@ -698,7 +698,7 @@ <h3 id="套用自己的自定义主题："><a href="#套用自己的自定义主
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -845,7 +845,7 @@ <h3 id="套用自己的自定义主题："><a href="#套用自己的自定义主
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/17/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\345\233\276\350\241\250\346\216\222\347\211\210\344\271\213\344\270\200\351\241\265\345\244\232\345\233\276/index.html" "b/2017/06/17/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\345\233\276\350\241\250\346\216\222\347\211\210\344\271\213\344\270\200\351\241\265\345\244\232\345\233\276/index.html"
index 0162e4a4..f1fe40dc 100644
--- "a/2017/06/17/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\345\233\276\350\241\250\346\216\222\347\211\210\344\271\213\344\270\200\351\241\265\345\244\232\345\233\276/index.html"
+++ "b/2017/06/17/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\345\233\276\350\241\250\346\216\222\347\211\210\344\271\213\344\270\200\351\241\265\345\244\232\345\233\276/index.html"
@@ -681,7 +681,7 @@ <h3 id="multiplot函数："><a href="#multiplot函数：" class="headerlink" tit
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -828,7 +828,7 @@ <h3 id="multiplot函数："><a href="#multiplot函数：" class="headerlink" tit
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/17/leaflet\347\232\204\345\260\217\346\220\255\346\241\243leaflet-minicharts\346\235\245\344\272\206\357\274\214\344\273\216\346\255\244\345\212\250\346\200\201\345\234\260\345\233\276\345\217\210\345\244\232\344\272\206\344\270\200\344\272\233\344\271\220\350\266\243/index.html" "b/2017/06/17/leaflet\347\232\204\345\260\217\346\220\255\346\241\243leaflet-minicharts\346\235\245\344\272\206\357\274\214\344\273\216\346\255\244\345\212\250\346\200\201\345\234\260\345\233\276\345\217\210\345\244\232\344\272\206\344\270\200\344\272\233\344\271\220\350\266\243/index.html"
index 4e0a8de7..93f2c716 100644
--- "a/2017/06/17/leaflet\347\232\204\345\260\217\346\220\255\346\241\243leaflet-minicharts\346\235\245\344\272\206\357\274\214\344\273\216\346\255\244\345\212\250\346\200\201\345\234\260\345\233\276\345\217\210\345\244\232\344\272\206\344\270\200\344\272\233\344\271\220\350\266\243/index.html"
+++ "b/2017/06/17/leaflet\347\232\204\345\260\217\346\220\255\346\241\243leaflet-minicharts\346\235\245\344\272\206\357\274\214\344\273\216\346\255\244\345\212\250\346\200\201\345\234\260\345\233\276\345\217\210\345\244\232\344\272\206\344\270\200\344\272\233\344\271\220\350\266\243/index.html"
@@ -686,7 +686,7 @@ <h4 id="玫瑰图（带时间趋势）"><a href="#玫瑰图（带时间趋势）
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -833,7 +833,7 @@ <h4 id="玫瑰图（带时间趋势）"><a href="#玫瑰图（带时间趋势）
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/18/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224ggplot\345\233\276\350\241\250\351\205\215\350\211\262\346\212\200\345\267\247/index.html" "b/2017/06/18/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224ggplot\345\233\276\350\241\250\351\205\215\350\211\262\346\212\200\345\267\247/index.html"
index 7ae25eee..dcb1cba3 100644
--- "a/2017/06/18/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224ggplot\345\233\276\350\241\250\351\205\215\350\211\262\346\212\200\345\267\247/index.html"
+++ "b/2017/06/18/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224ggplot\345\233\276\350\241\250\351\205\215\350\211\262\346\212\200\345\267\247/index.html"
@@ -709,7 +709,7 @@ <h3 id="配色方案案例演示："><a href="#配色方案案例演示：" clas
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -856,7 +856,7 @@ <h3 id="配色方案案例演示："><a href="#配色方案案例演示：" clas
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/18/\345\205\263\344\272\216\346\225\260\346\215\256\345\234\260\345\233\276\347\232\204\345\207\240\344\270\252\351\201\227\347\225\231\351\227\256\351\242\230\350\247\243\345\206\263\346\226\271\346\241\210/index.html" "b/2017/06/18/\345\205\263\344\272\216\346\225\260\346\215\256\345\234\260\345\233\276\347\232\204\345\207\240\344\270\252\351\201\227\347\225\231\351\227\256\351\242\230\350\247\243\345\206\263\346\226\271\346\241\210/index.html"
index 13604d3d..9675610c 100644
--- "a/2017/06/18/\345\205\263\344\272\216\346\225\260\346\215\256\345\234\260\345\233\276\347\232\204\345\207\240\344\270\252\351\201\227\347\225\231\351\227\256\351\242\230\350\247\243\345\206\263\346\226\271\346\241\210/index.html"
+++ "b/2017/06/18/\345\205\263\344\272\216\346\225\260\346\215\256\345\234\260\345\233\276\347\232\204\345\207\240\344\270\252\351\201\227\347\225\231\351\227\256\351\242\230\350\247\243\345\206\263\346\226\271\346\241\210/index.html"
@@ -699,7 +699,7 @@ <h3 id="关于九段线问题："><a href="#关于九段线问题：" class="hea
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -846,7 +846,7 @@ <h3 id="关于九段线问题："><a href="#关于九段线问题：" class="hea
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/19/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224ggplot\345\233\276\350\241\250\344\270\255\347\232\204\347\272\277\346\235\241/index.html" "b/2017/06/19/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224ggplot\345\233\276\350\241\250\344\270\255\347\232\204\347\272\277\346\235\241/index.html"
index 9991d039..7d2c2955 100644
--- "a/2017/06/19/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224ggplot\345\233\276\350\241\250\344\270\255\347\232\204\347\272\277\346\235\241/index.html"
+++ "b/2017/06/19/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224ggplot\345\233\276\350\241\250\344\270\255\347\232\204\347\272\277\346\235\241/index.html"
@@ -698,7 +698,7 @@ <h3 id="参数变化的对比效果："><a href="#参数变化的对比效果：
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -845,7 +845,7 @@ <h3 id="参数变化的对比效果："><a href="#参数变化的对比效果：
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/19/Word\345\244\251\345\221\200\357\274\214\346\260\224\346\263\241\345\233\276\345\261\205\347\204\266\350\277\230\346\234\211\350\277\231\347\247\215\346\223\215\344\275\234/index.html" "b/2017/06/19/Word\345\244\251\345\221\200\357\274\214\346\260\224\346\263\241\345\233\276\345\261\205\347\204\266\350\277\230\346\234\211\350\277\231\347\247\215\346\223\215\344\275\234/index.html"
index b3d46f71..e87b4ea0 100644
--- "a/2017/06/19/Word\345\244\251\345\221\200\357\274\214\346\260\224\346\263\241\345\233\276\345\261\205\347\204\266\350\277\230\346\234\211\350\277\231\347\247\215\346\223\215\344\275\234/index.html"
+++ "b/2017/06/19/Word\345\244\251\345\221\200\357\274\214\346\260\224\346\263\241\345\233\276\345\261\205\347\204\266\350\277\230\346\234\211\350\277\231\347\247\215\346\223\215\344\275\234/index.html"
@@ -689,7 +689,7 @@ <h3 id="本文总结："><a href="#本文总结：" class="headerlink" title="
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -836,7 +836,7 @@ <h3 id="本文总结："><a href="#本文总结：" class="headerlink" title="
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/20/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\346\225\260\346\215\256\345\234\260\345\233\276\345\272\224\347\224\250\357\274\210\344\270\234\344\270\211\347\234\201\357\274\211/index.html" "b/2017/06/20/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\346\225\260\346\215\256\345\234\260\345\233\276\345\272\224\347\224\250\357\274\210\344\270\234\344\270\211\347\234\201\357\274\211/index.html"
index b2afdf67..e34aa1ad 100644
--- "a/2017/06/20/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\346\225\260\346\215\256\345\234\260\345\233\276\345\272\224\347\224\250\357\274\210\344\270\234\344\270\211\347\234\201\357\274\211/index.html"
+++ "b/2017/06/20/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\346\225\260\346\215\256\345\234\260\345\233\276\345\272\224\347\224\250\357\274\210\344\270\234\344\270\211\347\234\201\357\274\211/index.html"
@@ -716,7 +716,7 @@ <h3 id="地图数据可视化："><a href="#地图数据可视化：" class="hea
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -863,7 +863,7 @@ <h3 id="地图数据可视化："><a href="#地图数据可视化：" class="hea
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/20/\351\202\243\344\272\233\345\237\271\350\256\255\345\270\210\351\203\275\344\270\215\346\233\276\345\221\212\350\257\211\344\275\240\347\232\204\345\205\263\344\272\216Excel\345\233\276\350\241\250\347\232\204\347\247\230\345\257\206/index.html" "b/2017/06/20/\351\202\243\344\272\233\345\237\271\350\256\255\345\270\210\351\203\275\344\270\215\346\233\276\345\221\212\350\257\211\344\275\240\347\232\204\345\205\263\344\272\216Excel\345\233\276\350\241\250\347\232\204\347\247\230\345\257\206/index.html"
index 5bc094fe..37e96c7e 100644
--- "a/2017/06/20/\351\202\243\344\272\233\345\237\271\350\256\255\345\270\210\351\203\275\344\270\215\346\233\276\345\221\212\350\257\211\344\275\240\347\232\204\345\205\263\344\272\216Excel\345\233\276\350\241\250\347\232\204\347\247\230\345\257\206/index.html"
+++ "b/2017/06/20/\351\202\243\344\272\233\345\237\271\350\256\255\345\270\210\351\203\275\344\270\215\346\233\276\345\221\212\350\257\211\344\275\240\347\232\204\345\205\263\344\272\216Excel\345\233\276\350\241\250\347\232\204\347\247\230\345\257\206/index.html"
@@ -729,7 +729,7 @@ <h3 id="关于作图效率："><a href="#关于作图效率：" class="headerlin
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -876,7 +876,7 @@ <h3 id="关于作图效率："><a href="#关于作图效率：" class="headerlin
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/21/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\345\244\232\345\233\276\345\261\202\345\217\240\345\212\240\357\274\210\347\246\273\346\225\243\351\242\234\350\211\262\345\241\253\345\205\205\344\270\216\346\260\224\346\263\241\345\233\276\347\273\274\345\220\210\350\277\220\347\224\250\357\274\211/index.html" "b/2017/06/21/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\345\244\232\345\233\276\345\261\202\345\217\240\345\212\240\357\274\210\347\246\273\346\225\243\351\242\234\350\211\262\345\241\253\345\205\205\344\270\216\346\260\224\346\263\241\345\233\276\347\273\274\345\220\210\350\277\220\347\224\250\357\274\211/index.html"
index e4455bb5..239cddb2 100644
--- "a/2017/06/21/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\345\244\232\345\233\276\345\261\202\345\217\240\345\212\240\357\274\210\347\246\273\346\225\243\351\242\234\350\211\262\345\241\253\345\205\205\344\270\216\346\260\224\346\263\241\345\233\276\347\273\274\345\220\210\350\277\220\347\224\250\357\274\211/index.html"
+++ "b/2017/06/21/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\345\244\232\345\233\276\345\261\202\345\217\240\345\212\240\357\274\210\347\246\273\346\225\243\351\242\234\350\211\262\345\241\253\345\205\205\344\270\216\346\260\224\346\263\241\345\233\276\347\273\274\345\220\210\350\277\220\347\224\250\357\274\211/index.html"
@@ -683,7 +683,7 @@ <h3 id="处理标签问题："><a href="#处理标签问题：" class="headerlin
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -830,7 +830,7 @@ <h3 id="处理标签问题："><a href="#处理标签问题：" class="headerlin
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/21/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\346\225\260\346\215\256\345\234\260\345\233\276\347\246\273\346\225\243\347\231\276\345\210\206\346\257\224\345\241\253\345\205\205\357\274\210\347\216\257\346\270\244\346\265\267\357\274\211/index.html" "b/2017/06/21/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\346\225\260\346\215\256\345\234\260\345\233\276\347\246\273\346\225\243\347\231\276\345\210\206\346\257\224\345\241\253\345\205\205\357\274\210\347\216\257\346\270\244\346\265\267\357\274\211/index.html"
index c79c62dd..2d095957 100644
--- "a/2017/06/21/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\346\225\260\346\215\256\345\234\260\345\233\276\347\246\273\346\225\243\347\231\276\345\210\206\346\257\224\345\241\253\345\205\205\357\274\210\347\216\257\346\270\244\346\265\267\357\274\211/index.html"
+++ "b/2017/06/21/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\346\225\260\346\215\256\345\234\260\345\233\276\347\246\273\346\225\243\347\231\276\345\210\206\346\257\224\345\241\253\345\205\205\357\274\210\347\216\257\346\270\244\346\265\267\357\274\211/index.html"
@@ -672,7 +672,7 @@ <h3 id="接下来处理标签问题："><a href="#接下来处理标签问题：
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -819,7 +819,7 @@ <h3 id="接下来处理标签问题："><a href="#接下来处理标签问题：
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/22/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224ggplot\345\233\276\350\241\250\347\263\273\347\273\237\344\270\255\347\232\204\350\276\205\345\212\251\347\272\277/index.html" "b/2017/06/22/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224ggplot\345\233\276\350\241\250\347\263\273\347\273\237\344\270\255\347\232\204\350\276\205\345\212\251\347\272\277/index.html"
index 2bb104e4..37d9dc1c 100644
--- "a/2017/06/22/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224ggplot\345\233\276\350\241\250\347\263\273\347\273\237\344\270\255\347\232\204\350\276\205\345\212\251\347\272\277/index.html"
+++ "b/2017/06/22/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224ggplot\345\233\276\350\241\250\347\263\273\347\273\237\344\270\255\347\232\204\350\276\205\345\212\251\347\272\277/index.html"
@@ -689,7 +689,7 @@ <h3 id="添加辅助线："><a href="#添加辅助线：" class="headerlink" tit
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -836,7 +836,7 @@ <h3 id="添加辅助线："><a href="#添加辅助线：" class="headerlink" tit
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/22/\347\253\237\347\204\266\346\230\257\344\270\200\344\270\252\345\215\207\347\272\247\347\211\210\347\232\204\346\225\260\346\215\256\351\200\217\350\247\206\350\241\250-Tableau\347\234\237\347\232\204\346\262\241\346\234\211\351\202\243\344\271\210\347\245\236\347\247\230/index.html" "b/2017/06/22/\347\253\237\347\204\266\346\230\257\344\270\200\344\270\252\345\215\207\347\272\247\347\211\210\347\232\204\346\225\260\346\215\256\351\200\217\350\247\206\350\241\250-Tableau\347\234\237\347\232\204\346\262\241\346\234\211\351\202\243\344\271\210\347\245\236\347\247\230/index.html"
index a6eec2d6..89c6475c 100644
--- "a/2017/06/22/\347\253\237\347\204\266\346\230\257\344\270\200\344\270\252\345\215\207\347\272\247\347\211\210\347\232\204\346\225\260\346\215\256\351\200\217\350\247\206\350\241\250-Tableau\347\234\237\347\232\204\346\262\241\346\234\211\351\202\243\344\271\210\347\245\236\347\247\230/index.html"
+++ "b/2017/06/22/\347\253\237\347\204\266\346\230\257\344\270\200\344\270\252\345\215\207\347\272\247\347\211\210\347\232\204\346\225\260\346\215\256\351\200\217\350\247\206\350\241\250-Tableau\347\234\237\347\232\204\346\262\241\346\234\211\351\202\243\344\271\210\347\245\236\347\247\230/index.html"
@@ -723,7 +723,7 @@ <h3 id="多维度数据呈现案例展示："><a href="#多维度数据呈现案
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -870,7 +870,7 @@ <h3 id="多维度数据呈现案例展示："><a href="#多维度数据呈现案
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/23/\344\270\215\347\273\217\346\204\217\351\227\264\345\217\210\345\217\221\347\216\260\344\272\206\344\270\200\344\270\252\346\234\211\350\266\243\345\217\210\347\202\253\351\205\267\347\232\204\345\214\205/index.html" "b/2017/06/23/\344\270\215\347\273\217\346\204\217\351\227\264\345\217\210\345\217\221\347\216\260\344\272\206\344\270\200\344\270\252\346\234\211\350\266\243\345\217\210\347\202\253\351\205\267\347\232\204\345\214\205/index.html"
index b7e456bc..94411288 100644
--- "a/2017/06/23/\344\270\215\347\273\217\346\204\217\351\227\264\345\217\210\345\217\221\347\216\260\344\272\206\344\270\200\344\270\252\346\234\211\350\266\243\345\217\210\347\202\253\351\205\267\347\232\204\345\214\205/index.html"
+++ "b/2017/06/23/\344\270\215\347\273\217\346\204\217\351\227\264\345\217\210\345\217\221\347\216\260\344\272\206\344\270\200\344\270\252\346\234\211\350\266\243\345\217\210\347\202\253\351\205\267\347\232\204\345\214\205/index.html"
@@ -691,7 +691,7 @@ <h3 id="主题套用："><a href="#主题套用：" class="headerlink" title="
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -838,7 +838,7 @@ <h3 id="主题套用："><a href="#主题套用：" class="headerlink" title="
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/23/\347\224\250\344\274\230\351\233\205\347\232\204\351\205\215\350\211\262\346\235\245\347\274\224\351\200\240\345\233\276\350\241\250\344\270\223\344\270\232\344\270\273\344\271\211/index.html" "b/2017/06/23/\347\224\250\344\274\230\351\233\205\347\232\204\351\205\215\350\211\262\346\235\245\347\274\224\351\200\240\345\233\276\350\241\250\344\270\223\344\270\232\344\270\273\344\271\211/index.html"
index c7fc3933..f5f81a9a 100644
--- "a/2017/06/23/\347\224\250\344\274\230\351\233\205\347\232\204\351\205\215\350\211\262\346\235\245\347\274\224\351\200\240\345\233\276\350\241\250\344\270\223\344\270\232\344\270\273\344\271\211/index.html"
+++ "b/2017/06/23/\347\224\250\344\274\230\351\233\205\347\232\204\351\205\215\350\211\262\346\235\245\347\274\224\351\200\240\345\233\276\350\241\250\344\270\223\344\270\232\344\270\273\344\271\211/index.html"
@@ -79,7 +79,7 @@
 <link href="/css/main.css?v=5.1.1" rel="stylesheet" type="text/css" />
 
 
-  <meta name="keywords" content="R语言,数据可视化,ggplot2,图表美化,ggtech," />
+  <meta name="keywords" content="R语言,数据可视化,图表美化,ggplot2,ggtech," />
 
 
 
@@ -98,7 +98,7 @@
 
 
 <meta name="description" content="总觉得以前自己写的东西太过琐碎，纠结于步骤和技巧，而没有任何体系上和理念上的输出；">
-<meta name="keywords" content="R语言,数据可视化,ggplot2,图表美化,ggtech">
+<meta name="keywords" content="R语言,数据可视化,图表美化,ggplot2,ggtech">
 <meta property="og:type" content="article">
 <meta property="og:title" content="用优雅的配色来缔造图表专业主义~">
 <meta property="og:url" content="http://www.raindu.com/2017/06/23/用优雅的配色来缔造图表专业主义/index.html">
@@ -596,10 +596,10 @@ <h4 id="粗边面积图"><a href="#粗边面积图" class="headerlink" title="
           
             <a href="/tags/数据可视化/" rel="tag"># 数据可视化</a>
           
-            <a href="/tags/ggplot2/" rel="tag"># ggplot2</a>
-          
             <a href="/tags/图表美化/" rel="tag"># 图表美化</a>
           
+            <a href="/tags/ggplot2/" rel="tag"># ggplot2</a>
+          
             <a href="/tags/ggtech/" rel="tag"># ggtech</a>
           
         </div>
@@ -722,7 +722,7 @@ <h4 id="粗边面积图"><a href="#粗边面积图" class="headerlink" title="
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -869,7 +869,7 @@ <h4 id="粗边面积图"><a href="#粗边面积图" class="headerlink" title="
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/24/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\347\224\250ggplot\346\236\204\351\200\240\346\234\237\345\276\205\345\267\262\344\271\205\347\232\204\351\233\267\350\276\276\345\233\276/index.html" "b/2017/06/24/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\347\224\250ggplot\346\236\204\351\200\240\346\234\237\345\276\205\345\267\262\344\271\205\347\232\204\351\233\267\350\276\276\345\233\276/index.html"
index 1fb26c3a..435c1fe9 100644
--- "a/2017/06/24/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\347\224\250ggplot\346\236\204\351\200\240\346\234\237\345\276\205\345\267\262\344\271\205\347\232\204\351\233\267\350\276\276\345\233\276/index.html"
+++ "b/2017/06/24/R\350\257\255\350\250\200\345\217\257\350\247\206\345\214\226\342\200\224\342\200\224\347\224\250ggplot\346\236\204\351\200\240\346\234\237\345\276\205\345\267\262\344\271\205\347\232\204\351\233\267\350\276\276\345\233\276/index.html"
@@ -686,7 +686,7 @@ <h3 id="ggradar包："><a href="#ggradar包：" class="headerlink" title="ggrada
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -833,7 +833,7 @@ <h3 id="ggradar包："><a href="#ggradar包：" class="headerlink" title="ggrada
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/24/\345\267\246\346\211\213\347\224\250R\345\217\263\346\211\213Python\347\263\273\345\210\227\342\200\224\342\200\224\345\255\227\347\254\246\344\270\262\346\240\274\345\274\217\345\214\226\350\276\223\345\207\272/index.html" "b/2017/06/24/\345\267\246\346\211\213\347\224\250R\345\217\263\346\211\213Python\347\263\273\345\210\227\342\200\224\342\200\224\345\255\227\347\254\246\344\270\262\346\240\274\345\274\217\345\214\226\350\276\223\345\207\272/index.html"
index a0572475..c4cbb2a0 100644
--- "a/2017/06/24/\345\267\246\346\211\213\347\224\250R\345\217\263\346\211\213Python\347\263\273\345\210\227\342\200\224\342\200\224\345\255\227\347\254\246\344\270\262\346\240\274\345\274\217\345\214\226\350\276\223\345\207\272/index.html"
+++ "b/2017/06/24/\345\267\246\346\211\213\347\224\250R\345\217\263\346\211\213Python\347\263\273\345\210\227\342\200\224\342\200\224\345\255\227\347\254\246\344\270\262\346\240\274\345\274\217\345\214\226\350\276\223\345\207\272/index.html"
@@ -754,7 +754,7 @@ <h3 id="本章汇总："><a href="#本章汇总：" class="headerlink" title="
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -901,7 +901,7 @@ <h3 id="本章汇总："><a href="#本章汇总：" class="headerlink" title="
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/25/\347\224\250R\350\257\255\350\250\200\345\244\215\347\233\230\347\276\216\345\233\275\346\200\273\347\273\237\345\244\247\351\200\211\347\273\223\346\236\234/index.html" "b/2017/06/25/\347\224\250R\350\257\255\350\250\200\345\244\215\347\233\230\347\276\216\345\233\275\346\200\273\347\273\237\345\244\247\351\200\211\347\273\223\346\236\234/index.html"
index 8ba1d7d3..37d874ce 100644
--- "a/2017/06/25/\347\224\250R\350\257\255\350\250\200\345\244\215\347\233\230\347\276\216\345\233\275\346\200\273\347\273\237\345\244\247\351\200\211\347\273\223\346\236\234/index.html"
+++ "b/2017/06/25/\347\224\250R\350\257\255\350\250\200\345\244\215\347\233\230\347\276\216\345\233\275\346\200\273\347\273\237\345\244\247\351\200\211\347\273\223\346\236\234/index.html"
@@ -721,7 +721,7 @@ <h4 id="宗教信仰分布统计；"><a href="#宗教信仰分布统计；" clas
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -868,7 +868,7 @@ <h4 id="宗教信仰分布统计；"><a href="#宗教信仰分布统计；" clas
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/27/\345\267\246\346\211\213\347\224\250R\345\217\263\346\211\213Python\347\263\273\345\210\227\342\200\224\342\200\224\346\225\260\346\215\256\345\220\210\345\271\266\344\270\216\350\277\275\345\212\240/index.html" "b/2017/06/27/\345\267\246\346\211\213\347\224\250R\345\217\263\346\211\213Python\347\263\273\345\210\227\342\200\224\342\200\224\346\225\260\346\215\256\345\220\210\345\271\266\344\270\216\350\277\275\345\212\240/index.html"
index 44438909..de66d09c 100644
--- "a/2017/06/27/\345\267\246\346\211\213\347\224\250R\345\217\263\346\211\213Python\347\263\273\345\210\227\342\200\224\342\200\224\346\225\260\346\215\256\345\220\210\345\271\266\344\270\216\350\277\275\345\212\240/index.html"
+++ "b/2017/06/27/\345\267\246\346\211\213\347\224\250R\345\217\263\346\211\213Python\347\263\273\345\210\227\342\200\224\342\200\224\346\225\260\346\215\256\345\220\210\345\271\266\344\270\216\350\277\275\345\212\240/index.html"
@@ -735,7 +735,7 @@ <h3 id="数据追加："><a href="#数据追加：" class="headerlink" title="
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -882,7 +882,7 @@ <h3 id="数据追加："><a href="#数据追加：" class="headerlink" title="
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/28/R\350\257\255\350\250\200\346\225\260\346\215\256\345\244\204\347\220\206\342\200\224\342\200\224\346\225\260\346\215\256\345\220\210\345\271\266\344\270\216\350\277\275\345\212\240/index.html" "b/2017/06/28/R\350\257\255\350\250\200\346\225\260\346\215\256\345\244\204\347\220\206\342\200\224\342\200\224\346\225\260\346\215\256\345\220\210\345\271\266\344\270\216\350\277\275\345\212\240/index.html"
index aa022f12..a0afc059 100644
--- "a/2017/06/28/R\350\257\255\350\250\200\346\225\260\346\215\256\345\244\204\347\220\206\342\200\224\342\200\224\346\225\260\346\215\256\345\220\210\345\271\266\344\270\216\350\277\275\345\212\240/index.html"
+++ "b/2017/06/28/R\350\257\255\350\250\200\346\225\260\346\215\256\345\244\204\347\220\206\342\200\224\342\200\224\346\225\260\346\215\256\345\220\210\345\271\266\344\270\216\350\277\275\345\212\240/index.html"
@@ -756,7 +756,7 @@ <h3 id="plyr-join函数"><a href="#plyr-join函数" class="headerlink" title="pl
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -903,7 +903,7 @@ <h3 id="plyr-join函数"><a href="#plyr-join函数" class="headerlink" title="pl
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/29/\351\207\215\350\246\201\347\232\204\346\230\257\345\233\276\350\241\250\346\200\235\347\273\264\357\274\214\350\200\214\344\270\215\346\230\257\345\267\245\345\205\267/index.html" "b/2017/06/29/\351\207\215\350\246\201\347\232\204\346\230\257\345\233\276\350\241\250\346\200\235\347\273\264\357\274\214\350\200\214\344\270\215\346\230\257\345\267\245\345\205\267/index.html"
index c0d5c9a9..a08b37ac 100644
--- "a/2017/06/29/\351\207\215\350\246\201\347\232\204\346\230\257\345\233\276\350\241\250\346\200\235\347\273\264\357\274\214\350\200\214\344\270\215\346\230\257\345\267\245\345\205\267/index.html"
+++ "b/2017/06/29/\351\207\215\350\246\201\347\232\204\346\230\257\345\233\276\350\241\250\346\200\235\347\273\264\357\274\214\350\200\214\344\270\215\346\230\257\345\267\245\345\205\267/index.html"
@@ -698,7 +698,7 @@ <h3 id="图形合并最终效果："><a href="#图形合并最终效果：" clas
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -845,7 +845,7 @@ <h3 id="图形合并最终效果："><a href="#图形合并最终效果：" clas
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/06/30/\344\270\200\347\257\207\345\205\250\346\230\257\344\273\243\347\240\201\347\232\204\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226\346\241\210\344\276\213/index.html" "b/2017/06/30/\344\270\200\347\257\207\345\205\250\346\230\257\344\273\243\347\240\201\347\232\204\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226\346\241\210\344\276\213/index.html"
index 06c459ce..b6618c33 100644
--- "a/2017/06/30/\344\270\200\347\257\207\345\205\250\346\230\257\344\273\243\347\240\201\347\232\204\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226\346\241\210\344\276\213/index.html"
+++ "b/2017/06/30/\344\270\200\347\257\207\345\205\250\346\230\257\344\273\243\347\240\201\347\232\204\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226\346\241\210\344\276\213/index.html"
@@ -672,7 +672,7 @@ <h3 id="菱形气泡图"><a href="#菱形气泡图" class="headerlink" title="
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -819,7 +819,7 @@ <h3 id="菱形气泡图"><a href="#菱形气泡图" class="headerlink" title="
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/07/02/\345\267\246\346\211\213\347\224\250R\345\217\263\346\211\213Python\347\263\273\345\210\227\342\200\224\342\200\224\346\225\260\346\215\256\345\241\221\345\236\213\344\270\216\351\225\277\345\256\275\350\275\254\346\215\242/index.html" "b/2017/07/02/\345\267\246\346\211\213\347\224\250R\345\217\263\346\211\213Python\347\263\273\345\210\227\342\200\224\342\200\224\346\225\260\346\215\256\345\241\221\345\236\213\344\270\216\351\225\277\345\256\275\350\275\254\346\215\242/index.html"
index 061139ee..9d795c0e 100644
--- "a/2017/07/02/\345\267\246\346\211\213\347\224\250R\345\217\263\346\211\213Python\347\263\273\345\210\227\342\200\224\342\200\224\346\225\260\346\215\256\345\241\221\345\236\213\344\270\216\351\225\277\345\256\275\350\275\254\346\215\242/index.html"
+++ "b/2017/07/02/\345\267\246\346\211\213\347\224\250R\345\217\263\346\211\213Python\347\263\273\345\210\227\342\200\224\342\200\224\346\225\260\346\215\256\345\241\221\345\236\213\344\270\216\351\225\277\345\256\275\350\275\254\346\215\242/index.html"
@@ -720,7 +720,7 @@ <h3 id="Python数据长宽转换："><a href="#Python数据长宽转换：" clas
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -867,7 +867,7 @@ <h3 id="Python数据长宽转换："><a href="#Python数据长宽转换：" clas
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/07/03/\351\202\243\344\272\233\345\271\264\345\201\232\350\277\207\347\232\204\345\233\276\350\241\250/index.html" "b/2017/07/03/\351\202\243\344\272\233\345\271\264\345\201\232\350\277\207\347\232\204\345\233\276\350\241\250/index.html"
index d78fbf79..2f646d64 100644
--- "a/2017/07/03/\351\202\243\344\272\233\345\271\264\345\201\232\350\277\207\347\232\204\345\233\276\350\241\250/index.html"
+++ "b/2017/07/03/\351\202\243\344\272\233\345\271\264\345\201\232\350\277\207\347\232\204\345\233\276\350\241\250/index.html"
@@ -667,7 +667,7 @@ <h1 class="post-title" itemprop="name headline">那些年做过的图表</h1>
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -798,7 +798,7 @@ <h1 class="post-title" itemprop="name headline">那些年做过的图表</h1>
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/07/04/\350\277\231\344\271\210\347\211\233X\347\232\204\345\214\205\357\274\214\344\270\200\350\210\254\344\272\272\346\210\221\344\270\215\345\221\212\350\257\211\344\273\226\357\274\201\357\274\201\357\274\201/index.html" "b/2017/07/04/\350\277\231\344\271\210\347\211\233X\347\232\204\345\214\205\357\274\214\344\270\200\350\210\254\344\272\272\346\210\221\344\270\215\345\221\212\350\257\211\344\273\226\357\274\201\357\274\201\357\274\201/index.html"
index 73965ee7..4e8021ca 100644
--- "a/2017/07/04/\350\277\231\344\271\210\347\211\233X\347\232\204\345\214\205\357\274\214\344\270\200\350\210\254\344\272\272\346\210\221\344\270\215\345\221\212\350\257\211\344\273\226\357\274\201\357\274\201\357\274\201/index.html"
+++ "b/2017/07/04/\350\277\231\344\271\210\347\211\233X\347\232\204\345\214\205\357\274\214\344\270\200\350\210\254\344\272\272\346\210\221\344\270\215\345\221\212\350\257\211\344\273\226\357\274\201\357\274\201\357\274\201/index.html"
@@ -712,7 +712,7 @@ <h3 id="案例赏析："><a href="#案例赏析：" class="headerlink" title="
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -859,7 +859,7 @@ <h3 id="案例赏析："><a href="#案例赏析：" class="headerlink" title="
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/07/06/\350\256\251\346\211\247\347\235\200\346\210\220\344\270\272\344\270\200\347\247\215\344\271\240\346\203\257\342\200\224\342\200\224\344\273\277\347\275\221\346\230\223\346\225\260\347\213\254\347\216\253\347\221\260\346\260\224\346\263\241\345\233\276/index.html" "b/2017/07/06/\350\256\251\346\211\247\347\235\200\346\210\220\344\270\272\344\270\200\347\247\215\344\271\240\346\203\257\342\200\224\342\200\224\344\273\277\347\275\221\346\230\223\346\225\260\347\213\254\347\216\253\347\221\260\346\260\224\346\263\241\345\233\276/index.html"
index 23c032a7..812bf41b 100644
--- "a/2017/07/06/\350\256\251\346\211\247\347\235\200\346\210\220\344\270\272\344\270\200\347\247\215\344\271\240\346\203\257\342\200\224\342\200\224\344\273\277\347\275\221\346\230\223\346\225\260\347\213\254\347\216\253\347\221\260\346\260\224\346\263\241\345\233\276/index.html"
+++ "b/2017/07/06/\350\256\251\346\211\247\347\235\200\346\210\220\344\270\272\344\270\200\347\247\215\344\271\240\346\203\257\342\200\224\342\200\224\344\273\277\347\275\221\346\230\223\346\225\260\347\213\254\347\216\253\347\221\260\346\260\224\346\263\241\345\233\276/index.html"
@@ -690,7 +690,7 @@ <h3 id="可视化过程："><a href="#可视化过程：" class="headerlink" tit
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -837,7 +837,7 @@ <h3 id="可视化过程："><a href="#可视化过程：" class="headerlink" tit
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/07/08/\345\260\217\351\255\224\346\226\271\344\270\215\346\203\263\350\267\237\344\275\240\350\257\264\350\257\235\357\274\214\345\271\266\345\220\221\344\275\240\346\211\224\344\272\206\344\270\200\345\240\206\344\273\243\347\240\201/index.html" "b/2017/07/08/\345\260\217\351\255\224\346\226\271\344\270\215\346\203\263\350\267\237\344\275\240\350\257\264\350\257\235\357\274\214\345\271\266\345\220\221\344\275\240\346\211\224\344\272\206\344\270\200\345\240\206\344\273\243\347\240\201/index.html"
index afd44181..ef650e22 100644
--- "a/2017/07/08/\345\260\217\351\255\224\346\226\271\344\270\215\346\203\263\350\267\237\344\275\240\350\257\264\350\257\235\357\274\214\345\271\266\345\220\221\344\275\240\346\211\224\344\272\206\344\270\200\345\240\206\344\273\243\347\240\201/index.html"
+++ "b/2017/07/08/\345\260\217\351\255\224\346\226\271\344\270\215\346\203\263\350\267\237\344\275\240\350\257\264\350\257\235\357\274\214\345\271\266\345\220\221\344\275\240\346\211\224\344\272\206\344\270\200\345\240\206\344\273\243\347\240\201/index.html"
@@ -672,7 +672,7 @@ <h3 id="构建作图数据："><a href="#构建作图数据：" class="headerlin
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -819,7 +819,7 @@ <h3 id="构建作图数据："><a href="#构建作图数据：" class="headerlin
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/07/10/\345\267\246\346\211\213\347\224\250R\345\217\263\346\211\213Python\347\263\273\345\210\227\342\200\224\342\200\224\345\233\240\345\255\220\345\217\230\351\207\217\344\270\216\345\210\206\347\261\273\351\207\215\347\274\226\347\240\201/index.html" "b/2017/07/10/\345\267\246\346\211\213\347\224\250R\345\217\263\346\211\213Python\347\263\273\345\210\227\342\200\224\342\200\224\345\233\240\345\255\220\345\217\230\351\207\217\344\270\216\345\210\206\347\261\273\351\207\215\347\274\226\347\240\201/index.html"
index b9ead7fa..796036c6 100644
--- "a/2017/07/10/\345\267\246\346\211\213\347\224\250R\345\217\263\346\211\213Python\347\263\273\345\210\227\342\200\224\342\200\224\345\233\240\345\255\220\345\217\230\351\207\217\344\270\216\345\210\206\347\261\273\351\207\215\347\274\226\347\240\201/index.html"
+++ "b/2017/07/10/\345\267\246\346\211\213\347\224\250R\345\217\263\346\211\213Python\347\263\273\345\210\227\342\200\224\342\200\224\345\233\240\345\255\220\345\217\230\351\207\217\344\270\216\345\210\206\347\261\273\351\207\215\347\274\226\347\240\201/index.html"
@@ -713,7 +713,7 @@ <h3 id="最后做一个小总结："><a href="#最后做一个小总结：" clas
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -860,7 +860,7 @@ <h3 id="最后做一个小总结："><a href="#最后做一个小总结：" clas
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/07/12/\344\270\200\350\250\200\344\270\215\345\220\210\345\260\261\347\210\254\350\231\253\347\263\273\345\210\227\344\271\213\342\200\224\342\200\224\347\210\254\345\217\226\345\260\217\345\247\220\345\247\220\347\232\204\347\247\222\346\213\215MV/index.html" "b/2017/07/12/\344\270\200\350\250\200\344\270\215\345\220\210\345\260\261\347\210\254\350\231\253\347\263\273\345\210\227\344\271\213\342\200\224\342\200\224\347\210\254\345\217\226\345\260\217\345\247\220\345\247\220\347\232\204\347\247\222\346\213\215MV/index.html"
index f114c851..cdf7a0d4 100644
--- "a/2017/07/12/\344\270\200\350\250\200\344\270\215\345\220\210\345\260\261\347\210\254\350\231\253\347\263\273\345\210\227\344\271\213\342\200\224\342\200\224\347\210\254\345\217\226\345\260\217\345\247\220\345\247\220\347\232\204\347\247\222\346\213\215MV/index.html"
+++ "b/2017/07/12/\344\270\200\350\250\200\344\270\215\345\220\210\345\260\261\347\210\254\350\231\253\347\263\273\345\210\227\344\271\213\342\200\224\342\200\224\347\210\254\345\217\226\345\260\217\345\247\220\345\247\220\347\232\204\347\247\222\346\213\215MV/index.html"
@@ -716,7 +716,7 @@ <h3 id="接下来做一个完整的代码汇总："><a href="#接下来做一个
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -863,7 +863,7 @@ <h3 id="接下来做一个完整的代码汇总："><a href="#接下来做一个
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/07/13/\350\266\205\345\274\272\350\204\221\346\264\236\347\254\254\344\272\214\345\274\271\344\271\213\342\200\224\342\200\224ggplot\346\236\204\351\200\240\346\274\217\346\226\227\345\233\276/index.html" "b/2017/07/13/\350\266\205\345\274\272\350\204\221\346\264\236\347\254\254\344\272\214\345\274\271\344\271\213\342\200\224\342\200\224ggplot\346\236\204\351\200\240\346\274\217\346\226\227\345\233\276/index.html"
index 97a072d5..38df50a9 100644
--- "a/2017/07/13/\350\266\205\345\274\272\350\204\221\346\264\236\347\254\254\344\272\214\345\274\271\344\271\213\342\200\224\342\200\224ggplot\346\236\204\351\200\240\346\274\217\346\226\227\345\233\276/index.html"
+++ "b/2017/07/13/\350\266\205\345\274\272\350\204\221\346\264\236\347\254\254\344\272\214\345\274\271\344\271\213\342\200\224\342\200\224ggplot\346\236\204\351\200\240\346\274\217\346\226\227\345\233\276/index.html"
@@ -674,7 +674,7 @@ <h3 id="本文小结："><a href="#本文小结：" class="headerlink" title="
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -821,7 +821,7 @@ <h3 id="本文小结："><a href="#本文小结：" class="headerlink" title="
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/07/14/\347\273\231R\350\257\255\350\250\200\345\210\235\345\255\246\350\200\205\347\232\204\345\207\240\344\270\252\345\273\272\350\256\256/index.html" "b/2017/07/14/\347\273\231R\350\257\255\350\250\200\345\210\235\345\255\246\350\200\205\347\232\204\345\207\240\344\270\252\345\273\272\350\256\256/index.html"
index ae4b76a1..b5a6570b 100644
--- "a/2017/07/14/\347\273\231R\350\257\255\350\250\200\345\210\235\345\255\246\350\200\205\347\232\204\345\207\240\344\270\252\345\273\272\350\256\256/index.html"
+++ "b/2017/07/14/\347\273\231R\350\257\255\350\250\200\345\210\235\345\255\246\350\200\205\347\232\204\345\207\240\344\270\252\345\273\272\350\256\256/index.html"
@@ -709,7 +709,7 @@ <h1 class="post-title" itemprop="name headline">给R语言初学者的几个建
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -840,7 +840,7 @@ <h1 class="post-title" itemprop="name headline">给R语言初学者的几个建
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/07/19/\350\266\205\345\274\272\350\204\221\346\264\236\347\254\254\344\270\211\345\274\271\344\271\213\342\200\224\342\200\224ggplot\346\236\204\351\200\240\347\200\221\345\270\203\345\233\276/index.html" "b/2017/07/19/\350\266\205\345\274\272\350\204\221\346\264\236\347\254\254\344\270\211\345\274\271\344\271\213\342\200\224\342\200\224ggplot\346\236\204\351\200\240\347\200\221\345\270\203\345\233\276/index.html"
index 7e096b60..04c26c54 100644
--- "a/2017/07/19/\350\266\205\345\274\272\350\204\221\346\264\236\347\254\254\344\270\211\345\274\271\344\271\213\342\200\224\342\200\224ggplot\346\236\204\351\200\240\347\200\221\345\270\203\345\233\276/index.html"
+++ "b/2017/07/19/\350\266\205\345\274\272\350\204\221\346\264\236\347\254\254\344\270\211\345\274\271\344\271\213\342\200\224\342\200\224ggplot\346\236\204\351\200\240\347\200\221\345\270\203\345\233\276/index.html"
@@ -666,7 +666,7 @@ <h3 id="核心要点总结"><a href="#核心要点总结" class="headerlink" tit
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -813,7 +813,7 @@ <h3 id="核心要点总结"><a href="#核心要点总结" class="headerlink" tit
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/07/26/\350\266\205\345\274\272\350\204\221\346\264\236\347\254\254\345\233\233\345\274\271\342\200\224\342\200\224ggplot\346\236\204\351\200\240\347\224\230\347\211\271\345\233\276/index.html" "b/2017/07/26/\350\266\205\345\274\272\350\204\221\346\264\236\347\254\254\345\233\233\345\274\271\342\200\224\342\200\224ggplot\346\236\204\351\200\240\347\224\230\347\211\271\345\233\276/index.html"
index b0b5276d..9fcb66ec 100644
--- "a/2017/07/26/\350\266\205\345\274\272\350\204\221\346\264\236\347\254\254\345\233\233\345\274\271\342\200\224\342\200\224ggplot\346\236\204\351\200\240\347\224\230\347\211\271\345\233\276/index.html"
+++ "b/2017/07/26/\350\266\205\345\274\272\350\204\221\346\264\236\347\254\254\345\233\233\345\274\271\342\200\224\342\200\224ggplot\346\236\204\351\200\240\347\224\230\347\211\271\345\233\276/index.html"
@@ -662,7 +662,7 @@ <h3 id="可视化过程："><a href="#可视化过程：" class="headerlink" tit
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -809,7 +809,7 @@ <h3 id="可视化过程："><a href="#可视化过程：" class="headerlink" tit
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/07/27/\350\266\205\345\274\272\350\204\221\346\264\236\347\254\254\344\272\224\345\274\271\342\200\224\342\200\224ggplot-\346\236\204\351\200\240\350\277\236\347\216\257\351\245\274\345\233\276/index.html" "b/2017/07/27/\350\266\205\345\274\272\350\204\221\346\264\236\347\254\254\344\272\224\345\274\271\342\200\224\342\200\224ggplot-\346\236\204\351\200\240\350\277\236\347\216\257\351\245\274\345\233\276/index.html"
index f57d6da3..8abc1779 100644
--- "a/2017/07/27/\350\266\205\345\274\272\350\204\221\346\264\236\347\254\254\344\272\224\345\274\271\342\200\224\342\200\224ggplot-\346\236\204\351\200\240\350\277\236\347\216\257\351\245\274\345\233\276/index.html"
+++ "b/2017/07/27/\350\266\205\345\274\272\350\204\221\346\264\236\347\254\254\344\272\224\345\274\271\342\200\224\342\200\224ggplot-\346\236\204\351\200\240\350\277\236\347\216\257\351\245\274\345\233\276/index.html"
@@ -674,7 +674,7 @@ <h3 id="核心要点总结："><a href="#核心要点总结：" class="headerlin
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -821,7 +821,7 @@ <h3 id="核心要点总结："><a href="#核心要点总结：" class="headerlin
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/07/28/\346\225\231\344\275\240\345\246\202\344\275\225\344\274\230\351\233\205\347\232\204\347\224\250R\350\257\255\350\250\200\350\260\203\347\224\250\346\234\211\351\201\223\347\277\273\350\257\221/index.html" "b/2017/07/28/\346\225\231\344\275\240\345\246\202\344\275\225\344\274\230\351\233\205\347\232\204\347\224\250R\350\257\255\350\250\200\350\260\203\347\224\250\346\234\211\351\201\223\347\277\273\350\257\221/index.html"
index 7d90d3d9..0ae77128 100644
--- "a/2017/07/28/\346\225\231\344\275\240\345\246\202\344\275\225\344\274\230\351\233\205\347\232\204\347\224\250R\350\257\255\350\250\200\350\260\203\347\224\250\346\234\211\351\201\223\347\277\273\350\257\221/index.html"
+++ "b/2017/07/28/\346\225\231\344\275\240\345\246\202\344\275\225\344\274\230\351\233\205\347\232\204\347\224\250R\350\257\255\350\250\200\350\260\203\347\224\250\346\234\211\351\201\223\347\277\273\350\257\221/index.html"
@@ -680,7 +680,7 @@ <h3 id="调用过程："><a href="#调用过程：" class="headerlink" title="
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -827,7 +827,7 @@ <h3 id="调用过程："><a href="#调用过程：" class="headerlink" title="
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/07/30/\345\275\223\345\244\247\345\256\266\351\203\275\345\234\250\350\256\250\350\256\272\351\207\221\345\210\232\347\213\2743\347\232\204\346\227\266\345\200\231\357\274\214\344\273\226\344\273\254\345\210\260\345\272\225\345\234\250\350\257\264\344\272\233\344\273\200\344\271\210/index.html" "b/2017/07/30/\345\275\223\345\244\247\345\256\266\351\203\275\345\234\250\350\256\250\350\256\272\351\207\221\345\210\232\347\213\2743\347\232\204\346\227\266\345\200\231\357\274\214\344\273\226\344\273\254\345\210\260\345\272\225\345\234\250\350\257\264\344\272\233\344\273\200\344\271\210/index.html"
index 4b58d05e..4ce90f5f 100644
--- "a/2017/07/30/\345\275\223\345\244\247\345\256\266\351\203\275\345\234\250\350\256\250\350\256\272\351\207\221\345\210\232\347\213\2743\347\232\204\346\227\266\345\200\231\357\274\214\344\273\226\344\273\254\345\210\260\345\272\225\345\234\250\350\257\264\344\272\233\344\273\200\344\271\210/index.html"
+++ "b/2017/07/30/\345\275\223\345\244\247\345\256\266\351\203\275\345\234\250\350\256\250\350\256\272\351\207\221\345\210\232\347\213\2743\347\232\204\346\227\266\345\200\231\357\274\214\344\273\226\344\273\254\345\210\260\345\272\225\345\234\250\350\257\264\344\272\233\344\273\200\344\271\210/index.html"
@@ -671,7 +671,7 @@ <h3 id="词云可视化："><a href="#词云可视化：" class="headerlink" tit
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -818,7 +818,7 @@ <h3 id="词云可视化："><a href="#词云可视化：" class="headerlink" tit
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/08/05/\351\200\201\344\275\240\344\270\244\346\254\276\347\202\253\351\205\267\345\210\260\346\262\241\346\234\213\345\217\213\347\232\204\347\245\236\345\245\207\345\255\227\344\275\223/index.html" "b/2017/08/05/\351\200\201\344\275\240\344\270\244\346\254\276\347\202\253\351\205\267\345\210\260\346\262\241\346\234\213\345\217\213\347\232\204\347\245\236\345\245\207\345\255\227\344\275\223/index.html"
index 3472e6c9..450e7995 100644
--- "a/2017/08/05/\351\200\201\344\275\240\344\270\244\346\254\276\347\202\253\351\205\267\345\210\260\346\262\241\346\234\213\345\217\213\347\232\204\347\245\236\345\245\207\345\255\227\344\275\223/index.html"
+++ "b/2017/08/05/\351\200\201\344\275\240\344\270\244\346\254\276\347\202\253\351\205\267\345\210\260\346\262\241\346\234\213\345\217\213\347\232\204\347\245\236\345\245\207\345\255\227\344\275\223/index.html"
@@ -671,7 +671,7 @@ <h3 id="构造数据："><a href="#构造数据：" class="headerlink" title="
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -818,7 +818,7 @@ <h3 id="构造数据："><a href="#构造数据：" class="headerlink" title="
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/08/08/\347\273\217\345\216\206\350\277\207\347\273\235\346\234\233\344\271\213\345\220\216\357\274\214\351\200\211\346\213\251\345\216\273\347\237\245\344\271\216\347\210\254\344\272\206\345\207\240\345\274\240\345\233\276/index.html" "b/2017/08/08/\347\273\217\345\216\206\350\277\207\347\273\235\346\234\233\344\271\213\345\220\216\357\274\214\351\200\211\346\213\251\345\216\273\347\237\245\344\271\216\347\210\254\344\272\206\345\207\240\345\274\240\345\233\276/index.html"
index b967ec92..beb7818c 100644
--- "a/2017/08/08/\347\273\217\345\216\206\350\277\207\347\273\235\346\234\233\344\271\213\345\220\216\357\274\214\351\200\211\346\213\251\345\216\273\347\237\245\344\271\216\347\210\254\344\272\206\345\207\240\345\274\240\345\233\276/index.html"
+++ "b/2017/08/08/\347\273\217\345\216\206\350\277\207\347\273\235\346\234\233\344\271\213\345\220\216\357\274\214\351\200\211\346\213\251\345\216\273\347\237\245\344\271\216\347\210\254\344\272\206\345\207\240\345\274\240\345\233\276/index.html"
@@ -672,7 +672,7 @@ <h3 id="爬图的核心要点："><a href="#爬图的核心要点：" class="hea
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -819,7 +819,7 @@ <h3 id="爬图的核心要点："><a href="#爬图的核心要点：" class="hea
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/2017/08/28/\344\270\200\347\257\207\346\226\207\347\253\240\346\225\231\344\275\240\346\220\236\345\256\232JSON\347\264\240\346\235\220\357\274\214\344\273\216\346\255\244\345\221\212\345\210\253SHP\346\227\266\344\273\243/index.html" "b/2017/08/28/\344\270\200\347\257\207\346\226\207\347\253\240\346\225\231\344\275\240\346\220\236\345\256\232JSON\347\264\240\346\235\220\357\274\214\344\273\216\346\255\244\345\221\212\345\210\253SHP\346\227\266\344\273\243/index.html"
index 76a12b34..9ccfb293 100644
--- "a/2017/08/28/\344\270\200\347\257\207\346\226\207\347\253\240\346\225\231\344\275\240\346\220\236\345\256\232JSON\347\264\240\346\235\220\357\274\214\344\273\216\346\255\244\345\221\212\345\210\253SHP\346\227\266\344\273\243/index.html"
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@@ -112,7 +112,7 @@
 <meta property="og:image" content="http://or3sddq9r.bkt.clouddn.com/json_shp/image6.jpg">
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 <meta property="og:image" content="https://i.creativecommons.org/l/by-nc/4.0/88x31.png">
-<meta property="og:updated_time" content="2017-08-28T04:15:18.861Z">
+<meta property="og:updated_time" content="2017-08-29T12:27:24.629Z">
 <meta name="twitter:card" content="summary">
 <meta name="twitter:title" content="一篇文章教你搞定JSON素材，从此告别SHP时代~">
 <meta name="twitter:description" content="最近几天推送频率之所以下降了，不是因为偷懒，是在攻克一个难题~ 还记得前一篇推送，关于山东省财政数据可视化那一篇，因为没有精准、最新的山东省县级市边界地图素材数据，花了好多冤枉功夫，搜地图素材各种碰壁，最后的得到的地图数据并不尽如人意。">
@@ -478,19 +478,16 @@ <h1 class="post-title" itemprop="name headline">一篇文章教你搞定JSON素
 <a id="more"></a>
 <p>现在shp的素材相比json整体都不太流行了，无论是制作成本上还是占用内存上以及与实际行政区划的更新速度上，json地图素材轻便、时效、易获取，很多网站都提供这种轻量级的数据文件。</p>
 <p>可是json文件遵循的JS语法，导入R中之后，全部被强制转化为各种嵌套的list、data.frame、array等混合体，如果没有对R数据结构很好的把握，基本看上一眼就绝望了。</p>
-<p>###json数据预览：</p>
-<p><strong>记事本打开的json数据</strong><br><img src="http://or3sddq9r.bkt.clouddn.com/json_shp/image2.jpg" alt=""></p>
+<h3 id="json数据预览："><a href="#json数据预览：" class="headerlink" title="json数据预览："></a>json数据预览：</h3><p><strong>记事本打开的json数据</strong><br><img src="http://or3sddq9r.bkt.clouddn.com/json_shp/image2.jpg" alt=""></p>
 <p><strong>R中打开的json数据</strong><br><img src="http://or3sddq9r.bkt.clouddn.com/json_shp/image3.jpg" alt=""></p>
 <p><strong>网页渲染后的json数据代码</strong><br><img src="http://or3sddq9r.bkt.clouddn.com/json_shp/image4.jpg" alt=""></p>
 <p>虽然难以理解，但是又不得不用，所以再难也得拿下~</p>
-<p>###json数据类型：</p>
-<p>这里先说明一下，Json数据格式分为两类，一类是geojson，内部的数据类型显示FeatureCollection，这种类型数据文件里面直接存储的是解码后的经纬度数据，另一类是topojson，这种类型是需要通过坐标转换后才能使用，因为每一个点不是真实经纬度，所以下载的时候一定要看清楚。</p>
+<h3 id="json数据类型："><a href="#json数据类型：" class="headerlink" title="json数据类型："></a>json数据类型：</h3><p>这里先说明一下，Json数据格式分为两类，一类是geojson，内部的数据类型显示FeatureCollection，这种类型数据文件里面直接存储的是解码后的经纬度数据，另一类是topojson，这种类型是需要通过坐标转换后才能使用，因为每一个点不是真实经纬度，所以下载的时候一定要看清楚。</p>
 <p>这里提供给大家三个网址：<br><a href="http://geojson.io/#map=7/32.064/117.268" target="_blank" rel="external">geojson.io</a></p>
 <blockquote>
 <p>以上网址自选、也可以通过导入shp数据转换格式（其中就可以将topojson转化为geojson）。<br><a href="http://mapshaper.org/" target="_blank" rel="external">mapshaper</a><br><a href="http://datav.aliyun.com/static/tools/atlas/#&amp;lat=36.416862115300304&amp;lng=117.5701904296875&amp;zoom=7" target="_blank" rel="external">datav</a></p>
 </blockquote>
-<p>###数据准备：</p>
-<p>以下过程我用两个示例展示提取json地图数据的过程：<br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div></pre></td><td class="code"><pre><div class="line"><span class="keyword">library</span>(<span class="string">"jsonlite"</span>)</div><div class="line"><span class="keyword">library</span>(<span class="string">"ggplot2"</span>)</div><div class="line"><span class="keyword">library</span>(plyr)</div><div class="line"><span class="keyword">library</span>(dplyr)</div><div class="line">setwd(<span class="string">"D:/R/mapdata/City/"</span>)</div></pre></td></tr></table></figure></p>
+<h3 id="数据准备："><a href="#数据准备：" class="headerlink" title="数据准备："></a>数据准备：</h3><p>以下过程我用两个示例展示提取json地图数据的过程：<br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div></pre></td><td class="code"><pre><div class="line"><span class="keyword">library</span>(<span class="string">"jsonlite"</span>)</div><div class="line"><span class="keyword">library</span>(<span class="string">"ggplot2"</span>)</div><div class="line"><span class="keyword">library</span>(plyr)</div><div class="line"><span class="keyword">library</span>(dplyr)</div><div class="line">setwd(<span class="string">"D:/R/mapdata/City/"</span>)</div></pre></td></tr></table></figure></p>
 <p><strong>提取济南市json地图数据：</strong><br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div></pre></td><td class="code"><pre><div class="line">json_data &lt;- fromJSON(<span class="string">"370100.json"</span>)</div><div class="line">city&lt;-json_data$features$properties</div><div class="line">names(city)[<span class="number">2</span>]&lt;-<span class="string">"code"</span></div><div class="line">city$id&lt;-<span class="number">1</span>:nrow(city)</div><div class="line">city$sale&lt;-round(rnorm(nrow(city),<span class="number">100</span>,<span class="number">20</span>),<span class="number">0</span>)</div></pre></td></tr></table></figure></p>
 <p>这里提取了济南市各区的名称、代码，并生成了虚拟指标</p>
 <p><strong>济南市各区边界点坐标：</strong><br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div><div class="line">6</div><div class="line">7</div><div class="line">8</div><div class="line">9</div><div class="line">10</div><div class="line">11</div></pre></td><td class="code"><pre><div class="line">citydata&lt;-json_data$features$geometry$coordinates</div><div class="line">mapdata&lt;-data.frame()</div><div class="line"><span class="keyword">for</span>( i <span class="keyword">in</span> <span class="number">1</span>:length(citydata))&#123;</div><div class="line">citymapdata&lt;-citydata[[i]]</div><div class="line">dim(citymapdata)=c(length(citymapdata)/<span class="number">2</span>,<span class="number">2</span>)</div><div class="line">citymapdata&lt;-data.frame(citymapdata);names(citymapdata)[<span class="number">1</span>:<span class="number">2</span>]&lt;-c(<span class="string">"lon"</span>,<span class="string">"lat"</span>)</div><div class="line">citymapdata$id&lt;-i</div><div class="line">citymapdata$group&lt;-as.numeric(paste0(i,<span class="string">"."</span>,<span class="number">1</span>))</div><div class="line">citymapdata$order&lt;-<span class="number">1</span>:dim(citymapdata)[<span class="number">1</span>]</div><div class="line">mapdata&lt;-rbind(mapdata,citymapdata)</div><div class="line">&#125;</div></pre></td></tr></table></figure></p>
@@ -667,8 +664,17 @@ <h1 class="post-title" itemprop="name headline">一篇文章教你搞定JSON素
       
 
       
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@@ -683,7 +689,7 @@ <h1 class="post-title" itemprop="name headline">一篇文章教你搞定JSON素
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
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@@ -776,6 +782,22 @@ <h1 class="post-title" itemprop="name headline">一篇文章教你搞定JSON素
       </section>
 
       
+      <!--noindex-->
+        <section class="post-toc-wrap motion-element sidebar-panel sidebar-panel-active">
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+
+            
+              
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+            
+              <div class="post-toc-content"><ol class="nav"><li class="nav-item nav-level-3"><a class="nav-link" href="#json数据预览："><span class="nav-number">1.</span> <span class="nav-text">json数据预览：</span></a></li><li class="nav-item nav-level-3"><a class="nav-link" href="#json数据类型："><span class="nav-number">2.</span> <span class="nav-text">json数据类型：</span></a></li><li class="nav-item nav-level-3"><a class="nav-link" href="#数据准备："><span class="nav-number">3.</span> <span class="nav-text">数据准备：</span></a></li></ol></div>
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@@ -814,7 +836,7 @@ <h1 class="post-title" itemprop="name headline">一篇文章教你搞定JSON素
 
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+        <p><img src="http://oqdvmreg2.bkt.clouddn.com/dalianweather/image2.png" alt=""></p>
+<p>前几天发现了一个很有趣的包——openair，可以将年度时间序列刻画成周年日历热图，感觉这种形式非常适合用于呈现年度空气质量可视化，所以抓空爬了一些大连市2016年年度空气质量数据拿来玩玩，目标网站网页结构比较简单，爬取过程很轻松，界面部分很规律，感觉这个代码可以作为模板用，感兴趣的小伙伴儿可以试着玩一玩！</p>
+<p>###数据准备<br><a id="more"></a></p>
+<figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div><div class="line">6</div><div class="line">7</div><div class="line">8</div><div class="line">9</div><div class="line">10</div></pre></td><td class="code"><pre><div class="line"><span class="keyword">library</span>(RCurl)</div><div class="line"><span class="keyword">library</span>(XML)</div><div class="line"><span class="keyword">library</span>(dplyr)</div><div class="line"><span class="keyword">library</span>(ggplot2)</div><div class="line"><span class="keyword">library</span>(stringr)</div><div class="line"><span class="keyword">library</span>(rvest)</div><div class="line"><span class="keyword">library</span>(lubridate)</div><div class="line"><span class="keyword">library</span>(<span class="string">"DT"</span>)</div><div class="line"><span class="keyword">library</span>(openair)</div><div class="line"><span class="keyword">library</span>(ggplot2)</div></pre></td></tr></table></figure>
+<p>###数据爬取过程：</p>
+<p>构造月度url地址（网站是按照月度数据存储的，需要按月爬取）<br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div><div class="line">6</div><div class="line">7</div><div class="line">8</div></pre></td><td class="code"><pre><div class="line">urlbase&lt;-<span class="string">"https://www.aqistudy.cn/historydata/"</span></div><div class="line">url&lt;-<span class="string">"https://www.aqistudy.cn/historydata/monthdata.php?city=大连"</span></div><div class="line">rd &lt;- getURL(url,.encoding=<span class="string">"UTF-8"</span>)</div><div class="line">rdhtml &lt;- htmlParse(rd,encoding=<span class="string">"UTF-8"</span>)</div><div class="line">otherpage&lt;-getNodeSet(rdhtml,<span class="string">"//a"</span>)</div><div class="line">allurl&lt;-laply(otherpage,xmlGetAttr,name=<span class="string">'href'</span>)%&gt;%grep(<span class="string">"2016"</span>,.,value=<span class="literal">T</span>)%&gt;%sub(<span class="string">"麓贸脕卢"</span>,<span class="string">"大连"</span>,.)</div><div class="line"><span class="comment">#以上还是编码出了问题，不知道那个乱码是什么鬼！只能强行替换了！</span></div><div class="line">allurl&lt;-paste0(urlbase,allurl)</div></pre></td></tr></table></figure></p>
+<p>以上过程也可先通过观察大连市的月度空气质量url地址规律，然后通过paste函数直接生成。</p>
+<figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div></pre></td><td class="code"><pre><div class="line">allurl&lt;-paste0(<span class="string">"https://www.aqistudy.cn/historydata/daydata.php?city=大连&amp;month="</span>,<span class="number">201601</span>:<span class="number">201612</span>)</div></pre></td></tr></table></figure>
+<p>这是简单粗暴的方式，但是不保证任何网址都可以使用</p>
+<p>先写完一个看下具体情况</p>
+<figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div></pre></td><td class="code"><pre><div class="line">tbls&lt;-read_html(allurl[<span class="number">1</span>],encoding=<span class="string">"utf-8"</span>)%&gt;%html_table(.,header=<span class="literal">TRUE</span>,trim=<span class="literal">TRUE</span>);tbls&lt;-tbls[[<span class="number">1</span>]]</div></pre></td></tr></table></figure>
+<p>编写单次爬取函数，使用for循环遍历网址进行数据获取（原谅我又用了for循环）<br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div><div class="line">6</div><div class="line">7</div><div class="line">8</div><div class="line">9</div></pre></td><td class="code"><pre><div class="line">mytable&lt;-data.frame()</div><div class="line"><span class="keyword">for</span> (i <span class="keyword">in</span> allurl)&#123;</div><div class="line">Sys.sleep(sample(<span class="number">1</span>:<span class="number">5</span>,<span class="number">1</span>))</div><div class="line">fun&lt;-<span class="keyword">function</span>(m)&#123;</div><div class="line">table&lt;-read_html(m,encoding=<span class="string">"utf-8"</span>)%&gt;%html_table(.,header=<span class="literal">TRUE</span>,trim=<span class="literal">TRUE</span>)</div><div class="line">table&lt;-table[[<span class="number">1</span>]]</div><div class="line">&#125;</div><div class="line">mytable&lt;-rbind(mytable,fun(i))</div><div class="line">&#125;</div></pre></td></tr></table></figure></p>
+<p>使用动态表格查看数据<br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div></pre></td><td class="code"><pre><div class="line">datatable(mytable)</div></pre></td></tr></table></figure></p>
+<p><img src="http://oqdvmreg2.bkt.clouddn.com/dalianweather/image1.jpg" alt=""></p>
+<blockquote>
+<p>备份一份数据，以防原数据损坏<br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div></pre></td><td class="code"><pre><div class="line">mytableb&lt;-mytable</div></pre></td></tr></table></figure></p>
+</blockquote>
+<p>###调整时间变量<br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div></pre></td><td class="code"><pre><div class="line">mytable$日期&lt;-as.Date(mytable$日期);names(mytable)[<span class="number">1</span>]&lt;-<span class="string">"date"</span></div></pre></td></tr></table></figure></p>
+<p><strong>AQI指数年度分布日力图</strong><br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div></pre></td><td class="code"><pre><div class="line">calendarPlot(mytable,pollutant=<span class="string">"AQI"</span>,year=<span class="number">2016</span>)</div></pre></td></tr></table></figure></p>
+<p><img src="http://oqdvmreg2.bkt.clouddn.com/dalianweather/image2.jpg" alt=""></p>
+<p><strong>PM2.5指数年度分布日力图</strong><br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div></pre></td><td class="code"><pre><div class="line">calendarPlot(mytable,pollutant=<span class="string">"PM2.5"</span>,year=<span class="number">2016</span>)</div></pre></td></tr></table></figure></p>
+<p><img src="http://oqdvmreg2.bkt.clouddn.com/dalianweather/image3.jpg" alt=""></p>
+<p>###使用ggplot函数制作同样的日力图<br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div></pre></td><td class="code"><pre><div class="line">dat &lt;- mytable</div></pre></td></tr></table></figure></p>
+<p>这次使用lubridate包来处理时间日期变量（超级好用）<br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div><div class="line">6</div></pre></td><td class="code"><pre><div class="line">dat$month&lt;-as.numeric(as.POSIXlt(dat$date)$mon+<span class="number">1</span>)</div><div class="line">dat$monthf&lt;-factor(dat$month,levels=as.character(<span class="number">1</span>:<span class="number">12</span>),labels=c(<span class="string">"Jan"</span>,<span class="string">"Feb"</span>,<span class="string">"Mar"</span>,<span class="string">"Apr"</span>,<span class="string">"May"</span>,<span class="string">"Jun"</span>,<span class="string">"Jul"</span>,<span class="string">"Aug"</span>,<span class="string">"Sep"</span>,<span class="string">"Oct"</span>,<span class="string">"Nov"</span>,<span class="string">"Dec"</span>),ordered=<span class="literal">TRUE</span>)</div><div class="line">dat$weekday&lt;-as.POSIXlt(dat$date)$wday</div><div class="line">dat$weekdayf&lt;-factor(dat$weekday,levels=rev(<span class="number">0</span>:<span class="number">6</span>),labels=rev(c(<span class="string">"Sun"</span>,<span class="string">"Mon"</span>,<span class="string">"Tue"</span>,<span class="string">"Wed"</span>,<span class="string">"Thu"</span>,<span class="string">"Fri"</span>,<span class="string">"Sat"</span>)),ordered=<span class="literal">TRUE</span>)</div><div class="line">dat$week &lt;- as.numeric(format(dat$date,<span class="string">"%W"</span>))</div><div class="line">dat&lt;-ddply(dat,.(monthf),transform,monthweek=<span class="number">1</span>+week-min(week))</div></pre></td></tr></table></figure></p>
+<p><strong>AQI指数为污染级别以上的天数分布</strong><br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div><div class="line">6</div><div class="line">7</div></pre></td><td class="code"><pre><div class="line">windowsFonts(myFont = windowsFont(<span class="string">"微软雅黑"</span>))</div><div class="line">ggplot(dat,aes(monthweek,weekdayf,fill=AQI))+</div><div class="line">  geom_tile(colour=<span class="string">'white'</span>) +</div><div class="line">  facet_wrap(~monthf ,nrow=<span class="number">3</span>) +</div><div class="line">  scale_fill_gradient(space=<span class="string">"Lab"</span>,limits=c(<span class="number">100</span>, max(dat$AQI)),low=<span class="string">"yellow"</span>, high=<span class="string">"red"</span>) +</div><div class="line">  labs(title=<span class="string">"大连市2016年空气日历热图"</span>,subtitle=<span class="string">"AQI指数为污染级别以上的天数分布（AQI&gt;=100）"</span>,x=<span class="string">"Week of Month"</span>,y=<span class="string">""</span>)+</div><div class="line">  theme(title=element_text(family=<span class="string">"myFont"</span>))</div></pre></td></tr></table></figure></p>
+<p><img src="http://oqdvmreg2.bkt.clouddn.com/dalianweather/image4.jpg" alt=""></p>
+<p><strong>PM2.5指数为污染级别以上的天数分布</strong><br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div><div class="line">6</div></pre></td><td class="code"><pre><div class="line">ggplot(dat,aes(monthweek,weekdayf,fill=PM2.5))+</div><div class="line">  geom_tile(colour=<span class="string">'white'</span>) +</div><div class="line">  facet_wrap(~monthf ,nrow=<span class="number">3</span>) +</div><div class="line">  scale_fill_gradient(space=<span class="string">"Lab"</span>,limits=c(<span class="number">75</span>, max(dat$PM2.5)),low=<span class="string">"yellow"</span>, high=<span class="string">"red"</span>) +</div><div class="line">  labs(title=<span class="string">"大连市2016年气温日历热图"</span>,subtitle=<span class="string">"PM2.5指数为污染级别以上的天数分布（PM2.5&gt;=75）"</span>,x=<span class="string">"Week of Month"</span>,y=<span class="string">""</span>)+</div><div class="line">  theme(title=element_text(family=<span class="string">"myFont"</span>))</div></pre></td></tr></table></figure></p>
+<p><img src="http://oqdvmreg2.bkt.clouddn.com/dalianweather/image5.jpg" alt=""></p>
+<p>大体来看，大连整个2016年度污染天气相对来讲，还算是挺良心的，跟帝都比起来要好很多。AQI和PM2.5在污染级别以上的天数不超过两个月。</p>
+<p>###时间维度考察</p>
+<p>接下来呢，我们做一些详细的统计工作，具体就是从时间细分维度来查看季度、月度、周度等平均AQI、PM2.5指数分布情况<br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div></pre></td><td class="code"><pre><div class="line">data3&lt;-mytable[,c(<span class="number">1</span>,<span class="number">2</span>,<span class="number">4</span>,<span class="number">5</span>)]</div><div class="line">data3&lt;-transform(data3,Quarter=quarter(date),Month=month(date),Week=week(date))</div><div class="line">data3$质量等级&lt;-factor(data3$质量等级,levels=c(<span class="string">"重度污染"</span>,<span class="string">"中度污染"</span>,<span class="string">"轻度污染"</span>,<span class="string">"良"</span>,<span class="string">"优"</span>),labels=c(<span class="string">"重度污染"</span>,<span class="string">"中度污染"</span>,<span class="string">"轻度污染"</span>,<span class="string">"良"</span>,<span class="string">"优"</span>),order=<span class="literal">T</span>)</div></pre></td></tr></table></figure></p>
+<p><strong>首选查看五个污染级别在2016年度出现的频率：</strong><br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div><div class="line">6</div><div class="line">7</div><div class="line">8</div><div class="line">9</div><div class="line">10</div><div class="line">11</div><div class="line">12</div><div class="line">13</div><div class="line">14</div><div class="line">15</div></pre></td><td class="code"><pre><div class="line">countd&lt;-count(data3$质量等级)%&gt;%arrange(.,-freq)</div><div class="line">ggplot(countd,aes(reorder(x,freq),freq))+</div><div class="line">geom_bar(fill=<span class="string">"#0C8DC4"</span>,stat=<span class="string">"identity"</span>)+</div><div class="line">coord_flip()+</div><div class="line">labs(title=<span class="string">"大连市2016年度空气质量分布"</span>,subtitle=<span class="string">"污染级别频率分布图"</span>,caption=<span class="string">"https://www.aqistudy.cn/"</span>)+</div><div class="line">geom_text(aes(label=freq),hjust=<span class="number">1</span>,colour=<span class="string">"white"</span>,size=<span class="number">8</span>)+</div><div class="line">theme_bw()+</div><div class="line">theme(</div><div class="line">      text=element_text(family=<span class="string">"myFont"</span>),</div><div class="line">      panel.border=element_blank(),</div><div class="line">      panel.grid.major=element_line(linetype=<span class="string">"dashed"</span>),</div><div class="line">      panel.grid.minor=element_blank(),</div><div class="line">      plot.caption=element_text(hjust=<span class="number">0</span>,size=<span class="number">10</span>),</div><div class="line">      axis.title=element_blank()</div><div class="line">      )</div></pre></td></tr></table></figure></p>
+<p><img src="http://oqdvmreg2.bkt.clouddn.com/dalianweather/image7.jpg" alt=""></p>
+<p><strong>基于季度空气质量平均水平分布图：</strong><br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div><div class="line">6</div><div class="line">7</div><div class="line">8</div><div class="line">9</div><div class="line">10</div><div class="line">11</div><div class="line">12</div><div class="line">13</div><div class="line">14</div></pre></td><td class="code"><pre><div class="line">Quarter&lt;-aggregate(AQI~Quarter,data=data3,FUN=mean)</div><div class="line">ggplot(Quarter,aes(reorder(Quarter,-AQI),AQI))+</div><div class="line">geom_bar(fill=<span class="string">"#0C8DC4"</span>,stat=<span class="string">"identity"</span>)+</div><div class="line">labs(title=<span class="string">"大连市2016年度空气质量分布"</span>,subtitle=<span class="string">"AQI污染指数季度指标平均分布图"</span>,caption=<span class="string">"https://www.aqistudy.cn/"</span>)+</div><div class="line">geom_text(aes(label=round(AQI)),vjust=<span class="number">1.5</span>,colour=<span class="string">"white"</span>,size=<span class="number">8</span>)+</div><div class="line">theme_bw()+</div><div class="line">theme(</div><div class="line">      text=element_text(family=<span class="string">"myFont"</span>),</div><div class="line">      panel.border=element_blank(),</div><div class="line">      panel.grid.major=element_line(linetype=<span class="string">"dashed"</span>),</div><div class="line">      panel.grid.minor=element_blank(),</div><div class="line">      plot.caption=element_text(hjust=<span class="number">0</span>,size=<span class="number">10</span>),</div><div class="line">      axis.title=element_blank()</div><div class="line">      )</div></pre></td></tr></table></figure></p>
+<p><img src="http://oqdvmreg2.bkt.clouddn.com/dalianweather/image8.jpg" alt=""></p>
+<p><strong>基于月度空气质量平均水平分布图：</strong><br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div><div class="line">6</div><div class="line">7</div><div class="line">8</div><div class="line">9</div><div class="line">10</div><div class="line">11</div><div class="line">12</div><div class="line">13</div><div class="line">14</div></pre></td><td class="code"><pre><div class="line">Month&lt;-aggregate(AQI~Month,data=data3,FUN=mean)</div><div class="line">ggplot(Month,aes(reorder(Month,-AQI),AQI))+</div><div class="line">geom_bar(fill=<span class="string">"#0C8DC4"</span>,stat=<span class="string">"identity"</span>)+</div><div class="line">labs(title=<span class="string">"大连市2016年度空气质量分布"</span>,subtitle=<span class="string">"AQI污染指数月度指标平均分布图"</span>,caption=<span class="string">"https://www.aqistudy.cn/"</span>)+</div><div class="line">geom_text(aes(label=round(AQI)),vjust=<span class="number">1.5</span>,colour=<span class="string">"white"</span>,size=<span class="number">6</span>)+</div><div class="line">theme_bw()+</div><div class="line">theme(</div><div class="line">      text=element_text(family=<span class="string">"myFont"</span>),</div><div class="line">      panel.border=element_blank(),</div><div class="line">      panel.grid.major=element_line(linetype=<span class="string">"dashed"</span>),</div><div class="line">      panel.grid.minor=element_blank(),</div><div class="line">      plot.caption=element_text(hjust=<span class="number">0</span>,size=<span class="number">10</span>),</div><div class="line">      axis.title=element_blank()</div><div class="line">      )</div></pre></td></tr></table></figure></p>
+<p><img src="http://oqdvmreg2.bkt.clouddn.com/dalianweather/image9.jpg" alt=""></p>
+<p><strong>基于月度空气质量平均水平分布图：</strong><br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div><div class="line">6</div><div class="line">7</div><div class="line">8</div><div class="line">9</div><div class="line">10</div><div class="line">11</div><div class="line">12</div><div class="line">13</div><div class="line">14</div></pre></td><td class="code"><pre><div class="line">Week&lt;-aggregate(AQI~Week,data=data3,FUN=mean)</div><div class="line">ggplot(Week,aes(factor(Week,order=<span class="literal">T</span>),AQI,group=<span class="number">1</span>))+</div><div class="line">geom_line(col=<span class="string">"#0C8DC4"</span>)+</div><div class="line">labs(title=<span class="string">"大连市2016年度空气质量分布"</span>,subtitle=<span class="string">"AQI污染指数周度指标平均分布图"</span>,caption=<span class="string">"https://www.aqistudy.cn/"</span>)+</div><div class="line">geom_text(aes(label=ifelse(Week&gt;<span class="number">100</span>,Week,<span class="string">""</span>)),vjust=<span class="number">1.5</span>,colour=<span class="string">"white"</span>,size=<span class="number">6</span>)+</div><div class="line">theme_bw()+</div><div class="line">theme(</div><div class="line">      text=element_text(family=<span class="string">"myFont"</span>),</div><div class="line">      panel.border=element_blank(),</div><div class="line">      panel.grid.major=element_line(linetype=<span class="string">"dashed"</span>),</div><div class="line">      panel.grid.minor=element_blank(),</div><div class="line">      plot.caption=element_text(hjust=<span class="number">0</span>,size=<span class="number">10</span>),</div><div class="line">      axis.title=element_blank()</div><div class="line">      )</div></pre></td></tr></table></figure></p>
+<p><img src="http://oqdvmreg2.bkt.clouddn.com/dalianweather/image10.jpg" alt=""></p>
+<p>从以上周度AQI平均指标上来看，大连市2016年度的周度平均AQI指数大部分周都在100以下，看到这个感觉生活在大连还是蛮幸福的，看着北上的小伙伴儿隔三差五的在朋友圈晒人间仙境也是一件很有趣的事哈哈！</p>
+<hr>
+<p><strong>联系方式：</strong><br>wechat：ljty1991<br>Mail:578708965@qq.com<br>个人公众号：数据小魔方（datamofang）<br>团队公众号：EasyCharts<br>qq交流群：[魔方学院]298236508</p>
+<p><strong>个人简介：</strong><br><strong><em>杜雨</em></strong><br>财经专业研究僧；<br>伪数据可视化达人；<br>文科背景的编程小白；<br>喜欢研究商务图表与地理信息数据可视化，爱倒腾PowerBI、SAP DashBoard、Tableau、R ggplot2、Think-cell chart等诸如此类的数据可视化软件，创建并运营微信公众号“数据小魔方”。<br>Mail:578708965@qq.com </p>
+<hr>
+<p><strong>备注信息：</strong><br><a rel="external" href="http://creativecommons.org/licenses/by-nc/4.0/" target="_blank"><img alt="知识共享许可协议" style="border-width:0" src="https://i.creativecommons.org/l/by-nc/4.0/88x31.png"></a><br>本作品采用<a rel="external" href="http://creativecommons.org/licenses/by-nc/4.0/" target="_blank">知识共享署名-非商业性使用 4.0 国际许可协议</a></p>
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+    // Popup Window;
+    var isfetched = false;
+    var isXml = true;
+    // Search DB path;
+    var search_path = "search.xml";
+    if (search_path.length === 0) {
+      search_path = "search.xml";
+    } else if (search_path.endsWith("json")) {
+      isXml = false;
+    }
+    var path = "/" + search_path;
+    // monitor main search box;
+
+    var onPopupClose = function (e) {
+      $('.popup').hide();
+      $('#local-search-input').val('');
+      $('.search-result-list').remove();
+      $('#no-result').remove();
+      $(".local-search-pop-overlay").remove();
+      $('body').css('overflow', '');
+    }
+
+    function proceedsearch() {
+      $("body")
+        .append('<div class="search-popup-overlay local-search-pop-overlay"></div>')
+        .css('overflow', 'hidden');
+      $('.search-popup-overlay').click(onPopupClose);
+      $('.popup').toggle();
+      var $localSearchInput = $('#local-search-input');
+      $localSearchInput.attr("autocapitalize", "none");
+      $localSearchInput.attr("autocorrect", "off");
+      $localSearchInput.focus();
+    }
+
+    // search function;
+    var searchFunc = function(path, search_id, content_id) {
+      'use strict';
+
+      // start loading animation
+      $("body")
+        .append('<div class="search-popup-overlay local-search-pop-overlay">' +
+          '<div id="search-loading-icon">' +
+          '<i class="fa fa-spinner fa-pulse fa-5x fa-fw"></i>' +
+          '</div>' +
+          '</div>')
+        .css('overflow', 'hidden');
+      $("#search-loading-icon").css('margin', '20% auto 0 auto').css('text-align', 'center');
+
+      $.ajax({
+        url: path,
+        dataType: isXml ? "xml" : "json",
+        async: true,
+        success: function(res) {
+          // get the contents from search data
+          isfetched = true;
+          $('.popup').detach().appendTo('.header-inner');
+          var datas = isXml ? $("entry", res).map(function() {
+            return {
+              title: $("title", this).text(),
+              content: $("content",this).text(),
+              url: $("url" , this).text()
+            };
+          }).get() : res;
+          var input = document.getElementById(search_id);
+          var resultContent = document.getElementById(content_id);
+          var inputEventFunction = function() {
+            var searchText = input.value.trim().toLowerCase();
+            var keywords = searchText.split(/[\s\-]+/);
+            if (keywords.length > 1) {
+              keywords.push(searchText);
+            }
+            var resultItems = [];
+            if (searchText.length > 0) {
+              // perform local searching
+              datas.forEach(function(data) {
+                var isMatch = false;
+                var hitCount = 0;
+                var searchTextCount = 0;
+                var title = data.title.trim();
+                var titleInLowerCase = title.toLowerCase();
+                var content = data.content.trim().replace(/<[^>]+>/g,"");
+                var contentInLowerCase = content.toLowerCase();
+                var articleUrl = decodeURIComponent(data.url);
+                var indexOfTitle = [];
+                var indexOfContent = [];
+                // only match articles with not empty titles
+                if(title != '') {
+                  keywords.forEach(function(keyword) {
+                    function getIndexByWord(word, text, caseSensitive) {
+                      var wordLen = word.length;
+                      if (wordLen === 0) {
+                        return [];
+                      }
+                      var startPosition = 0, position = [], index = [];
+                      if (!caseSensitive) {
+                        text = text.toLowerCase();
+                        word = word.toLowerCase();
+                      }
+                      while ((position = text.indexOf(word, startPosition)) > -1) {
+                        index.push({position: position, word: word});
+                        startPosition = position + wordLen;
+                      }
+                      return index;
+                    }
+
+                    indexOfTitle = indexOfTitle.concat(getIndexByWord(keyword, titleInLowerCase, false));
+                    indexOfContent = indexOfContent.concat(getIndexByWord(keyword, contentInLowerCase, false));
+                  });
+                  if (indexOfTitle.length > 0 || indexOfContent.length > 0) {
+                    isMatch = true;
+                    hitCount = indexOfTitle.length + indexOfContent.length;
+                  }
+                }
+
+                // show search results
+
+                if (isMatch) {
+                  // sort index by position of keyword
+
+                  [indexOfTitle, indexOfContent].forEach(function (index) {
+                    index.sort(function (itemLeft, itemRight) {
+                      if (itemRight.position !== itemLeft.position) {
+                        return itemRight.position - itemLeft.position;
+                      } else {
+                        return itemLeft.word.length - itemRight.word.length;
+                      }
+                    });
+                  });
+
+                  // merge hits into slices
+
+                  function mergeIntoSlice(text, start, end, index) {
+                    var item = index[index.length - 1];
+                    var position = item.position;
+                    var word = item.word;
+                    var hits = [];
+                    var searchTextCountInSlice = 0;
+                    while (position + word.length <= end && index.length != 0) {
+                      if (word === searchText) {
+                        searchTextCountInSlice++;
+                      }
+                      hits.push({position: position, length: word.length});
+                      var wordEnd = position + word.length;
+
+                      // move to next position of hit
+
+                      index.pop();
+                      while (index.length != 0) {
+                        item = index[index.length - 1];
+                        position = item.position;
+                        word = item.word;
+                        if (wordEnd > position) {
+                          index.pop();
+                        } else {
+                          break;
+                        }
+                      }
+                    }
+                    searchTextCount += searchTextCountInSlice;
+                    return {
+                      hits: hits,
+                      start: start,
+                      end: end,
+                      searchTextCount: searchTextCountInSlice
+                    };
+                  }
+
+                  var slicesOfTitle = [];
+                  if (indexOfTitle.length != 0) {
+                    slicesOfTitle.push(mergeIntoSlice(title, 0, title.length, indexOfTitle));
+                  }
+
+                  var slicesOfContent = [];
+                  while (indexOfContent.length != 0) {
+                    var item = indexOfContent[indexOfContent.length - 1];
+                    var position = item.position;
+                    var word = item.word;
+                    // cut out 100 characters
+                    var start = position - 20;
+                    var end = position + 80;
+                    if(start < 0){
+                      start = 0;
+                    }
+                    if (end < position + word.length) {
+                      end = position + word.length;
+                    }
+                    if(end > content.length){
+                      end = content.length;
+                    }
+                    slicesOfContent.push(mergeIntoSlice(content, start, end, indexOfContent));
+                  }
+
+                  // sort slices in content by search text's count and hits' count
+
+                  slicesOfContent.sort(function (sliceLeft, sliceRight) {
+                    if (sliceLeft.searchTextCount !== sliceRight.searchTextCount) {
+                      return sliceRight.searchTextCount - sliceLeft.searchTextCount;
+                    } else if (sliceLeft.hits.length !== sliceRight.hits.length) {
+                      return sliceRight.hits.length - sliceLeft.hits.length;
+                    } else {
+                      return sliceLeft.start - sliceRight.start;
+                    }
+                  });
+
+                  // select top N slices in content
+
+                  var upperBound = parseInt('1');
+                  if (upperBound >= 0) {
+                    slicesOfContent = slicesOfContent.slice(0, upperBound);
+                  }
+
+                  // highlight title and content
+
+                  function highlightKeyword(text, slice) {
+                    var result = '';
+                    var prevEnd = slice.start;
+                    slice.hits.forEach(function (hit) {
+                      result += text.substring(prevEnd, hit.position);
+                      var end = hit.position + hit.length;
+                      result += '<b class="search-keyword">' + text.substring(hit.position, end) + '</b>';
+                      prevEnd = end;
+                    });
+                    result += text.substring(prevEnd, slice.end);
+                    return result;
+                  }
+
+                  var resultItem = '';
+
+                  if (slicesOfTitle.length != 0) {
+                    resultItem += "<li><a href='" + articleUrl + "' class='search-result-title'>" + highlightKeyword(title, slicesOfTitle[0]) + "</a>";
+                  } else {
+                    resultItem += "<li><a href='" + articleUrl + "' class='search-result-title'>" + title + "</a>";
+                  }
+
+                  slicesOfContent.forEach(function (slice) {
+                    resultItem += "<a href='" + articleUrl + "'>" +
+                      "<p class=\"search-result\">" + highlightKeyword(content, slice) +
+                      "...</p>" + "</a>";
+                  });
+
+                  resultItem += "</li>";
+                  resultItems.push({
+                    item: resultItem,
+                    searchTextCount: searchTextCount,
+                    hitCount: hitCount,
+                    id: resultItems.length
+                  });
+                }
+              })
+            };
+            if (keywords.length === 1 && keywords[0] === "") {
+              resultContent.innerHTML = '<div id="no-result"><i class="fa fa-search fa-5x" /></div>'
+            } else if (resultItems.length === 0) {
+              resultContent.innerHTML = '<div id="no-result"><i class="fa fa-frown-o fa-5x" /></div>'
+            } else {
+              resultItems.sort(function (resultLeft, resultRight) {
+                if (resultLeft.searchTextCount !== resultRight.searchTextCount) {
+                  return resultRight.searchTextCount - resultLeft.searchTextCount;
+                } else if (resultLeft.hitCount !== resultRight.hitCount) {
+                  return resultRight.hitCount - resultLeft.hitCount;
+                } else {
+                  return resultRight.id - resultLeft.id;
+                }
+              });
+              var searchResultList = '<ul class=\"search-result-list\">';
+              resultItems.forEach(function (result) {
+                searchResultList += result.item;
+              })
+              searchResultList += "</ul>";
+              resultContent.innerHTML = searchResultList;
+            }
+          }
+
+          if ('auto' === 'auto') {
+            input.addEventListener('input', inputEventFunction);
+          } else {
+            $('.search-icon').click(inputEventFunction);
+            input.addEventListener('keypress', function (event) {
+              if (event.keyCode === 13) {
+                inputEventFunction();
+              }
+            });
+          }
+
+          // remove loading animation
+          $(".local-search-pop-overlay").remove();
+          $('body').css('overflow', '');
+
+          proceedsearch();
+        }
+      });
+    }
+
+    // handle and trigger popup window;
+    $('.popup-trigger').click(function(e) {
+      e.stopPropagation();
+      if (isfetched === false) {
+        searchFunc(path, 'local-search-input', 'local-search-result');
+      } else {
+        proceedsearch();
+      };
+    });
+
+    $('.popup-btn-close').click(onPopupClose);
+    $('.popup').click(function(e){
+      e.stopPropagation();
+    });
+    $(document).on('keyup', function (event) {
+      var shouldDismissSearchPopup = event.which === 27 &&
+        $('.search-popup').is(':visible');
+      if (shouldDismissSearchPopup) {
+        onPopupClose();
+      }
+    });
+  </script>
+
+
+
+
+
+  
+
+  
+  <script src="https://cdn1.lncld.net/static/js/av-core-mini-0.6.1.js"></script>
+  <script>AV.initialize("ahxpwVkWOTN8iHFlEU9FPDLs-gzGzoHsz", "kK1qsVzeyCcB01Sw2RP2MvIs");</script>
+  <script>
+    function showTime(Counter) {
+      var query = new AV.Query(Counter);
+      var entries = [];
+      var $visitors = $(".leancloud_visitors");
+
+      $visitors.each(function () {
+        entries.push( $(this).attr("id").trim() );
+      });
+
+      query.containedIn('url', entries);
+      query.find()
+        .done(function (results) {
+          var COUNT_CONTAINER_REF = '.leancloud-visitors-count';
+
+          if (results.length === 0) {
+            $visitors.find(COUNT_CONTAINER_REF).text(0);
+            return;
+          }
+
+          for (var i = 0; i < results.length; i++) {
+            var item = results[i];
+            var url = item.get('url');
+            var time = item.get('time');
+            var element = document.getElementById(url);
+
+            $(element).find(COUNT_CONTAINER_REF).text(time);
+          }
+          for(var i = 0; i < entries.length; i++) {
+            var url = entries[i];
+            var element = document.getElementById(url);
+            var countSpan = $(element).find(COUNT_CONTAINER_REF);
+            if( countSpan.text() == '') {
+              countSpan.text(0);
+            }
+          }
+        })
+        .fail(function (object, error) {
+          console.log("Error: " + error.code + " " + error.message);
+        });
+    }
+
+    function addCount(Counter) {
+      var $visitors = $(".leancloud_visitors");
+      var url = $visitors.attr('id').trim();
+      var title = $visitors.attr('data-flag-title').trim();
+      var query = new AV.Query(Counter);
+
+      query.equalTo("url", url);
+      query.find({
+        success: function(results) {
+          if (results.length > 0) {
+            var counter = results[0];
+            counter.fetchWhenSave(true);
+            counter.increment("time");
+            counter.save(null, {
+              success: function(counter) {
+                var $element = $(document.getElementById(url));
+                $element.find('.leancloud-visitors-count').text(counter.get('time'));
+              },
+              error: function(counter, error) {
+                console.log('Failed to save Visitor num, with error message: ' + error.message);
+              }
+            });
+          } else {
+            var newcounter = new Counter();
+            /* Set ACL */
+            var acl = new AV.ACL();
+            acl.setPublicReadAccess(true);
+            acl.setPublicWriteAccess(true);
+            newcounter.setACL(acl);
+            /* End Set ACL */
+            newcounter.set("title", title);
+            newcounter.set("url", url);
+            newcounter.set("time", 1);
+            newcounter.save(null, {
+              success: function(newcounter) {
+                var $element = $(document.getElementById(url));
+                $element.find('.leancloud-visitors-count').text(newcounter.get('time'));
+              },
+              error: function(newcounter, error) {
+                console.log('Failed to create');
+              }
+            });
+          }
+        },
+        error: function(error) {
+          console.log('Error:' + error.code + " " + error.message);
+        }
+      });
+    }
+
+    $(function() {
+      var Counter = AV.Object.extend("Counter");
+      if ($('.leancloud_visitors').length == 1) {
+        addCount(Counter);
+      } else if ($('.post-title-link').length > 1) {
+        showTime(Counter);
+      }
+    });
+  </script>
+
+
+
+  
+<script>
+(function(){
+    var bp = document.createElement('script');
+    var curProtocol = window.location.protocol.split(':')[0];
+    if (curProtocol === 'https') {
+        bp.src = 'https://zz.bdstatic.com/linksubmit/push.js';        
+    }
+    else {
+        bp.src = 'http://push.zhanzhang.baidu.com/push.js';
+    }
+    var s = document.getElementsByTagName("script")[0];
+    s.parentNode.insertBefore(bp, s);
+})();
+</script>
+
+
+  
+
+  
+
+  
+
+  
+  <script type="text/javascript" src="//cdn.bootcss.com/canvas-nest.js/1.0.0/canvas-nest.min.js"></script>
+  
+  <script async src="//dn-lbstatics.qbox.me/busuanzi/2.3/busuanzi.pure.mini.js"></script>
+</body>
+</html>
diff --git a/about/index.html b/about/index.html
index 8458df75..270374ae 100644
--- a/about/index.html
+++ b/about/index.html
@@ -517,7 +517,7 @@ <h2 id="兴趣爱好："><a href="#兴趣爱好：" class="headerlink" title="
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -648,7 +648,7 @@ <h2 id="兴趣爱好："><a href="#兴趣爱好：" class="headerlink" title="
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git a/archives/2017/05/index.html b/archives/2017/05/index.html
index b71be311..25453e44 100644
--- a/archives/2017/05/index.html
+++ b/archives/2017/05/index.html
@@ -321,7 +321,7 @@
       
        
         
-      很好! 目前共计 83 篇日志。 继续努力。
+      很好! 目前共计 84 篇日志。 继续努力。
     </span>
 
     
@@ -751,7 +751,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -882,7 +882,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git a/archives/2017/05/page/2/index.html b/archives/2017/05/page/2/index.html
index 4bcc9f1b..049aa73f 100644
--- a/archives/2017/05/page/2/index.html
+++ b/archives/2017/05/page/2/index.html
@@ -321,7 +321,7 @@
       
        
         
-      很好! 目前共计 83 篇日志。 继续努力。
+      很好! 目前共计 84 篇日志。 继续努力。
     </span>
 
     
@@ -603,7 +603,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -734,7 +734,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git a/archives/2017/06/index.html b/archives/2017/06/index.html
index 260eadb3..4a27061b 100644
--- a/archives/2017/06/index.html
+++ b/archives/2017/06/index.html
@@ -321,7 +321,7 @@
       
        
         
-      很好! 目前共计 83 篇日志。 继续努力。
+      很好! 目前共计 84 篇日志。 继续努力。
     </span>
 
     
@@ -751,7 +751,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -882,7 +882,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git a/archives/2017/06/page/2/index.html b/archives/2017/06/page/2/index.html
index edf82852..fd79afbb 100644
--- a/archives/2017/06/page/2/index.html
+++ b/archives/2017/06/page/2/index.html
@@ -321,7 +321,7 @@
       
        
         
-      很好! 目前共计 83 篇日志。 继续努力。
+      很好! 目前共计 84 篇日志。 继续努力。
     </span>
 
     
@@ -751,7 +751,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -882,7 +882,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git a/archives/2017/06/page/3/index.html b/archives/2017/06/page/3/index.html
index ad994c8a..9fee532c 100644
--- a/archives/2017/06/page/3/index.html
+++ b/archives/2017/06/page/3/index.html
@@ -321,7 +321,7 @@
       
        
         
-      很好! 目前共计 83 篇日志。 继续努力。
+      很好! 目前共计 84 篇日志。 继续努力。
     </span>
 
     
@@ -751,7 +751,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -882,7 +882,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git a/archives/2017/06/page/4/index.html b/archives/2017/06/page/4/index.html
index 66715577..928fbc67 100644
--- a/archives/2017/06/page/4/index.html
+++ b/archives/2017/06/page/4/index.html
@@ -321,7 +321,7 @@
       
        
         
-      很好! 目前共计 83 篇日志。 继续努力。
+      很好! 目前共计 84 篇日志。 继续努力。
     </span>
 
     
@@ -751,7 +751,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -882,7 +882,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git a/archives/2017/06/page/5/index.html b/archives/2017/06/page/5/index.html
index bfefcf07..ac4c2400 100644
--- a/archives/2017/06/page/5/index.html
+++ b/archives/2017/06/page/5/index.html
@@ -321,7 +321,7 @@
       
        
         
-      很好! 目前共计 83 篇日志。 继续努力。
+      很好! 目前共计 84 篇日志。 继续努力。
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+  <span class="post-count">博客全站共127.9k字</span>
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diff --git a/archives/2017/07/index.html b/archives/2017/07/index.html
index a0909642..685e5c0d 100644
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@@ -321,7 +321,7 @@
       
        
         
-      很好! 目前共计 83 篇日志。 继续努力。
+      很好! 目前共计 84 篇日志。 继续努力。
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@@ -321,7 +321,7 @@
       
        
         
-      很好! 目前共计 83 篇日志。 继续努力。
+      很好! 目前共计 84 篇日志。 继续努力。
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diff --git a/archives/2017/08/index.html b/archives/2017/08/index.html
index 7298f568..7a0dbecc 100644
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@@ -321,7 +321,7 @@
       
        
         
-      很好! 目前共计 83 篇日志。 继续努力。
+      很好! 目前共计 84 篇日志。 继续努力。
     </span>
 
     
@@ -340,6 +340,43 @@ <h2 class="archive-year motion-element" id="archive-year-2017">2017</h2>
 
       
 
+  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
+    <header class="post-header">
+
+      <h2 class="post-title">
+        
+            <a class="post-title-link" href="/2017/08/30/大连市2016年空气质量数据可视化/" itemprop="url">
+              
+                <span itemprop="name">大连市2016年空气质量数据可视化~</span>
+              
+            </a>
+        
+      </h2>
+
+      <div class="post-meta">
+        <time class="post-time" itemprop="dateCreated"
+              datetime="2017-08-30T19:15:45+08:00"
+              content="2017-08-30" >
+          08-30
+        </time>
+      </div>
+
+    </header>
+  </article>
+
+
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+    
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-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
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-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
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diff --git a/archives/2017/index.html b/archives/2017/index.html
index a08bf98f..b5db491b 100644
--- a/archives/2017/index.html
+++ b/archives/2017/index.html
@@ -321,7 +321,7 @@
       
        
         
-      很好! 目前共计 83 篇日志。 继续努力。
+      很好! 目前共计 84 篇日志。 继续努力。
     </span>
 
     
@@ -340,6 +340,43 @@ <h2 class="archive-year motion-element" id="archive-year-2017">2017</h2>
 
       
 
+  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
+    <header class="post-header">
+
+      <h2 class="post-title">
+        
+            <a class="post-title-link" href="/2017/08/30/大连市2016年空气质量数据可视化/" itemprop="url">
+              
+                <span itemprop="name">大连市2016年空气质量数据可视化~</span>
+              
+            </a>
+        
+      </h2>
+
+      <div class="post-meta">
+        <time class="post-time" itemprop="dateCreated"
+              datetime="2017-08-30T19:15:45+08:00"
+              content="2017-08-30" >
+          08-30
+        </time>
+      </div>
+
+    </header>
+  </article>
+
+
+
+    
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@@ -664,43 +701,6 @@ <h2 class="post-title">
 
     
 
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-              
-                <span itemprop="name">给R语言初学者的几个建议~</span>
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-        
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-        <time class="post-time" itemprop="dateCreated"
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-      </div>
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-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
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diff --git a/archives/2017/page/2/index.html b/archives/2017/page/2/index.html
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--- a/archives/2017/page/2/index.html
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@@ -321,7 +321,7 @@
       
        
         
-      很好! 目前共计 83 篇日志。 继续努力。
+      很好! 目前共计 84 篇日志。 继续努力。
     </span>
 
     
@@ -340,6 +340,43 @@ <h2 class="archive-year motion-element" id="archive-year-2017">2017</h2>
 
       
 
+  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
+    <header class="post-header">
+
+      <h2 class="post-title">
+        
+            <a class="post-title-link" href="/2017/07/14/给R语言初学者的几个建议/" itemprop="url">
+              
+                <span itemprop="name">给R语言初学者的几个建议~</span>
+              
+            </a>
+        
+      </h2>
+
+      <div class="post-meta">
+        <time class="post-time" itemprop="dateCreated"
+              datetime="2017-07-14T19:38:19+08:00"
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+          07-14
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+      </div>
+
+    </header>
+  </article>
+
+
+
+    
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+      
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+      
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+
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@@ -664,43 +701,6 @@ <h2 class="post-title">
 
     
 
-      
-      
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-    <header class="post-header">
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-      <h2 class="post-title">
-        
-            <a class="post-title-link" href="/2017/06/29/重要的是图表思维，而不是工具/" itemprop="url">
-              
-                <span itemprop="name">重要的是图表思维，而不是工具</span>
-              
-            </a>
-        
-      </h2>
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-          06-29
-        </time>
-      </div>
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-    </header>
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-    
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   </section>
 
   
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             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
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               </a>
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@@ -882,7 +882,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
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diff --git a/archives/2017/page/3/index.html b/archives/2017/page/3/index.html
index 0c9ff878..1e6ba8d2 100644
--- a/archives/2017/page/3/index.html
+++ b/archives/2017/page/3/index.html
@@ -321,7 +321,7 @@
       
        
         
-      很好! 目前共计 83 篇日志。 继续努力。
+      很好! 目前共计 84 篇日志。 继续努力。
     </span>
 
     
@@ -340,6 +340,43 @@ <h2 class="archive-year motion-element" id="archive-year-2017">2017</h2>
 
       
 
+  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
+    <header class="post-header">
+
+      <h2 class="post-title">
+        
+            <a class="post-title-link" href="/2017/06/29/重要的是图表思维，而不是工具/" itemprop="url">
+              
+                <span itemprop="name">重要的是图表思维，而不是工具</span>
+              
+            </a>
+        
+      </h2>
+
+      <div class="post-meta">
+        <time class="post-time" itemprop="dateCreated"
+              datetime="2017-06-29T11:49:43+08:00"
+              content="2017-06-29" >
+          06-29
+        </time>
+      </div>
+
+    </header>
+  </article>
+
+
+
+    
+
+      
+      
+      
+
+      
+      
+
+      
+
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@@ -664,43 +701,6 @@ <h2 class="post-title">
 
     
 
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-              
-                <span itemprop="name">R语言可视化——多图层叠加（离散颜色填充与气泡图综合运用）</span>
-              
-            </a>
-        
-      </h2>
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-              datetime="2017-06-21T19:35:53+08:00"
-              content="2017-06-21" >
-          06-21
-        </time>
-      </div>
-
-    </header>
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@@ -751,7 +751,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
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@@ -882,7 +882,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
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diff --git a/archives/2017/page/4/index.html b/archives/2017/page/4/index.html
index e5bf6639..817cb37c 100644
--- a/archives/2017/page/4/index.html
+++ b/archives/2017/page/4/index.html
@@ -321,7 +321,7 @@
       
        
         
-      很好! 目前共计 83 篇日志。 继续努力。
+      很好! 目前共计 84 篇日志。 继续努力。
     </span>
 
     
@@ -340,6 +340,43 @@ <h2 class="archive-year motion-element" id="archive-year-2017">2017</h2>
 
       
 
+  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
+    <header class="post-header">
+
+      <h2 class="post-title">
+        
+            <a class="post-title-link" href="/2017/06/21/R语言可视化——多图层叠加（离散颜色填充与气泡图综合运用）/" itemprop="url">
+              
+                <span itemprop="name">R语言可视化——多图层叠加（离散颜色填充与气泡图综合运用）</span>
+              
+            </a>
+        
+      </h2>
+
+      <div class="post-meta">
+        <time class="post-time" itemprop="dateCreated"
+              datetime="2017-06-21T19:35:53+08:00"
+              content="2017-06-21" >
+          06-21
+        </time>
+      </div>
+
+    </header>
+  </article>
+
+
+
+    
+
+      
+      
+      
+
+      
+      
+
+      
+
   <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
     <header class="post-header">
 
@@ -664,43 +701,6 @@ <h2 class="post-title">
 
     
 
-      
-      
-      
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-      
-      
-
-      
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-              
-                <span itemprop="name">R语言可视化——图表排版之一页多图</span>
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-            </a>
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-      <div class="post-meta">
-        <time class="post-time" itemprop="dateCreated"
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-              content="2017-06-17" >
-          06-17
-        </time>
-      </div>
-
-    </header>
-  </article>
-
-
-
-    
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   </section>
 
   
@@ -751,7 +751,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
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@@ -882,7 +882,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
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diff --git a/archives/2017/page/5/index.html b/archives/2017/page/5/index.html
index c4e283ec..ccddb606 100644
--- a/archives/2017/page/5/index.html
+++ b/archives/2017/page/5/index.html
@@ -321,7 +321,7 @@
       
        
         
-      很好! 目前共计 83 篇日志。 继续努力。
+      很好! 目前共计 84 篇日志。 继续努力。
     </span>
 
     
@@ -340,6 +340,43 @@ <h2 class="archive-year motion-element" id="archive-year-2017">2017</h2>
 
       
 
+  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
+    <header class="post-header">
+
+      <h2 class="post-title">
+        
+            <a class="post-title-link" href="/2017/06/17/R语言可视化——图表排版之一页多图/" itemprop="url">
+              
+                <span itemprop="name">R语言可视化——图表排版之一页多图</span>
+              
+            </a>
+        
+      </h2>
+
+      <div class="post-meta">
+        <time class="post-time" itemprop="dateCreated"
+              datetime="2017-06-17T09:13:47+08:00"
+              content="2017-06-17" >
+          06-17
+        </time>
+      </div>
+
+    </header>
+  </article>
+
+
+
+    
+
+      
+      
+      
+
+      
+      
+
+      
+
   <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
     <header class="post-header">
 
@@ -664,43 +701,6 @@ <h2 class="post-title">
 
     
 
-      
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-      
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-      
-      
-
-      
-
-  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
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-              
-                <span itemprop="name">R预设配色系统及自定义色板</span>
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-            </a>
-        
-      </h2>
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-        <time class="post-time" itemprop="dateCreated"
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-          06-11
-        </time>
-      </div>
-
-    </header>
-  </article>
-
-
-
-    
-
   </section>
 
   
@@ -751,7 +751,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
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@@ -882,7 +882,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git a/archives/2017/page/6/index.html b/archives/2017/page/6/index.html
index c7ab054d..026a783c 100644
--- a/archives/2017/page/6/index.html
+++ b/archives/2017/page/6/index.html
@@ -321,7 +321,7 @@
       
        
         
-      很好! 目前共计 83 篇日志。 继续努力。
+      很好! 目前共计 84 篇日志。 继续努力。
     </span>
 
     
@@ -340,6 +340,43 @@ <h2 class="archive-year motion-element" id="archive-year-2017">2017</h2>
 
       
 
+  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
+    <header class="post-header">
+
+      <h2 class="post-title">
+        
+            <a class="post-title-link" href="/2017/06/11/R预设配色系统及自定义色板/" itemprop="url">
+              
+                <span itemprop="name">R预设配色系统及自定义色板</span>
+              
+            </a>
+        
+      </h2>
+
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+        <time class="post-time" itemprop="dateCreated"
+              datetime="2017-06-11T21:11:15+08:00"
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+          06-11
+        </time>
+      </div>
+
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+
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-              
-                <span itemprop="name">Leaflet在线地图进阶宝典——json素材操纵与图层面板控制</span>
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               <a href="/archives">
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+                <span class="site-state-item-count">84</span>
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@@ -882,7 +882,7 @@ <h2 class="post-title">
 
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-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
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diff --git a/archives/2017/page/7/index.html b/archives/2017/page/7/index.html
index 24a7858f..25b59934 100644
--- a/archives/2017/page/7/index.html
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@@ -321,7 +321,7 @@
       
        
         
-      很好! 目前共计 83 篇日志。 继续努力。
+      很好! 目前共计 84 篇日志。 继续努力。
     </span>
 
     
@@ -340,6 +340,43 @@ <h2 class="archive-year motion-element" id="archive-year-2017">2017</h2>
 
       
 
+  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
+    <header class="post-header">
+
+      <h2 class="post-title">
+        
+            <a class="post-title-link" href="/2017/06/05/Leaflet在线地图进阶宝典——json素材操纵与图层面板控制/" itemprop="url">
+              
+                <span itemprop="name">Leaflet在线地图进阶宝典——json素材操纵与图层面板控制</span>
+              
+            </a>
+        
+      </h2>
+
+      <div class="post-meta">
+        <time class="post-time" itemprop="dateCreated"
+              datetime="2017-06-05T21:52:37+08:00"
+              content="2017-06-05" >
+          06-05
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+      </div>
+
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@@ -664,43 +701,6 @@ <h2 class="post-title">
 
     
 
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-              
-                <span itemprop="name">R语言可视化——ggplot绘制中心密度辐射图</span>
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@@ -882,7 +882,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
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diff --git a/archives/2017/page/8/index.html b/archives/2017/page/8/index.html
index 32354ed9..2fc95e1e 100644
--- a/archives/2017/page/8/index.html
+++ b/archives/2017/page/8/index.html
@@ -321,7 +321,7 @@
       
        
         
-      很好! 目前共计 83 篇日志。 继续努力。
+      很好! 目前共计 84 篇日志。 继续努力。
     </span>
 
     
@@ -340,6 +340,43 @@ <h2 class="archive-year motion-element" id="archive-year-2017">2017</h2>
 
       
 
+  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
+    <header class="post-header">
+
+      <h2 class="post-title">
+        
+            <a class="post-title-link" href="/2017/05/30/R语言可视化——ggplot绘制中心密度辐射图/" itemprop="url">
+              
+                <span itemprop="name">R语言可视化——ggplot绘制中心密度辐射图</span>
+              
+            </a>
+        
+      </h2>
+
+      <div class="post-meta">
+        <time class="post-time" itemprop="dateCreated"
+              datetime="2017-05-30T16:05:43+08:00"
+              content="2017-05-30" >
+          05-30
+        </time>
+      </div>
+
+    </header>
+  </article>
+
+
+
+    
+
+      
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+
   <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
     <header class="post-header">
 
@@ -664,43 +701,6 @@ <h2 class="post-title">
 
     
 
-      
-      
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-      
-
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-  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
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-              
-                <span itemprop="name">实习僧招聘网招聘信息爬虫数据可视化</span>
-              
-            </a>
-        
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-          05-25
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   </section>
 
   
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             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
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               </a>
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@@ -882,7 +882,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
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diff --git a/archives/2017/page/9/index.html b/archives/2017/page/9/index.html
index 6f58dba5..c702b9c1 100644
--- a/archives/2017/page/9/index.html
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@@ -321,7 +321,7 @@
       
        
         
-      很好! 目前共计 83 篇日志。 继续努力。
+      很好! 目前共计 84 篇日志。 继续努力。
     </span>
 
     
@@ -340,6 +340,43 @@ <h2 class="archive-year motion-element" id="archive-year-2017">2017</h2>
 
       
 
+  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
+    <header class="post-header">
+
+      <h2 class="post-title">
+        
+            <a class="post-title-link" href="/2017/05/25/实习僧招聘网招聘信息爬虫数据可视化/" itemprop="url">
+              
+                <span itemprop="name">实习僧招聘网招聘信息爬虫数据可视化</span>
+              
+            </a>
+        
+      </h2>
+
+      <div class="post-meta">
+        <time class="post-time" itemprop="dateCreated"
+              datetime="2017-05-25T16:51:59+08:00"
+              content="2017-05-25" >
+          05-25
+        </time>
+      </div>
+
+    </header>
+  </article>
+
+
+
+    
+
+      
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+      
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+      
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   <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
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@@ -492,7 +529,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
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@@ -623,7 +660,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git a/archives/index.html b/archives/index.html
index 17cda6bc..b7c3425b 100644
--- a/archives/index.html
+++ b/archives/index.html
@@ -321,7 +321,7 @@
       
        
         
-      很好! 目前共计 83 篇日志。 继续努力。
+      很好! 目前共计 84 篇日志。 继续努力。
     </span>
 
     
@@ -340,6 +340,43 @@ <h2 class="archive-year motion-element" id="archive-year-2017">2017</h2>
 
       
 
+  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
+    <header class="post-header">
+
+      <h2 class="post-title">
+        
+            <a class="post-title-link" href="/2017/08/30/大连市2016年空气质量数据可视化/" itemprop="url">
+              
+                <span itemprop="name">大连市2016年空气质量数据可视化~</span>
+              
+            </a>
+        
+      </h2>
+
+      <div class="post-meta">
+        <time class="post-time" itemprop="dateCreated"
+              datetime="2017-08-30T19:15:45+08:00"
+              content="2017-08-30" >
+          08-30
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+      </div>
+
+    </header>
+  </article>
+
+
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+    
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@@ -664,43 +701,6 @@ <h2 class="post-title">
 
     
 
-      
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-            <a class="post-title-link" href="/2017/07/14/给R语言初学者的几个建议/" itemprop="url">
-              
-                <span itemprop="name">给R语言初学者的几个建议~</span>
-              
-            </a>
-        
-      </h2>
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-        <time class="post-time" itemprop="dateCreated"
-              datetime="2017-07-14T19:38:19+08:00"
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-          07-14
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-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
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@@ -882,7 +882,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git a/archives/page/2/index.html b/archives/page/2/index.html
index 6c24ab90..0fce6cf2 100644
--- a/archives/page/2/index.html
+++ b/archives/page/2/index.html
@@ -321,7 +321,7 @@
       
        
         
-      很好! 目前共计 83 篇日志。 继续努力。
+      很好! 目前共计 84 篇日志。 继续努力。
     </span>
 
     
@@ -340,6 +340,43 @@ <h2 class="archive-year motion-element" id="archive-year-2017">2017</h2>
 
       
 
+  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
+    <header class="post-header">
+
+      <h2 class="post-title">
+        
+            <a class="post-title-link" href="/2017/07/14/给R语言初学者的几个建议/" itemprop="url">
+              
+                <span itemprop="name">给R语言初学者的几个建议~</span>
+              
+            </a>
+        
+      </h2>
+
+      <div class="post-meta">
+        <time class="post-time" itemprop="dateCreated"
+              datetime="2017-07-14T19:38:19+08:00"
+              content="2017-07-14" >
+          07-14
+        </time>
+      </div>
+
+    </header>
+  </article>
+
+
+
+    
+
+      
+      
+      
+
+      
+      
+
+      
+
   <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
     <header class="post-header">
 
@@ -664,43 +701,6 @@ <h2 class="post-title">
 
     
 
-      
-      
-      
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-
-      
-
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-            <a class="post-title-link" href="/2017/06/29/重要的是图表思维，而不是工具/" itemprop="url">
-              
-                <span itemprop="name">重要的是图表思维，而不是工具</span>
-              
-            </a>
-        
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-          06-29
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-    </header>
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   </section>
 
   
@@ -751,7 +751,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
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@@ -882,7 +882,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git a/archives/page/3/index.html b/archives/page/3/index.html
index 1a0d45ef..b3d3e605 100644
--- a/archives/page/3/index.html
+++ b/archives/page/3/index.html
@@ -321,7 +321,7 @@
       
        
         
-      很好! 目前共计 83 篇日志。 继续努力。
+      很好! 目前共计 84 篇日志。 继续努力。
     </span>
 
     
@@ -340,6 +340,43 @@ <h2 class="archive-year motion-element" id="archive-year-2017">2017</h2>
 
       
 
+  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
+    <header class="post-header">
+
+      <h2 class="post-title">
+        
+            <a class="post-title-link" href="/2017/06/29/重要的是图表思维，而不是工具/" itemprop="url">
+              
+                <span itemprop="name">重要的是图表思维，而不是工具</span>
+              
+            </a>
+        
+      </h2>
+
+      <div class="post-meta">
+        <time class="post-time" itemprop="dateCreated"
+              datetime="2017-06-29T11:49:43+08:00"
+              content="2017-06-29" >
+          06-29
+        </time>
+      </div>
+
+    </header>
+  </article>
+
+
+
+    
+
+      
+      
+      
+
+      
+      
+
+      
+
   <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
     <header class="post-header">
 
@@ -664,43 +701,6 @@ <h2 class="post-title">
 
     
 
-      
-      
-      
-
-      
-      
-
-      
-
-  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
-    <header class="post-header">
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-            <a class="post-title-link" href="/2017/06/21/R语言可视化——多图层叠加（离散颜色填充与气泡图综合运用）/" itemprop="url">
-              
-                <span itemprop="name">R语言可视化——多图层叠加（离散颜色填充与气泡图综合运用）</span>
-              
-            </a>
-        
-      </h2>
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-        <time class="post-time" itemprop="dateCreated"
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-          06-21
-        </time>
-      </div>
-
-    </header>
-  </article>
-
-
-
-    
-
   </section>
 
   
@@ -751,7 +751,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -882,7 +882,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git a/archives/page/4/index.html b/archives/page/4/index.html
index 30915822..306e3c0a 100644
--- a/archives/page/4/index.html
+++ b/archives/page/4/index.html
@@ -321,7 +321,7 @@
       
        
         
-      很好! 目前共计 83 篇日志。 继续努力。
+      很好! 目前共计 84 篇日志。 继续努力。
     </span>
 
     
@@ -340,6 +340,43 @@ <h2 class="archive-year motion-element" id="archive-year-2017">2017</h2>
 
       
 
+  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
+    <header class="post-header">
+
+      <h2 class="post-title">
+        
+            <a class="post-title-link" href="/2017/06/21/R语言可视化——多图层叠加（离散颜色填充与气泡图综合运用）/" itemprop="url">
+              
+                <span itemprop="name">R语言可视化——多图层叠加（离散颜色填充与气泡图综合运用）</span>
+              
+            </a>
+        
+      </h2>
+
+      <div class="post-meta">
+        <time class="post-time" itemprop="dateCreated"
+              datetime="2017-06-21T19:35:53+08:00"
+              content="2017-06-21" >
+          06-21
+        </time>
+      </div>
+
+    </header>
+  </article>
+
+
+
+    
+
+      
+      
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-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
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diff --git a/archives/page/5/index.html b/archives/page/5/index.html
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-      很好! 目前共计 83 篇日志。 继续努力。
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+                <span itemprop="name">R语言可视化——图表排版之一页多图</span>
+              
+            </a>
+        
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+
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+        </time>
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@@ -321,7 +321,7 @@
       
        
         
-      很好! 目前共计 83 篇日志。 继续努力。
+      很好! 目前共计 84 篇日志。 继续努力。
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+        
+            <a class="post-title-link" href="/2017/06/11/R预设配色系统及自定义色板/" itemprop="url">
+              
+                <span itemprop="name">R预设配色系统及自定义色板</span>
+              
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+
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+      </div>
+
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-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
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               </a>
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-  <span class="post-count">博客全站共126.2k字</span>
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diff --git a/archives/page/7/index.html b/archives/page/7/index.html
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-      很好! 目前共计 83 篇日志。 继续努力。
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+    <header class="post-header">
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+              
+                <span itemprop="name">Leaflet在线地图进阶宝典——json素材操纵与图层面板控制</span>
+              
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+        
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+
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+        </time>
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-  <span class="post-count">博客全站共126.2k字</span>
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@@ -321,7 +321,7 @@
       
        
         
-      很好! 目前共计 83 篇日志。 继续努力。
+      很好! 目前共计 84 篇日志。 继续努力。
     </span>
 
     
@@ -340,6 +340,43 @@ <h2 class="archive-year motion-element" id="archive-year-2017">2017</h2>
 
       
 
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+    <header class="post-header">
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+        
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+              
+                <span itemprop="name">R语言可视化——ggplot绘制中心密度辐射图</span>
+              
+            </a>
+        
+      </h2>
+
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+        <time class="post-time" itemprop="dateCreated"
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+              content="2017-05-30" >
+          05-30
+        </time>
+      </div>
+
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+  </article>
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-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -882,7 +882,7 @@ <h2 class="post-title">
 
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   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
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@@ -321,7 +321,7 @@
       
        
         
-      很好! 目前共计 83 篇日志。 继续努力。
+      很好! 目前共计 84 篇日志。 继续努力。
     </span>
 
     
@@ -340,6 +340,43 @@ <h2 class="archive-year motion-element" id="archive-year-2017">2017</h2>
 
       
 
+  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
+    <header class="post-header">
+
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+        
+            <a class="post-title-link" href="/2017/05/25/实习僧招聘网招聘信息爬虫数据可视化/" itemprop="url">
+              
+                <span itemprop="name">实习僧招聘网招聘信息爬虫数据可视化</span>
+              
+            </a>
+        
+      </h2>
+
+      <div class="post-meta">
+        <time class="post-time" itemprop="dateCreated"
+              datetime="2017-05-25T16:51:59+08:00"
+              content="2017-05-25" >
+          05-25
+        </time>
+      </div>
+
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+  </article>
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-                <span class="site-state-item-count">83</span>
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                 <span class="site-state-item-name">日志</span>
               </a>
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+  <span class="post-count">博客全站共127.9k字</span>
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diff --git a/atom.xml b/atom.xml
index 99210cc8..0b753c72 100644
--- a/atom.xml
+++ b/atom.xml
@@ -5,7 +5,7 @@
   <link href="/atom.xml" rel="self"/>
   
   <link href="http://www.raindu.com/"/>
-  <updated>2017-08-29T12:23:20.076Z</updated>
+  <updated>2017-08-30T11:30:35.404Z</updated>
   <id>http://www.raindu.com/</id>
   
   <author>
@@ -15,6 +15,79 @@
   
   <generator uri="http://hexo.io/">Hexo</generator>
   
+  <entry>
+    <title>大连市2016年空气质量数据可视化~</title>
+    <link href="http://www.raindu.com/2017/08/30/%E5%A4%A7%E8%BF%9E%E5%B8%822016%E5%B9%B4%E7%A9%BA%E6%B0%94%E8%B4%A8%E9%87%8F%E6%95%B0%E6%8D%AE%E5%8F%AF%E8%A7%86%E5%8C%96/"/>
+    <id>http://www.raindu.com/2017/08/30/大连市2016年空气质量数据可视化/</id>
+    <published>2017-08-30T11:15:45.000Z</published>
+    <updated>2017-08-30T11:30:35.404Z</updated>
+    
+    <content type="html"><![CDATA[<p><img src="http://oqdvmreg2.bkt.clouddn.com/dalianweather/image2.png" alt=""></p>
+<p>前几天发现了一个很有趣的包——openair，可以将年度时间序列刻画成周年日历热图，感觉这种形式非常适合用于呈现年度空气质量可视化，所以抓空爬了一些大连市2016年年度空气质量数据拿来玩玩，目标网站网页结构比较简单，爬取过程很轻松，界面部分很规律，感觉这个代码可以作为模板用，感兴趣的小伙伴儿可以试着玩一玩！</p>
+<p>###数据准备<br><a id="more"></a></p>
+<figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div><div class="line">6</div><div class="line">7</div><div class="line">8</div><div class="line">9</div><div class="line">10</div></pre></td><td class="code"><pre><div class="line"><span class="keyword">library</span>(RCurl)</div><div class="line"><span class="keyword">library</span>(XML)</div><div class="line"><span class="keyword">library</span>(dplyr)</div><div class="line"><span class="keyword">library</span>(ggplot2)</div><div class="line"><span class="keyword">library</span>(stringr)</div><div class="line"><span class="keyword">library</span>(rvest)</div><div class="line"><span class="keyword">library</span>(lubridate)</div><div class="line"><span class="keyword">library</span>(<span class="string">"DT"</span>)</div><div class="line"><span class="keyword">library</span>(openair)</div><div class="line"><span class="keyword">library</span>(ggplot2)</div></pre></td></tr></table></figure>
+<p>###数据爬取过程：</p>
+<p>构造月度url地址（网站是按照月度数据存储的，需要按月爬取）<br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div><div class="line">6</div><div class="line">7</div><div class="line">8</div></pre></td><td class="code"><pre><div class="line">urlbase&lt;-<span class="string">"https://www.aqistudy.cn/historydata/"</span></div><div class="line">url&lt;-<span class="string">"https://www.aqistudy.cn/historydata/monthdata.php?city=大连"</span></div><div class="line">rd &lt;- getURL(url,.encoding=<span class="string">"UTF-8"</span>)</div><div class="line">rdhtml &lt;- htmlParse(rd,encoding=<span class="string">"UTF-8"</span>)</div><div class="line">otherpage&lt;-getNodeSet(rdhtml,<span class="string">"//a"</span>)</div><div class="line">allurl&lt;-laply(otherpage,xmlGetAttr,name=<span class="string">'href'</span>)%&gt;%grep(<span class="string">"2016"</span>,.,value=<span class="literal">T</span>)%&gt;%sub(<span class="string">"麓贸脕卢"</span>,<span class="string">"大连"</span>,.)</div><div class="line"><span class="comment">#以上还是编码出了问题，不知道那个乱码是什么鬼！只能强行替换了！</span></div><div class="line">allurl&lt;-paste0(urlbase,allurl)</div></pre></td></tr></table></figure></p>
+<p>以上过程也可先通过观察大连市的月度空气质量url地址规律，然后通过paste函数直接生成。</p>
+<figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div></pre></td><td class="code"><pre><div class="line">allurl&lt;-paste0(<span class="string">"https://www.aqistudy.cn/historydata/daydata.php?city=大连&amp;month="</span>,<span class="number">201601</span>:<span class="number">201612</span>)</div></pre></td></tr></table></figure>
+<p>这是简单粗暴的方式，但是不保证任何网址都可以使用</p>
+<p>先写完一个看下具体情况</p>
+<figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div></pre></td><td class="code"><pre><div class="line">tbls&lt;-read_html(allurl[<span class="number">1</span>],encoding=<span class="string">"utf-8"</span>)%&gt;%html_table(.,header=<span class="literal">TRUE</span>,trim=<span class="literal">TRUE</span>);tbls&lt;-tbls[[<span class="number">1</span>]]</div></pre></td></tr></table></figure>
+<p>编写单次爬取函数，使用for循环遍历网址进行数据获取（原谅我又用了for循环）<br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div><div class="line">6</div><div class="line">7</div><div class="line">8</div><div class="line">9</div></pre></td><td class="code"><pre><div class="line">mytable&lt;-data.frame()</div><div class="line"><span class="keyword">for</span> (i <span class="keyword">in</span> allurl)&#123;</div><div class="line">Sys.sleep(sample(<span class="number">1</span>:<span class="number">5</span>,<span class="number">1</span>))</div><div class="line">fun&lt;-<span class="keyword">function</span>(m)&#123;</div><div class="line">table&lt;-read_html(m,encoding=<span class="string">"utf-8"</span>)%&gt;%html_table(.,header=<span class="literal">TRUE</span>,trim=<span class="literal">TRUE</span>)</div><div class="line">table&lt;-table[[<span class="number">1</span>]]</div><div class="line">&#125;</div><div class="line">mytable&lt;-rbind(mytable,fun(i))</div><div class="line">&#125;</div></pre></td></tr></table></figure></p>
+<p>使用动态表格查看数据<br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div></pre></td><td class="code"><pre><div class="line">datatable(mytable)</div></pre></td></tr></table></figure></p>
+<p><img src="http://oqdvmreg2.bkt.clouddn.com/dalianweather/image1.jpg" alt=""></p>
+<blockquote>
+<p>备份一份数据，以防原数据损坏<br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div></pre></td><td class="code"><pre><div class="line">mytableb&lt;-mytable</div></pre></td></tr></table></figure></p>
+</blockquote>
+<p>###调整时间变量<br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div></pre></td><td class="code"><pre><div class="line">mytable$日期&lt;-as.Date(mytable$日期);names(mytable)[<span class="number">1</span>]&lt;-<span class="string">"date"</span></div></pre></td></tr></table></figure></p>
+<p><strong>AQI指数年度分布日力图</strong><br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div></pre></td><td class="code"><pre><div class="line">calendarPlot(mytable,pollutant=<span class="string">"AQI"</span>,year=<span class="number">2016</span>)</div></pre></td></tr></table></figure></p>
+<p><img src="http://oqdvmreg2.bkt.clouddn.com/dalianweather/image2.jpg" alt=""></p>
+<p><strong>PM2.5指数年度分布日力图</strong><br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div></pre></td><td class="code"><pre><div class="line">calendarPlot(mytable,pollutant=<span class="string">"PM2.5"</span>,year=<span class="number">2016</span>)</div></pre></td></tr></table></figure></p>
+<p><img src="http://oqdvmreg2.bkt.clouddn.com/dalianweather/image3.jpg" alt=""></p>
+<p>###使用ggplot函数制作同样的日力图<br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div></pre></td><td class="code"><pre><div class="line">dat &lt;- mytable</div></pre></td></tr></table></figure></p>
+<p>这次使用lubridate包来处理时间日期变量（超级好用）<br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div><div class="line">6</div></pre></td><td class="code"><pre><div class="line">dat$month&lt;-as.numeric(as.POSIXlt(dat$date)$mon+<span class="number">1</span>)</div><div class="line">dat$monthf&lt;-factor(dat$month,levels=as.character(<span class="number">1</span>:<span class="number">12</span>),labels=c(<span class="string">"Jan"</span>,<span class="string">"Feb"</span>,<span class="string">"Mar"</span>,<span class="string">"Apr"</span>,<span class="string">"May"</span>,<span class="string">"Jun"</span>,<span class="string">"Jul"</span>,<span class="string">"Aug"</span>,<span class="string">"Sep"</span>,<span class="string">"Oct"</span>,<span class="string">"Nov"</span>,<span class="string">"Dec"</span>),ordered=<span class="literal">TRUE</span>)</div><div class="line">dat$weekday&lt;-as.POSIXlt(dat$date)$wday</div><div class="line">dat$weekdayf&lt;-factor(dat$weekday,levels=rev(<span class="number">0</span>:<span class="number">6</span>),labels=rev(c(<span class="string">"Sun"</span>,<span class="string">"Mon"</span>,<span class="string">"Tue"</span>,<span class="string">"Wed"</span>,<span class="string">"Thu"</span>,<span class="string">"Fri"</span>,<span class="string">"Sat"</span>)),ordered=<span class="literal">TRUE</span>)</div><div class="line">dat$week &lt;- as.numeric(format(dat$date,<span class="string">"%W"</span>))</div><div class="line">dat&lt;-ddply(dat,.(monthf),transform,monthweek=<span class="number">1</span>+week-min(week))</div></pre></td></tr></table></figure></p>
+<p><strong>AQI指数为污染级别以上的天数分布</strong><br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div><div class="line">6</div><div class="line">7</div></pre></td><td class="code"><pre><div class="line">windowsFonts(myFont = windowsFont(<span class="string">"微软雅黑"</span>))</div><div class="line">ggplot(dat,aes(monthweek,weekdayf,fill=AQI))+</div><div class="line">  geom_tile(colour=<span class="string">'white'</span>) +</div><div class="line">  facet_wrap(~monthf ,nrow=<span class="number">3</span>) +</div><div class="line">  scale_fill_gradient(space=<span class="string">"Lab"</span>,limits=c(<span class="number">100</span>, max(dat$AQI)),low=<span class="string">"yellow"</span>, high=<span class="string">"red"</span>) +</div><div class="line">  labs(title=<span class="string">"大连市2016年空气日历热图"</span>,subtitle=<span class="string">"AQI指数为污染级别以上的天数分布（AQI&gt;=100）"</span>,x=<span class="string">"Week of Month"</span>,y=<span class="string">""</span>)+</div><div class="line">  theme(title=element_text(family=<span class="string">"myFont"</span>))</div></pre></td></tr></table></figure></p>
+<p><img src="http://oqdvmreg2.bkt.clouddn.com/dalianweather/image4.jpg" alt=""></p>
+<p><strong>PM2.5指数为污染级别以上的天数分布</strong><br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div><div class="line">6</div></pre></td><td class="code"><pre><div class="line">ggplot(dat,aes(monthweek,weekdayf,fill=PM2.5))+</div><div class="line">  geom_tile(colour=<span class="string">'white'</span>) +</div><div class="line">  facet_wrap(~monthf ,nrow=<span class="number">3</span>) +</div><div class="line">  scale_fill_gradient(space=<span class="string">"Lab"</span>,limits=c(<span class="number">75</span>, max(dat$PM2.5)),low=<span class="string">"yellow"</span>, high=<span class="string">"red"</span>) +</div><div class="line">  labs(title=<span class="string">"大连市2016年气温日历热图"</span>,subtitle=<span class="string">"PM2.5指数为污染级别以上的天数分布（PM2.5&gt;=75）"</span>,x=<span class="string">"Week of Month"</span>,y=<span class="string">""</span>)+</div><div class="line">  theme(title=element_text(family=<span class="string">"myFont"</span>))</div></pre></td></tr></table></figure></p>
+<p><img src="http://oqdvmreg2.bkt.clouddn.com/dalianweather/image5.jpg" alt=""></p>
+<p>大体来看，大连整个2016年度污染天气相对来讲，还算是挺良心的，跟帝都比起来要好很多。AQI和PM2.5在污染级别以上的天数不超过两个月。</p>
+<p>###时间维度考察</p>
+<p>接下来呢，我们做一些详细的统计工作，具体就是从时间细分维度来查看季度、月度、周度等平均AQI、PM2.5指数分布情况<br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div></pre></td><td class="code"><pre><div class="line">data3&lt;-mytable[,c(<span class="number">1</span>,<span class="number">2</span>,<span class="number">4</span>,<span class="number">5</span>)]</div><div class="line">data3&lt;-transform(data3,Quarter=quarter(date),Month=month(date),Week=week(date))</div><div class="line">data3$质量等级&lt;-factor(data3$质量等级,levels=c(<span class="string">"重度污染"</span>,<span class="string">"中度污染"</span>,<span class="string">"轻度污染"</span>,<span class="string">"良"</span>,<span class="string">"优"</span>),labels=c(<span class="string">"重度污染"</span>,<span class="string">"中度污染"</span>,<span class="string">"轻度污染"</span>,<span class="string">"良"</span>,<span class="string">"优"</span>),order=<span class="literal">T</span>)</div></pre></td></tr></table></figure></p>
+<p><strong>首选查看五个污染级别在2016年度出现的频率：</strong><br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div><div class="line">6</div><div class="line">7</div><div class="line">8</div><div class="line">9</div><div class="line">10</div><div class="line">11</div><div class="line">12</div><div class="line">13</div><div class="line">14</div><div class="line">15</div></pre></td><td class="code"><pre><div class="line">countd&lt;-count(data3$质量等级)%&gt;%arrange(.,-freq)</div><div class="line">ggplot(countd,aes(reorder(x,freq),freq))+</div><div class="line">geom_bar(fill=<span class="string">"#0C8DC4"</span>,stat=<span class="string">"identity"</span>)+</div><div class="line">coord_flip()+</div><div class="line">labs(title=<span class="string">"大连市2016年度空气质量分布"</span>,subtitle=<span class="string">"污染级别频率分布图"</span>,caption=<span class="string">"https://www.aqistudy.cn/"</span>)+</div><div class="line">geom_text(aes(label=freq),hjust=<span class="number">1</span>,colour=<span class="string">"white"</span>,size=<span class="number">8</span>)+</div><div class="line">theme_bw()+</div><div class="line">theme(</div><div class="line">      text=element_text(family=<span class="string">"myFont"</span>),</div><div class="line">      panel.border=element_blank(),</div><div class="line">      panel.grid.major=element_line(linetype=<span class="string">"dashed"</span>),</div><div class="line">      panel.grid.minor=element_blank(),</div><div class="line">      plot.caption=element_text(hjust=<span class="number">0</span>,size=<span class="number">10</span>),</div><div class="line">      axis.title=element_blank()</div><div class="line">      )</div></pre></td></tr></table></figure></p>
+<p><img src="http://oqdvmreg2.bkt.clouddn.com/dalianweather/image7.jpg" alt=""></p>
+<p><strong>基于季度空气质量平均水平分布图：</strong><br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div><div class="line">6</div><div class="line">7</div><div class="line">8</div><div class="line">9</div><div class="line">10</div><div class="line">11</div><div class="line">12</div><div class="line">13</div><div class="line">14</div></pre></td><td class="code"><pre><div class="line">Quarter&lt;-aggregate(AQI~Quarter,data=data3,FUN=mean)</div><div class="line">ggplot(Quarter,aes(reorder(Quarter,-AQI),AQI))+</div><div class="line">geom_bar(fill=<span class="string">"#0C8DC4"</span>,stat=<span class="string">"identity"</span>)+</div><div class="line">labs(title=<span class="string">"大连市2016年度空气质量分布"</span>,subtitle=<span class="string">"AQI污染指数季度指标平均分布图"</span>,caption=<span class="string">"https://www.aqistudy.cn/"</span>)+</div><div class="line">geom_text(aes(label=round(AQI)),vjust=<span class="number">1.5</span>,colour=<span class="string">"white"</span>,size=<span class="number">8</span>)+</div><div class="line">theme_bw()+</div><div class="line">theme(</div><div class="line">      text=element_text(family=<span class="string">"myFont"</span>),</div><div class="line">      panel.border=element_blank(),</div><div class="line">      panel.grid.major=element_line(linetype=<span class="string">"dashed"</span>),</div><div class="line">      panel.grid.minor=element_blank(),</div><div class="line">      plot.caption=element_text(hjust=<span class="number">0</span>,size=<span class="number">10</span>),</div><div class="line">      axis.title=element_blank()</div><div class="line">      )</div></pre></td></tr></table></figure></p>
+<p><img src="http://oqdvmreg2.bkt.clouddn.com/dalianweather/image8.jpg" alt=""></p>
+<p><strong>基于月度空气质量平均水平分布图：</strong><br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div><div class="line">6</div><div class="line">7</div><div class="line">8</div><div class="line">9</div><div class="line">10</div><div class="line">11</div><div class="line">12</div><div class="line">13</div><div class="line">14</div></pre></td><td class="code"><pre><div class="line">Month&lt;-aggregate(AQI~Month,data=data3,FUN=mean)</div><div class="line">ggplot(Month,aes(reorder(Month,-AQI),AQI))+</div><div class="line">geom_bar(fill=<span class="string">"#0C8DC4"</span>,stat=<span class="string">"identity"</span>)+</div><div class="line">labs(title=<span class="string">"大连市2016年度空气质量分布"</span>,subtitle=<span class="string">"AQI污染指数月度指标平均分布图"</span>,caption=<span class="string">"https://www.aqistudy.cn/"</span>)+</div><div class="line">geom_text(aes(label=round(AQI)),vjust=<span class="number">1.5</span>,colour=<span class="string">"white"</span>,size=<span class="number">6</span>)+</div><div class="line">theme_bw()+</div><div class="line">theme(</div><div class="line">      text=element_text(family=<span class="string">"myFont"</span>),</div><div class="line">      panel.border=element_blank(),</div><div class="line">      panel.grid.major=element_line(linetype=<span class="string">"dashed"</span>),</div><div class="line">      panel.grid.minor=element_blank(),</div><div class="line">      plot.caption=element_text(hjust=<span class="number">0</span>,size=<span class="number">10</span>),</div><div class="line">      axis.title=element_blank()</div><div class="line">      )</div></pre></td></tr></table></figure></p>
+<p><img src="http://oqdvmreg2.bkt.clouddn.com/dalianweather/image9.jpg" alt=""></p>
+<p><strong>基于月度空气质量平均水平分布图：</strong><br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div><div class="line">6</div><div class="line">7</div><div class="line">8</div><div class="line">9</div><div class="line">10</div><div class="line">11</div><div class="line">12</div><div class="line">13</div><div class="line">14</div></pre></td><td class="code"><pre><div class="line">Week&lt;-aggregate(AQI~Week,data=data3,FUN=mean)</div><div class="line">ggplot(Week,aes(factor(Week,order=<span class="literal">T</span>),AQI,group=<span class="number">1</span>))+</div><div class="line">geom_line(col=<span class="string">"#0C8DC4"</span>)+</div><div class="line">labs(title=<span class="string">"大连市2016年度空气质量分布"</span>,subtitle=<span class="string">"AQI污染指数周度指标平均分布图"</span>,caption=<span class="string">"https://www.aqistudy.cn/"</span>)+</div><div class="line">geom_text(aes(label=ifelse(Week&gt;<span class="number">100</span>,Week,<span class="string">""</span>)),vjust=<span class="number">1.5</span>,colour=<span class="string">"white"</span>,size=<span class="number">6</span>)+</div><div class="line">theme_bw()+</div><div class="line">theme(</div><div class="line">      text=element_text(family=<span class="string">"myFont"</span>),</div><div class="line">      panel.border=element_blank(),</div><div class="line">      panel.grid.major=element_line(linetype=<span class="string">"dashed"</span>),</div><div class="line">      panel.grid.minor=element_blank(),</div><div class="line">      plot.caption=element_text(hjust=<span class="number">0</span>,size=<span class="number">10</span>),</div><div class="line">      axis.title=element_blank()</div><div class="line">      )</div></pre></td></tr></table></figure></p>
+<p><img src="http://oqdvmreg2.bkt.clouddn.com/dalianweather/image10.jpg" alt=""></p>
+<p>从以上周度AQI平均指标上来看，大连市2016年度的周度平均AQI指数大部分周都在100以下，看到这个感觉生活在大连还是蛮幸福的，看着北上的小伙伴儿隔三差五的在朋友圈晒人间仙境也是一件很有趣的事哈哈！</p>
+<hr>
+<p><strong>联系方式：</strong><br>wechat：ljty1991<br>Mail:578708965@qq.com<br>个人公众号：数据小魔方（datamofang）<br>团队公众号：EasyCharts<br>qq交流群：[魔方学院]298236508</p>
+<p><strong>个人简介：</strong><br><strong><em>杜雨</em></strong><br>财经专业研究僧；<br>伪数据可视化达人；<br>文科背景的编程小白；<br>喜欢研究商务图表与地理信息数据可视化，爱倒腾PowerBI、SAP DashBoard、Tableau、R ggplot2、Think-cell chart等诸如此类的数据可视化软件，创建并运营微信公众号“数据小魔方”。<br>Mail:578708965@qq.com </p>
+<hr>
+<p><strong>备注信息：</strong><br><a rel="external" href="http://creativecommons.org/licenses/by-nc/4.0/" target="_blank"><img alt="知识共享许可协议" style="border-width:0" src="https://i.creativecommons.org/l/by-nc/4.0/88x31.png"></a><br>本作品采用<a rel="external" href="http://creativecommons.org/licenses/by-nc/4.0/" target="_blank">知识共享署名-非商业性使用 4.0 国际许可协议</a></p>
+]]></content>
+    
+    <summary type="html">
+    
+      &lt;p&gt;&lt;img src=&quot;http://oqdvmreg2.bkt.clouddn.com/dalianweather/image2.png&quot; alt=&quot;&quot;&gt;&lt;/p&gt;
+&lt;p&gt;前几天发现了一个很有趣的包——openair，可以将年度时间序列刻画成周年日历热图，感觉这种形式非常适合用于呈现年度空气质量可视化，所以抓空爬了一些大连市2016年年度空气质量数据拿来玩玩，目标网站网页结构比较简单，爬取过程很轻松，界面部分很规律，感觉这个代码可以作为模板用，感兴趣的小伙伴儿可以试着玩一玩！&lt;/p&gt;
+&lt;p&gt;###数据准备&lt;br&gt;
+    
+    </summary>
+    
+      <category term="数据可视化" scheme="http://www.raindu.com/categories/%E6%95%B0%E6%8D%AE%E5%8F%AF%E8%A7%86%E5%8C%96/"/>
+    
+    
+      <category term="R语言" scheme="http://www.raindu.com/tags/R%E8%AF%AD%E8%A8%80/"/>
+    
+      <category term="数据可视化" scheme="http://www.raindu.com/tags/%E6%95%B0%E6%8D%AE%E5%8F%AF%E8%A7%86%E5%8C%96/"/>
+    
+      <category term="ggplot2" scheme="http://www.raindu.com/tags/ggplot2/"/>
+    
+  </entry>
+  
   <entry>
     <title>一篇文章揭开office配色模板的的神秘面纱~</title>
     <link href="http://www.raindu.com/2017/08/29/%E4%B8%80%E7%AF%87%E6%96%87%E7%AB%A0%E6%8F%AD%E5%BC%80office%E9%85%8D%E8%89%B2%E6%A8%A1%E6%9D%BF%E7%9A%84%E7%9A%84%E7%A5%9E%E7%A7%98%E9%9D%A2%E7%BA%B1/"/>
@@ -122,7 +195,7 @@
     <link href="http://www.raindu.com/2017/08/28/%E4%B8%80%E7%AF%87%E6%96%87%E7%AB%A0%E6%95%99%E4%BD%A0%E6%90%9E%E5%AE%9AJSON%E7%B4%A0%E6%9D%90%EF%BC%8C%E4%BB%8E%E6%AD%A4%E5%91%8A%E5%88%ABSHP%E6%97%B6%E4%BB%A3/"/>
     <id>http://www.raindu.com/2017/08/28/一篇文章教你搞定JSON素材，从此告别SHP时代/</id>
     <published>2017-08-28T03:59:58.000Z</published>
-    <updated>2017-08-28T04:15:18.861Z</updated>
+    <updated>2017-08-29T12:27:24.629Z</updated>
     
     <content type="html"><![CDATA[<p><img src="http://or3sddq9r.bkt.clouddn.com/json_shp/image.jpg" alt=""></p>
 <p>最近几天推送频率之所以下降了，不是因为偷懒，是在攻克一个难题~</p>
@@ -130,19 +203,16 @@
 <a id="more"></a>
 <p>现在shp的素材相比json整体都不太流行了，无论是制作成本上还是占用内存上以及与实际行政区划的更新速度上，json地图素材轻便、时效、易获取，很多网站都提供这种轻量级的数据文件。</p>
 <p>可是json文件遵循的JS语法，导入R中之后，全部被强制转化为各种嵌套的list、data.frame、array等混合体，如果没有对R数据结构很好的把握，基本看上一眼就绝望了。</p>
-<p>###json数据预览：</p>
-<p><strong>记事本打开的json数据</strong><br><img src="http://or3sddq9r.bkt.clouddn.com/json_shp/image2.jpg" alt=""></p>
+<h3 id="json数据预览："><a href="#json数据预览：" class="headerlink" title="json数据预览："></a>json数据预览：</h3><p><strong>记事本打开的json数据</strong><br><img src="http://or3sddq9r.bkt.clouddn.com/json_shp/image2.jpg" alt=""></p>
 <p><strong>R中打开的json数据</strong><br><img src="http://or3sddq9r.bkt.clouddn.com/json_shp/image3.jpg" alt=""></p>
 <p><strong>网页渲染后的json数据代码</strong><br><img src="http://or3sddq9r.bkt.clouddn.com/json_shp/image4.jpg" alt=""></p>
 <p>虽然难以理解，但是又不得不用，所以再难也得拿下~</p>
-<p>###json数据类型：</p>
-<p>这里先说明一下，Json数据格式分为两类，一类是geojson，内部的数据类型显示FeatureCollection，这种类型数据文件里面直接存储的是解码后的经纬度数据，另一类是topojson，这种类型是需要通过坐标转换后才能使用，因为每一个点不是真实经纬度，所以下载的时候一定要看清楚。</p>
+<h3 id="json数据类型："><a href="#json数据类型：" class="headerlink" title="json数据类型："></a>json数据类型：</h3><p>这里先说明一下，Json数据格式分为两类，一类是geojson，内部的数据类型显示FeatureCollection，这种类型数据文件里面直接存储的是解码后的经纬度数据，另一类是topojson，这种类型是需要通过坐标转换后才能使用，因为每一个点不是真实经纬度，所以下载的时候一定要看清楚。</p>
 <p>这里提供给大家三个网址：<br><a href="http://geojson.io/#map=7/32.064/117.268" target="_blank" rel="external">geojson.io</a></p>
 <blockquote>
 <p>以上网址自选、也可以通过导入shp数据转换格式（其中就可以将topojson转化为geojson）。<br><a href="http://mapshaper.org/" target="_blank" rel="external">mapshaper</a><br><a href="http://datav.aliyun.com/static/tools/atlas/#&amp;lat=36.416862115300304&amp;lng=117.5701904296875&amp;zoom=7" target="_blank" rel="external">datav</a></p>
 </blockquote>
-<p>###数据准备：</p>
-<p>以下过程我用两个示例展示提取json地图数据的过程：<br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div></pre></td><td class="code"><pre><div class="line"><span class="keyword">library</span>(<span class="string">"jsonlite"</span>)</div><div class="line"><span class="keyword">library</span>(<span class="string">"ggplot2"</span>)</div><div class="line"><span class="keyword">library</span>(plyr)</div><div class="line"><span class="keyword">library</span>(dplyr)</div><div class="line">setwd(<span class="string">"D:/R/mapdata/City/"</span>)</div></pre></td></tr></table></figure></p>
+<h3 id="数据准备："><a href="#数据准备：" class="headerlink" title="数据准备："></a>数据准备：</h3><p>以下过程我用两个示例展示提取json地图数据的过程：<br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div></pre></td><td class="code"><pre><div class="line"><span class="keyword">library</span>(<span class="string">"jsonlite"</span>)</div><div class="line"><span class="keyword">library</span>(<span class="string">"ggplot2"</span>)</div><div class="line"><span class="keyword">library</span>(plyr)</div><div class="line"><span class="keyword">library</span>(dplyr)</div><div class="line">setwd(<span class="string">"D:/R/mapdata/City/"</span>)</div></pre></td></tr></table></figure></p>
 <p><strong>提取济南市json地图数据：</strong><br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div></pre></td><td class="code"><pre><div class="line">json_data &lt;- fromJSON(<span class="string">"370100.json"</span>)</div><div class="line">city&lt;-json_data$features$properties</div><div class="line">names(city)[<span class="number">2</span>]&lt;-<span class="string">"code"</span></div><div class="line">city$id&lt;-<span class="number">1</span>:nrow(city)</div><div class="line">city$sale&lt;-round(rnorm(nrow(city),<span class="number">100</span>,<span class="number">20</span>),<span class="number">0</span>)</div></pre></td></tr></table></figure></p>
 <p>这里提取了济南市各区的名称、代码，并生成了虚拟指标</p>
 <p><strong>济南市各区边界点坐标：</strong><br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div><div class="line">6</div><div class="line">7</div><div class="line">8</div><div class="line">9</div><div class="line">10</div><div class="line">11</div></pre></td><td class="code"><pre><div class="line">citydata&lt;-json_data$features$geometry$coordinates</div><div class="line">mapdata&lt;-data.frame()</div><div class="line"><span class="keyword">for</span>( i <span class="keyword">in</span> <span class="number">1</span>:length(citydata))&#123;</div><div class="line">citymapdata&lt;-citydata[[i]]</div><div class="line">dim(citymapdata)=c(length(citymapdata)/<span class="number">2</span>,<span class="number">2</span>)</div><div class="line">citymapdata&lt;-data.frame(citymapdata);names(citymapdata)[<span class="number">1</span>:<span class="number">2</span>]&lt;-c(<span class="string">"lon"</span>,<span class="string">"lat"</span>)</div><div class="line">citymapdata$id&lt;-i</div><div class="line">citymapdata$group&lt;-as.numeric(paste0(i,<span class="string">"."</span>,<span class="number">1</span>))</div><div class="line">citymapdata$order&lt;-<span class="number">1</span>:dim(citymapdata)[<span class="number">1</span>]</div><div class="line">mapdata&lt;-rbind(mapdata,citymapdata)</div><div class="line">&#125;</div></pre></td></tr></table></figure></p>
@@ -1303,78 +1373,4 @@
     
   </entry>
   
-  <entry>
-    <title>重要的是图表思维，而不是工具</title>
-    <link href="http://www.raindu.com/2017/06/29/%E9%87%8D%E8%A6%81%E7%9A%84%E6%98%AF%E5%9B%BE%E8%A1%A8%E6%80%9D%E7%BB%B4%EF%BC%8C%E8%80%8C%E4%B8%8D%E6%98%AF%E5%B7%A5%E5%85%B7/"/>
-    <id>http://www.raindu.com/2017/06/29/重要的是图表思维，而不是工具/</id>
-    <published>2017-06-29T03:49:43.000Z</published>
-    <updated>2017-07-03T13:58:46.490Z</updated>
-    
-    <content type="html"><![CDATA[<p><img src="http://ory93arir.bkt.clouddn.com/tea_bump/%E5%B0%81%E9%9D%A2%E5%9B%BE.png" alt=""></p>
-<p>很久没有作图了，主要是一时找不到应该练手的案例。</p>
-<p>然后昨天逛网易数独栏目的数据新闻，看到一幅还不错的案例，对于我来说值得一试，然后就手痒给照葫芦画瓢弄出来了。（主要是其中涉及到的细节处理很麻烦）</p>
-<a id="more"></a>
-<p><img src="http://ory93arir.bkt.clouddn.com/tea_bump/image1.png" alt=""></p>
-<p>当然过程是花了些时间的，主要是需要慢慢打磨其中的细节，需要利用很多技术来处理图形版面的交接位置。</p>
-<p>令我感触最深的是，想要用ggplot2随心所欲的画图，ggplot2掌握的再熟练，也只是勉强过的了技术关，而图表背后的思维和结构更考验人，更具有挑战性。</p>
-<p>好在我学习R语言之前，就已经利用Excel临摹了大量的高难度信息图，这一点可视化素养的积累，再结合对ggplot2勤加练习获得的图感，分分钟做出一副自己喜欢的作品，已经不在话下了。</p>
-<h3 id="数据准备："><a href="#数据准备：" class="headerlink" title="数据准备："></a>数据准备：</h3><p>以下是该案例涉及到的扩展包：<br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div><div class="line">6</div><div class="line">7</div><div class="line">8</div><div class="line">9</div><div class="line">10</div></pre></td><td class="code"><pre><div class="line"><span class="keyword">library</span>(<span class="string">"plyr"</span>)</div><div class="line"><span class="keyword">library</span>(<span class="string">"tidyr"</span>)</div><div class="line"><span class="keyword">library</span>(<span class="string">"ggthemes"</span>)</div><div class="line"><span class="keyword">library</span>(<span class="string">"sca"</span>)</div><div class="line"><span class="keyword">library</span>(<span class="string">"dplyr"</span>)</div><div class="line"><span class="keyword">library</span>(<span class="string">"showtext"</span>)</div><div class="line"><span class="keyword">library</span>(<span class="string">"Cairo"</span>)</div><div class="line"><span class="keyword">library</span>(<span class="string">"grid"</span>)</div><div class="line">font.add(<span class="string">"myfont"</span>,<span class="string">"msyh.ttc"</span>)</div><div class="line">font.add(<span class="string">"myfzhzh"</span>,<span class="string">"方正正粗黑简体.TTF"</span>)</div></pre></td></tr></table></figure></p>
-<p>我把该案例切割成了两部分来做：</p>
-<p>（实际上如果放在一个图里做也是可以实现的，无非是多写一些代码罢了，但是涉及到颜色标度重复的问题，一时半会儿找不到解决方案，为了更加逼真的还原案例效果，我决定分开来做）。</p>
-<ul>
-<li>原图中的下半部分（条形图）（以下简称模块1）</li>
-<li>上半部分（堆积柱形图+连接带）（以下简称模块2）</li>
-</ul>
-<h3 id="导入数据源："><a href="#导入数据源：" class="headerlink" title="导入数据源："></a>导入数据源：</h3><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div></pre></td><td class="code"><pre><div class="line">tea_data&lt;-read.csv(<span class="string">"D:/R/File/tea_data.csv"</span>,stringsAsFactors=<span class="literal">FALSE</span>,check.names=<span class="literal">FALSE</span>)</div><div class="line">tea_data$State[<span class="number">12</span>]&lt;-<span class="string">"印度尼\n西亚"</span></div></pre></td></tr></table></figure>
-<p><img src="http://ory93arir.bkt.clouddn.com/tea_bump/image2.jpg" alt=""></p>
-<p>tea_bump是上半部分（模块2）中堆积柱形图的数据源，我没有使用传统的堆积柱形图去做，而是使用了矩形几何对象，所以数据源中需要指定X轴起始点，Y轴起始点。<br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div><div class="line">6</div><div class="line">7</div><div class="line">8</div><div class="line">9</div><div class="line">10</div><div class="line">11</div></pre></td><td class="code"><pre><div class="line">tea_bump&lt;-na.omit(tea_data[,c(<span class="string">"State"</span>,<span class="string">"Yield"</span>,<span class="string">"Ratio"</span>)])</div><div class="line">tea_bump&lt;-arrange(tea_bump,-Yield)</div><div class="line">other_Ratio&lt;-<span class="number">1</span>-sum(tea_bump$Ratio)</div><div class="line">other_Yield&lt;-sum(tea_bump$Yield)/sum(tea_bump$Ratio)-sum(tea_bump$Yield)</div><div class="line">data1&lt;-data.frame(State=<span class="string">"其他"</span>,Yield=other_Yield,Ratio=other_Ratio)</div><div class="line">tea_bump&lt;-rbind(tea_bump,data1)</div><div class="line">tea_bump$end&lt;-cumsum(tea_bump$Yield)</div><div class="line">tea_bump$start&lt;-c(<span class="number">0</span>,tea_bump$end[<span class="number">1</span>:nrow(tea_bump)-<span class="number">1</span>])</div><div class="line">tea_bump$id&lt;-<span class="number">1</span>:nrow(tea_bump)</div><div class="line">tea_bump&lt;-merge(tea_bump,tea_data[,c(<span class="string">"State"</span>,<span class="string">"Consum"</span>)],by=<span class="string">"State"</span>,all.x=<span class="literal">TRUE</span>)</div><div class="line">tea_bump&lt;-arrange(tea_bump,-Yield)</div></pre></td></tr></table></figure></p>
-<p><img src="http://ory93arir.bkt.clouddn.com/tea_bump/image3.jpg" alt=""></p>
-<p>以下是下半部分柱形图的数据源，同样我也没有使用普通的柱形图几何对象去做，而是使用了范围线图（geom_linerange），这样可以节省调整步骤，但须额外设置线的起始点。<br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div><div class="line">6</div></pre></td><td class="code"><pre><div class="line">tea_bar&lt;-tea_data[,c(<span class="string">"State"</span>,<span class="string">"Consum"</span>)]</div><div class="line">tea_bar$id&lt;-<span class="number">1</span>:nrow(tea_bar)</div><div class="line">colorpal&lt;-ifelse(tea_data$State %<span class="keyword">in</span>% tea_bump$State,<span class="string">"#B4BFB4"</span>,<span class="string">"#E5E5E5"</span>)</div><div class="line"><span class="keyword">library</span>(<span class="string">"ggplot2"</span>)</div><div class="line"><span class="keyword">library</span>(<span class="string">"showtext"</span>)</div><div class="line"><span class="keyword">library</span>(<span class="string">"Cairo"</span>)</div></pre></td></tr></table></figure></p>
-<h3 id="底部柱形图对象："><a href="#底部柱形图对象：" class="headerlink" title="底部柱形图对象："></a>底部柱形图对象：</h3><p>（因为需要拼图，所以图形对象要临时存储）<br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div><div class="line">6</div><div class="line">7</div><div class="line">8</div><div class="line">9</div><div class="line">10</div><div class="line">11</div><div class="line">12</div><div class="line">13</div><div class="line">14</div><div class="line">15</div><div class="line">16</div></pre></td><td class="code"><pre><div class="line">p1&lt;-ggplot()+</div><div class="line">geom_hline(aes(yintercept=<span class="number">1</span>:<span class="number">7</span>*<span class="number">400</span>),colour=<span class="string">"grey"</span>,linetype=<span class="number">2</span>)+</div><div class="line">geom_linerange(data=tea_bar,aes(x=id,ymin=max(tea_bar$Consum)-Consum,ymax=max(tea_bar$Consum),colour=Consum),size=<span class="number">24</span>)+</div><div class="line">geom_point(data=tea_bar,aes(x=id,y=max(tea_bar$Consum)+<span class="number">165</span>,fill=colorpal),shape=<span class="number">22</span>,colour=<span class="string">"white"</span>,size=<span class="number">37.5</span>)+</div><div class="line">geom_text(data=tea_bar,aes(x=id,y=max(tea_bar$Consum)+<span class="number">165</span>,label=State),size=<span class="number">6</span>,family=<span class="string">"myfont"</span>,vjust=<span class="number">.5</span>)+</div><div class="line">geom_text(data=tea_bar,aes(x=id,y=max(tea_bar$Consum)-Consum+<span class="number">80</span>,label=Consum),size=<span class="number">6</span>,family=<span class="string">"myfont"</span>,vjust=<span class="number">0.5</span>,colour=<span class="string">"white"</span>)+</div><div class="line">annotate(<span class="string">"text"</span>,x =<span class="number">5</span>,y=<span class="number">80</span>,label=<span class="string">"各国每年人均茶叶消费量（克）"</span>,family=<span class="string">"myfzhzh"</span>,size=<span class="number">11</span>,colour=<span class="string">"#515551"</span>)+</div><div class="line">ylim(<span class="number">0</span>,<span class="number">4800</span>)+</div><div class="line">geom_linerange()+</div><div class="line">guides(fill=<span class="literal">FALSE</span>,colour=<span class="literal">FALSE</span>)+</div><div class="line">scale_colour_gradient(low=<span class="string">"#A1C997"</span>,high=<span class="string">"#47734A"</span>)+</div><div class="line">scale_fill_manual(values=c(<span class="string">"#B4BFB4"</span>,<span class="string">"#E5E5E5"</span>))+</div><div class="line">theme_map(base_family=<span class="string">"myfont"</span>) %+replace% </div><div class="line">theme(</div><div class="line">      plot.margin=unit(c(<span class="number">0</span>,<span class="number">1.5</span>,<span class="number">0</span>,<span class="number">1.5</span>), <span class="string">"cm"</span>),</div><div class="line">      )</div></pre></td></tr></table></figure></p>
-<p><img src="http://ory93arir.bkt.clouddn.com/tea_bump/image4.png" alt=""></p>
-<p><strong>以下数据是构造模块2辅助数据：</strong></p>
-<p>（上半部分堆积柱形图的下侧连接带数据）的辅助数据，我打算使用多边形几何对象了来模拟那些参差交错的连接带。这就意味着我要找到每一条带子，即四边形的四个拐点坐标，并按顺序排列。）</p>
-<p>如果你看的不是很懂，实属正常，这种笨拙的想法，我也不知道是从哪里学来的。<br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div></pre></td><td class="code"><pre><div class="line">tea_chord&lt;-data.frame(State=tea_data$State)</div><div class="line">tea_chord$id&lt;-<span class="number">1</span>:nrow(tea_chord)</div><div class="line">tea_chord$mean&lt;-sum(tea_bump$Yield)/nrow(tea_chord)</div><div class="line">tea_chord$xend&lt;-cumsum(tea_chord$mean)</div><div class="line">tea_chord$xstart&lt;-c(<span class="number">0</span>,tea_chord$xend[<span class="number">1</span>:nrow(tea_chord)-<span class="number">1</span>])</div></pre></td></tr></table></figure></p>
-<p><img src="http://ory93arir.bkt.clouddn.com/tea_bump/image5.jpg" alt=""></p>
-<figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div><div class="line">6</div><div class="line">7</div></pre></td><td class="code"><pre><div class="line">tea_chord_data&lt;-tea_chord[tea_chord$State %<span class="keyword">in</span>% tea_bump$State,c(<span class="string">"State"</span>,<span class="string">"xstart"</span>,<span class="string">"xend"</span>)]</div><div class="line">tea_chord_data&lt;-merge(tea_chord_data,tea_bump[tea_bump$State!=<span class="string">"其他"</span>,c(<span class="string">"State"</span>,<span class="string">"start"</span>,<span class="string">"end"</span>)],by=<span class="string">"State"</span>)</div><div class="line">tea_chord_data&lt;-tea_chord_data[,c(<span class="string">"State"</span>,<span class="string">"start"</span>,<span class="string">"end"</span>,<span class="string">"xend"</span>,<span class="string">"xstart"</span>)]</div><div class="line">tea_chord_newdata&lt;-data.frame(t(tea_chord_data),stringsAsFactors=<span class="literal">FALSE</span>)</div><div class="line">names(tea_chord_newdata)&lt;-tea_chord_data$State;tea_chord_newdata&lt;-tea_chord_newdata[-<span class="number">1</span>,]</div><div class="line">rownames(tea_chord_newdata)&lt;-<span class="literal">NULL</span></div><div class="line">tea_chord_newdata$order&lt;-<span class="number">1</span>:nrow(tea_chord_newdata)</div></pre></td></tr></table></figure>
-<p><img src="http://ory93arir.bkt.clouddn.com/tea_bump/image6.jpg" alt=""></p>
-<figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div></pre></td><td class="code"><pre><div class="line">tea_chord_newdata_final&lt;-gather(tea_chord_newdata,State,long,-order)</div><div class="line">tea_chord_newdata_final$lat&lt;-<span class="number">5</span></div><div class="line">tea_chord_newdata_final$lat[tea_chord_newdata_final$order==<span class="number">3</span>|tea_chord_newdata_final$order==<span class="number">4</span>]&lt;--<span class="number">5</span></div><div class="line">tea_chord_newdata_final$long&lt;-as.numeric(tea_chord_newdata_final$long)</div></pre></td></tr></table></figure>
-<p><img src="http://ory93arir.bkt.clouddn.com/tea_bump/image7.jpg" alt=""></p>
-<p>所以说上半部分的堆积柱形图（附加连接带）其实是用了两份不同的数据源模拟出来的。</p>
-<h3 id="模块2的可视化代码："><a href="#模块2的可视化代码：" class="headerlink" title="模块2的可视化代码："></a>模块2的可视化代码：</h3><p>（也需临时存储）<br><figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div><div class="line">6</div><div class="line">7</div><div class="line">8</div><div class="line">9</div><div class="line">10</div><div class="line">11</div></pre></td><td class="code"><pre><div class="line">p2&lt;-ggplot()+</div><div class="line">geom_rect(data=tea_bump,aes(xmin=start,xmax=end,ymin=<span class="number">5</span>,ymax=<span class="number">15</span>,fill=Consum),colour=<span class="string">"white"</span>)+</div><div class="line">geom_polygon(data=tea_chord_newdata_final,aes(x=long,y=lat,group=State),fill=<span class="string">"#B1C6B0"</span>,colour=<span class="literal">NA</span>,size=<span class="number">.25</span>,alpha=<span class="number">.8</span>)+</div><div class="line">labs(title=<span class="string">"全国茶叶年产量406.7（万吨）"</span>)+</div><div class="line">geom_text(data=tea_bump[tea_bump$State!=<span class="string">"其他"</span>,],aes(x=start+<span class="number">5.5</span>,y=<span class="number">13</span>,label=round(Yield,<span class="number">1</span>)),size=<span class="number">5.5</span>,family=<span class="string">"myfont"</span>,vjust=<span class="number">0.5</span>,colour=<span class="string">"white"</span>)+</div><div class="line">geom_text(data=tea_bump[tea_bump$State!=<span class="string">"其他"</span>,],aes(x=start+<span class="number">6</span>,y=<span class="number">7</span>,label=percent(Ratio,d=<span class="number">1</span>,sep=<span class="string">""</span>)),size=<span class="number">5.5</span>,family=<span class="string">"myfont"</span>,vjust=<span class="number">0.5</span>,colour=<span class="string">"white"</span>)+</div><div class="line">scale_fill_gradient(low=<span class="string">"#A1C997"</span>,high=<span class="string">"#47734A"</span>,na.value=<span class="string">"#E5E5E5"</span>,guide=<span class="literal">FALSE</span>)+</div><div class="line">theme_map() %+replace% </div><div class="line">theme(</div><div class="line">      plot.title=element_text(size=<span class="number">35</span>,family=<span class="string">"myfzhzh"</span>,hjust=<span class="number">.5</span>)</div><div class="line">      )</div></pre></td></tr></table></figure></p>
-<p><img src="http://ory93arir.bkt.clouddn.com/tea_bump/image8.jpg" alt=""></p>
-<h3 id="图形合并最终效果："><a href="#图形合并最终效果：" class="headerlink" title="图形合并最终效果："></a>图形合并最终效果：</h3><p>有了上下两部分的对象，剩下的就好办了，无非就是拼接起来嘛，但是拼接的过程相当考验人的耐性和毅力，不适合浮躁型的人来做。</p>
-<figure class="highlight r"><table><tr><td class="gutter"><pre><div class="line">1</div><div class="line">2</div><div class="line">3</div><div class="line">4</div><div class="line">5</div><div class="line">6</div><div class="line">7</div><div class="line">8</div></pre></td><td class="code"><pre><div class="line">CairoPNG(file=<span class="string">"E:/bump_bar.png"</span>,width=<span class="number">1550</span>,height=<span class="number">1200</span>)</div><div class="line">showtext.begin()</div><div class="line">vie&lt;-viewport(width=<span class="number">1</span>,height=<span class="number">0.215</span>,x=<span class="number">0.5</span>,y=<span class="number">0.8</span>)</div><div class="line">p1;print(p2,vp=vie)</div><div class="line">grid.text(label=<span class="string">"全球茶叶消费排行榜\n喝茶最多的不是中国人"</span>,x=<span class="number">.80</span>,y=<span class="number">.20</span>,gp=gpar(col=<span class="string">"black"</span>,fontsize=<span class="number">45</span>,fontfamily=<span class="string">"myfzhzh"</span>,draw=<span class="literal">TRUE</span>,just=<span class="string">"right"</span>))</div><div class="line">grid.text(label=<span class="string">"数据来源：Euromonitor、国际茶叶委员会（ITC）"</span>,x=<span class="number">.80</span>,y=<span class="number">.13</span>,gp=gpar(col=<span class="string">"black"</span>,fontsize=<span class="number">20</span>,fontfamily=<span class="string">"myfzhzh"</span>,draw=<span class="literal">TRUE</span>,just=<span class="string">"right"</span>))</div><div class="line">showtext.end()</div><div class="line">dev.off()</div></pre></td></tr></table></figure>
-<p><img src="http://ory93arir.bkt.clouddn.com/tea_bump/image9.png" alt=""></p>
-<p>为了与原图对比，我使用PS修饰了一些细节：<br><img src="http://ory93arir.bkt.clouddn.com/tea_bump/image10.png" alt=""></p>
-<p>做完回头想想，做这个图我也是真够无聊的，大概要耗费半天的时间去调试，不过调试的过程能学到的东西倒是很有趣，最近看了不起的匠人，感觉多少有些被感染到了，这算不算是强迫症~_~</p>
-<hr>
-<p><strong>联系方式：</strong><br>wechat：ljty1991<br>Mail:578708965@qq.com<br>个人公众号：数据小魔方（datamofang）</p>
-<p>qq交流群：[魔方学院]298236508</p>
-<p><strong>个人简介：</strong><br><strong><em>杜雨</em></strong><br>财经专业研究僧；<br>伪数据可视化达人；<br>文科背景的编程小白；<br>喜欢研究商务图表与地理信息数据可视化，爱倒腾PowerBI、SAP DashBoard、Tableau、R ggplot2、Think-cell chart等诸如此类的数据可视化软件，创建并运营微信公众号“数据小魔方”。<br>Mail:578708965@qq.com </p>
-<hr>
-<p><strong>备注信息：</strong><br><a rel="external" href="http://creativecommons.org/licenses/by-nc/4.0/" target="_blank"><img alt="知识共享许可协议" style="border-width:0" src="https://i.creativecommons.org/l/by-nc/4.0/88x31.png"></a><br>本作品采用<a rel="external" href="http://creativecommons.org/licenses/by-nc/4.0/" target="_blank">知识共享署名-非商业性使用 4.0 国际许可协议</a>进行许可。</p>
-]]></content>
-    
-    <summary type="html">
-    
-      &lt;p&gt;&lt;img src=&quot;http://ory93arir.bkt.clouddn.com/tea_bump/%E5%B0%81%E9%9D%A2%E5%9B%BE.png&quot; alt=&quot;&quot;&gt;&lt;/p&gt;
-&lt;p&gt;很久没有作图了，主要是一时找不到应该练手的案例。&lt;/p&gt;
-&lt;p&gt;然后昨天逛网易数独栏目的数据新闻，看到一幅还不错的案例，对于我来说值得一试，然后就手痒给照葫芦画瓢弄出来了。（主要是其中涉及到的细节处理很麻烦）&lt;/p&gt;
-    
-    </summary>
-    
-      <category term="数据可视化" scheme="http://www.raindu.com/categories/%E6%95%B0%E6%8D%AE%E5%8F%AF%E8%A7%86%E5%8C%96/"/>
-    
-    
-      <category term="R语言" scheme="http://www.raindu.com/tags/R%E8%AF%AD%E8%A8%80/"/>
-    
-      <category term="数据可视化" scheme="http://www.raindu.com/tags/%E6%95%B0%E6%8D%AE%E5%8F%AF%E8%A7%86%E5%8C%96/"/>
-    
-      <category term="ggplot2" scheme="http://www.raindu.com/tags/ggplot2/"/>
-    
-      <category term="信息图" scheme="http://www.raindu.com/tags/%E4%BF%A1%E6%81%AF%E5%9B%BE/"/>
-    
-  </entry>
-  
 </feed>
diff --git a/baidusitemap.xml b/baidusitemap.xml
index a2878cfb..5e13c748 100644
--- a/baidusitemap.xml
+++ b/baidusitemap.xml
@@ -4,18 +4,18 @@
 
     
   <url>
-    <loc>http://www.raindu.com/2017/08/29/%E4%B8%80%E7%AF%87%E6%96%87%E7%AB%A0%E6%8F%AD%E5%BC%80office%E9%85%8D%E8%89%B2%E6%A8%A1%E6%9D%BF%E7%9A%84%E7%9A%84%E7%A5%9E%E7%A7%98%E9%9D%A2%E7%BA%B1/</loc>
-    <lastmod>2017-08-29T12:23:20.076Z</lastmod>
+    <loc>http://www.raindu.com/2017/08/30/%E5%A4%A7%E8%BF%9E%E5%B8%822016%E5%B9%B4%E7%A9%BA%E6%B0%94%E8%B4%A8%E9%87%8F%E6%95%B0%E6%8D%AE%E5%8F%AF%E8%A7%86%E5%8C%96/</loc>
+    <lastmod>2017-08-30T11:30:35.404Z</lastmod>
     <data>
         <display>
-        <title>一篇文章揭开office配色模板的的神秘面纱~</title>
-        <pubTime>2017-08-29T11:48:15.000Z</pubTime>
+        <title>大连市2016年空气质量数据可视化~</title>
+        <pubTime>2017-08-30T11:15:45.000Z</pubTime>
         
         <tag>R语言</tag>
          
         <tag>数据可视化</tag>
          
-        <tag>office</tag>
+        <tag>ggplot2</tag>
          
          
            
@@ -29,7 +29,7 @@
     
   <url>
     <loc>http://www.raindu.com/2017/08/28/%E4%B8%80%E7%AF%87%E6%96%87%E7%AB%A0%E6%95%99%E4%BD%A0%E6%90%9E%E5%AE%9AJSON%E7%B4%A0%E6%9D%90%EF%BC%8C%E4%BB%8E%E6%AD%A4%E5%91%8A%E5%88%ABSHP%E6%97%B6%E4%BB%A3/</loc>
-    <lastmod>2017-08-28T04:15:18.861Z</lastmod>
+    <lastmod>2017-08-29T12:27:24.629Z</lastmod>
     <data>
         <display>
         <title>一篇文章教你搞定JSON素材，从此告别SHP时代~</title>
@@ -44,6 +44,30 @@
          
            
              
+              <breadCrumb title="数据可视化" url="http://www.raindu.com/categories/%E6%95%B0%E6%8D%AE%E5%8F%AF%E8%A7%86%E5%8C%96/"/>
+          
+        </display>
+    </data>
+    </url>
+
+    
+  <url>
+    <loc>http://www.raindu.com/2017/08/29/%E4%B8%80%E7%AF%87%E6%96%87%E7%AB%A0%E6%8F%AD%E5%BC%80office%E9%85%8D%E8%89%B2%E6%A8%A1%E6%9D%BF%E7%9A%84%E7%9A%84%E7%A5%9E%E7%A7%98%E9%9D%A2%E7%BA%B1/</loc>
+    <lastmod>2017-08-29T12:23:20.076Z</lastmod>
+    <data>
+        <display>
+        <title>一篇文章揭开office配色模板的的神秘面纱~</title>
+        <pubTime>2017-08-29T11:48:15.000Z</pubTime>
+        
+        <tag>R语言</tag>
+         
+        <tag>数据可视化</tag>
+         
+        <tag>office</tag>
+         
+         
+           
+             
               <breadCrumb title="数据可视化" url="http://www.raindu.com/categories/%E6%95%B0%E6%8D%AE%E5%8F%AF%E8%A7%86%E5%8C%96/"/>
           
         </display>
@@ -555,10 +579,10 @@
          
         <tag>数据可视化</tag>
          
-        <tag>ggplot2</tag>
-         
         <tag>图表美化</tag>
          
+        <tag>ggplot2</tag>
+         
         <tag>ggtech</tag>
          
          
@@ -983,10 +1007,10 @@
          
         <tag>在线地图</tag>
          
-        <tag>leaflet</tag>
-         
         <tag>路径图</tag>
          
+        <tag>leaflet</tag>
+         
         <tag>mini柱形/条形图</tag>
          
          
@@ -1920,10 +1944,10 @@
          
         <tag>ggplot2</tag>
          
-        <tag>动态图表</tag>
-         
         <tag>版面控制</tag>
          
+        <tag>动态图表</tag>
+         
          
            
              
@@ -2112,12 +2136,12 @@
          
         <tag>数据可视化</tag>
          
-        <tag>json</tag>
-         
         <tag>地理信息可视化</tag>
          
         <tag>在线地图</tag>
          
+        <tag>json</tag>
+         
         <tag>leaflet</tag>
          
          
diff --git a/calendar.json b/calendar.json
index 1ee09c85..06cafe84 100644
--- a/calendar.json
+++ b/calendar.json
@@ -1 +1 @@
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             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -781,7 +781,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/categories/R\350\257\255\350\250\200/page/2/index.html" "b/categories/R\350\257\255\350\250\200/page/2/index.html"
index 8f7b225b..83d03b56 100644
--- "a/categories/R\350\257\255\350\250\200/page/2/index.html"
+++ "b/categories/R\350\257\255\350\250\200/page/2/index.html"
@@ -482,7 +482,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -613,7 +613,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git a/categories/Tableau/index.html b/categories/Tableau/index.html
index 89e34ab0..524cb8da 100644
--- a/categories/Tableau/index.html
+++ b/categories/Tableau/index.html
@@ -394,7 +394,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -525,7 +525,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git a/categories/ggplot2/index.html b/categories/ggplot2/index.html
index 14b52db4..25bd89fd 100644
--- a/categories/ggplot2/index.html
+++ b/categories/ggplot2/index.html
@@ -646,7 +646,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -777,7 +777,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git a/categories/index.html b/categories/index.html
index c0e6ff4f..a0345977 100644
--- a/categories/index.html
+++ b/categories/index.html
@@ -330,7 +330,7 @@ <h1 class="post-title" itemprop="name headline">categories</h1>
             目前共计 13 个分类
         </div>
         <div class="category-all">
-          <ul class="category-list"><li class="category-list-item"><a class="category-list-link" href="/categories/Excel/">Excel</a><span class="category-list-count">1</span></li><li class="category-list-item"><a class="category-list-link" href="/categories/PowerBI/">PowerBI</a><span class="category-list-count">1</span></li><li class="category-list-item"><a class="category-list-link" href="/categories/Python/">Python</a><span class="category-list-count">4</span></li><li class="category-list-item"><a class="category-list-link" href="/categories/R语言/">R语言</a><span class="category-list-count">14</span></li><li class="category-list-item"><a class="category-list-link" href="/categories/Tableau/">Tableau</a><span class="category-list-count">1</span></li><li class="category-list-item"><a class="category-list-link" href="/categories/ggplot2/">ggplot2</a><span class="category-list-count">10</span></li><li class="category-list-item"><a class="category-list-link" href="/categories/仪表盘/">仪表盘</a><span class="category-list-count">1</span></li><li class="category-list-item"><a class="category-list-link" href="/categories/信息图/">信息图</a><span class="category-list-count">1</span></li><li class="category-list-item"><a class="category-list-link" href="/categories/可视化案例呈现/">可视化案例呈现</a><span class="category-list-count">2</span></li><li class="category-list-item"><a class="category-list-link" href="/categories/图表配色/">图表配色</a><span class="category-list-count">1</span></li><li class="category-list-item"><a class="category-list-link" href="/categories/地理信息可视化/">地理信息可视化</a><span class="category-list-count">13</span></li><li class="category-list-item"><a class="category-list-link" href="/categories/数据可视化/">数据可视化</a><span class="category-list-count">28</span></li><li class="category-list-item"><a class="category-list-link" href="/categories/网络爬虫/">网络爬虫</a><span class="category-list-count">5</span></li></ul>
+          <ul class="category-list"><li class="category-list-item"><a class="category-list-link" href="/categories/Excel/">Excel</a><span class="category-list-count">1</span></li><li class="category-list-item"><a class="category-list-link" href="/categories/PowerBI/">PowerBI</a><span class="category-list-count">1</span></li><li class="category-list-item"><a class="category-list-link" href="/categories/Python/">Python</a><span class="category-list-count">4</span></li><li class="category-list-item"><a class="category-list-link" href="/categories/R语言/">R语言</a><span class="category-list-count">14</span></li><li class="category-list-item"><a class="category-list-link" href="/categories/Tableau/">Tableau</a><span class="category-list-count">1</span></li><li class="category-list-item"><a class="category-list-link" href="/categories/ggplot2/">ggplot2</a><span class="category-list-count">10</span></li><li class="category-list-item"><a class="category-list-link" href="/categories/仪表盘/">仪表盘</a><span class="category-list-count">1</span></li><li class="category-list-item"><a class="category-list-link" href="/categories/信息图/">信息图</a><span class="category-list-count">1</span></li><li class="category-list-item"><a class="category-list-link" href="/categories/可视化案例呈现/">可视化案例呈现</a><span class="category-list-count">2</span></li><li class="category-list-item"><a class="category-list-link" href="/categories/图表配色/">图表配色</a><span class="category-list-count">1</span></li><li class="category-list-item"><a class="category-list-link" href="/categories/地理信息可视化/">地理信息可视化</a><span class="category-list-count">13</span></li><li class="category-list-item"><a class="category-list-link" href="/categories/数据可视化/">数据可视化</a><span class="category-list-count">29</span></li><li class="category-list-item"><a class="category-list-link" href="/categories/网络爬虫/">网络爬虫</a><span class="category-list-count">5</span></li></ul>
         </div>
       </div>
     
@@ -388,7 +388,7 @@ <h1 class="post-title" itemprop="name headline">categories</h1>
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -519,7 +519,7 @@ <h1 class="post-title" itemprop="name headline">categories</h1>
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/categories/\344\273\252\350\241\250\347\233\230/index.html" "b/categories/\344\273\252\350\241\250\347\233\230/index.html"
index c30db364..03fb7748 100644
--- "a/categories/\344\273\252\350\241\250\347\233\230/index.html"
+++ "b/categories/\344\273\252\350\241\250\347\233\230/index.html"
@@ -394,7 +394,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -525,7 +525,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/categories/\344\277\241\346\201\257\345\233\276/index.html" "b/categories/\344\277\241\346\201\257\345\233\276/index.html"
index ca964c61..b1f80878 100644
--- "a/categories/\344\277\241\346\201\257\345\233\276/index.html"
+++ "b/categories/\344\277\241\346\201\257\345\233\276/index.html"
@@ -394,7 +394,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -525,7 +525,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/categories/\345\217\257\350\247\206\345\214\226\346\241\210\344\276\213\345\221\210\347\216\260/index.html" "b/categories/\345\217\257\350\247\206\345\214\226\346\241\210\344\276\213\345\221\210\347\216\260/index.html"
index 9c3c5485..df633729 100644
--- "a/categories/\345\217\257\350\247\206\345\214\226\346\241\210\344\276\213\345\221\210\347\216\260/index.html"
+++ "b/categories/\345\217\257\350\247\206\345\214\226\346\241\210\344\276\213\345\221\210\347\216\260/index.html"
@@ -422,7 +422,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -553,7 +553,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/categories/\345\233\276\350\241\250\351\205\215\350\211\262/index.html" "b/categories/\345\233\276\350\241\250\351\205\215\350\211\262/index.html"
index f4c5d0c9..ac4eb63d 100644
--- "a/categories/\345\233\276\350\241\250\351\205\215\350\211\262/index.html"
+++ "b/categories/\345\233\276\350\241\250\351\205\215\350\211\262/index.html"
@@ -394,7 +394,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -525,7 +525,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/categories/\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226/index.html" "b/categories/\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226/index.html"
index c78291f2..c3919ff2 100644
--- "a/categories/\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226/index.html"
+++ "b/categories/\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226/index.html"
@@ -650,7 +650,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -781,7 +781,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/categories/\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226/page/2/index.html" "b/categories/\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226/page/2/index.html"
index 892bb0d8..7b3bb5c2 100644
--- "a/categories/\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226/page/2/index.html"
+++ "b/categories/\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226/page/2/index.html"
@@ -454,7 +454,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -585,7 +585,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/categories/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/index.html" "b/categories/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/index.html"
index bf2c6a05..584d157d 100644
--- "a/categories/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/index.html"
+++ "b/categories/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/index.html"
@@ -322,6 +322,34 @@ <h1>数据可视化<small>分类</small>
     
       
 
+  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
+    <header class="post-header">
+
+      <h2 class="post-title">
+        
+            <a class="post-title-link" href="/2017/08/30/大连市2016年空气质量数据可视化/" itemprop="url">
+              
+                <span itemprop="name">大连市2016年空气质量数据可视化~</span>
+              
+            </a>
+        
+      </h2>
+
+      <div class="post-meta">
+        <time class="post-time" itemprop="dateCreated"
+              datetime="2017-08-30T19:15:45+08:00"
+              content="2017-08-30" >
+          08-30
+        </time>
+      </div>
+
+    </header>
+  </article>
+
+
+    
+      
+
   <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
     <header class="post-header">
 
@@ -572,34 +600,6 @@ <h2 class="post-title">
 
 
     
-      
-
-  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
-    <header class="post-header">
-
-      <h2 class="post-title">
-        
-            <a class="post-title-link" href="/2017/06/23/用优雅的配色来缔造图表专业主义/" itemprop="url">
-              
-                <span itemprop="name">用优雅的配色来缔造图表专业主义~</span>
-              
-            </a>
-        
-      </h2>
-
-      <div class="post-meta">
-        <time class="post-time" itemprop="dateCreated"
-              datetime="2017-06-23T09:10:23+08:00"
-              content="2017-06-23" >
-          06-23
-        </time>
-      </div>
-
-    </header>
-  </article>
-
-
-    
   </section>
 
   
@@ -650,7 +650,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -781,7 +781,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/categories/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/page/2/index.html" "b/categories/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/page/2/index.html"
index 426196c9..ca5a9239 100644
--- "a/categories/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/page/2/index.html"
+++ "b/categories/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/page/2/index.html"
@@ -322,6 +322,34 @@ <h1>数据可视化<small>分类</small>
     
       
 
+  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
+    <header class="post-header">
+
+      <h2 class="post-title">
+        
+            <a class="post-title-link" href="/2017/06/23/用优雅的配色来缔造图表专业主义/" itemprop="url">
+              
+                <span itemprop="name">用优雅的配色来缔造图表专业主义~</span>
+              
+            </a>
+        
+      </h2>
+
+      <div class="post-meta">
+        <time class="post-time" itemprop="dateCreated"
+              datetime="2017-06-23T09:10:23+08:00"
+              content="2017-06-23" >
+          06-23
+        </time>
+      </div>
+
+    </header>
+  </article>
+
+
+    
+      
+
   <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
     <header class="post-header">
 
@@ -572,34 +600,6 @@ <h2 class="post-title">
 
 
     
-      
-
-  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
-    <header class="post-header">
-
-      <h2 class="post-title">
-        
-            <a class="post-title-link" href="/2017/05/30/R语言可视化——ggplot绘制中心密度辐射图/" itemprop="url">
-              
-                <span itemprop="name">R语言可视化——ggplot绘制中心密度辐射图</span>
-              
-            </a>
-        
-      </h2>
-
-      <div class="post-meta">
-        <time class="post-time" itemprop="dateCreated"
-              datetime="2017-05-30T16:05:43+08:00"
-              content="2017-05-30" >
-          05-30
-        </time>
-      </div>
-
-    </header>
-  </article>
-
-
-    
   </section>
 
   
@@ -650,7 +650,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -781,7 +781,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/categories/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/page/3/index.html" "b/categories/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/page/3/index.html"
index e3db3570..7c765900 100644
--- "a/categories/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/page/3/index.html"
+++ "b/categories/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/page/3/index.html"
@@ -322,6 +322,34 @@ <h1>数据可视化<small>分类</small>
     
       
 
+  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
+    <header class="post-header">
+
+      <h2 class="post-title">
+        
+            <a class="post-title-link" href="/2017/05/30/R语言可视化——ggplot绘制中心密度辐射图/" itemprop="url">
+              
+                <span itemprop="name">R语言可视化——ggplot绘制中心密度辐射图</span>
+              
+            </a>
+        
+      </h2>
+
+      <div class="post-meta">
+        <time class="post-time" itemprop="dateCreated"
+              datetime="2017-05-30T16:05:43+08:00"
+              content="2017-05-30" >
+          05-30
+        </time>
+      </div>
+
+    </header>
+  </article>
+
+
+    
+      
+
   <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
     <header class="post-header">
 
@@ -594,7 +622,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -725,7 +753,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/categories/\347\275\221\347\273\234\347\210\254\350\231\253/index.html" "b/categories/\347\275\221\347\273\234\347\210\254\350\231\253/index.html"
index c2e59f5d..6397cc33 100644
--- "a/categories/\347\275\221\347\273\234\347\210\254\350\231\253/index.html"
+++ "b/categories/\347\275\221\347\273\234\347\210\254\350\231\253/index.html"
@@ -506,7 +506,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -637,7 +637,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git a/css/main.css b/css/main.css
index 2006d129..c14ac4af 100644
--- a/css/main.css
+++ b/css/main.css
@@ -1811,7 +1811,7 @@ pre .javascript .function {
   width: 4px;
   height: 4px;
   border-radius: 50%;
-  background: #ffffdf;
+  background: #ff6af6;
 }
 .links-of-blogroll {
   font-size: 13px;
diff --git a/index.html b/index.html
index 2a96444b..b796c99e 100644
--- a/index.html
+++ b/index.html
@@ -325,7 +325,7 @@
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/08/29/一篇文章揭开office配色模板的的神秘面纱/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/08/30/大连市2016年空气质量数据可视化/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -344,7 +344,7 @@
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/08/29/一篇文章揭开office配色模板的的神秘面纱/" itemprop="url">一篇文章揭开office配色模板的的神秘面纱~</a></h1>
+                <a class="post-title-link" href="/2017/08/30/大连市2016年空气质量数据可视化/" itemprop="url">大连市2016年空气质量数据可视化~</a></h1>
         
 
         <div class="post-meta">
@@ -356,8 +356,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-08-29T19:48:15+08:00">
-                2017-08-29
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-08-30T19:15:45+08:00">
+                2017-08-30
               </time>
             
 
@@ -396,7 +396,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/08/29/一篇文章揭开office配色模板的的神秘面纱/" class="leancloud_visitors" data-flag-title="一篇文章揭开office配色模板的的神秘面纱~">
+             <span id="/2017/08/30/大连市2016年空气质量数据可视化/" class="leancloud_visitors" data-flag-title="大连市2016年空气质量数据可视化~">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -421,7 +421,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  2,712 字
+                  1,687 字
                 </span>
               
 
@@ -437,7 +437,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  10 分钟
+                  8 分钟
                 </span>
               
             </div>
@@ -456,11 +456,12 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p><img src="http://or3sddq9r.bkt.clouddn.com/office/image.jpg" alt=""></p>
-<p>今天我教大家用R语言做一些有趣的事情，什么事情呢~暂时保密哦，想知道的话，认真往下看哟！</p>
+          <p><img src="http://oqdvmreg2.bkt.clouddn.com/dalianweather/image2.png" alt=""></p>
+<p>前几天发现了一个很有趣的包——openair，可以将年度时间序列刻画成周年日历热图，感觉这种形式非常适合用于呈现年度空气质量可视化，所以抓空爬了一些大连市2016年年度空气质量数据拿来玩玩，目标网站网页结构比较简单，爬取过程很轻松，界面部分很规律，感觉这个代码可以作为模板用，感兴趣的小伙伴儿可以试着玩一玩！</p>
+<p>###数据准备<br>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/08/29/一篇文章揭开office配色模板的的神秘面纱/#more" rel="contents">
+            <a class="btn" href="/2017/08/30/大连市2016年空气质量数据可视化/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -506,7 +507,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/08/28/一篇文章教你搞定JSON素材，从此告别SHP时代/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/08/29/一篇文章揭开office配色模板的的神秘面纱/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -525,7 +526,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/08/28/一篇文章教你搞定JSON素材，从此告别SHP时代/" itemprop="url">一篇文章教你搞定JSON素材，从此告别SHP时代~</a></h1>
+                <a class="post-title-link" href="/2017/08/29/一篇文章揭开office配色模板的的神秘面纱/" itemprop="url">一篇文章揭开office配色模板的的神秘面纱~</a></h1>
         
 
         <div class="post-meta">
@@ -537,8 +538,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-08-28T11:59:58+08:00">
-                2017-08-28
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-08-29T19:48:15+08:00">
+                2017-08-29
               </time>
             
 
@@ -577,7 +578,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/08/28/一篇文章教你搞定JSON素材，从此告别SHP时代/" class="leancloud_visitors" data-flag-title="一篇文章教你搞定JSON素材，从此告别SHP时代~">
+             <span id="/2017/08/29/一篇文章揭开office配色模板的的神秘面纱/" class="leancloud_visitors" data-flag-title="一篇文章揭开office配色模板的的神秘面纱~">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -602,7 +603,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,918 字
+                  2,712 字
                 </span>
               
 
@@ -618,7 +619,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  8 分钟
+                  10 分钟
                 </span>
               
             </div>
@@ -637,12 +638,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p><img src="http://or3sddq9r.bkt.clouddn.com/json_shp/image.jpg" alt=""></p>
-<p>最近几天推送频率之所以下降了，不是因为偷懒，是在攻克一个难题~</p>
-<p>还记得前一篇推送，关于山东省财政数据可视化那一篇，因为没有精准、最新的山东省县级市边界地图素材数据，花了好多冤枉功夫，搜地图素材各种碰壁，最后的得到的地图数据并不尽如人意。</p>
+          <p><img src="http://or3sddq9r.bkt.clouddn.com/office/image.jpg" alt=""></p>
+<p>今天我教大家用R语言做一些有趣的事情，什么事情呢~暂时保密哦，想知道的话，认真往下看哟！</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/08/28/一篇文章教你搞定JSON素材，从此告别SHP时代/#more" rel="contents">
+            <a class="btn" href="/2017/08/29/一篇文章揭开office配色模板的的神秘面纱/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -688,7 +688,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/08/08/经历过绝望之后，选择去知乎爬了几张图/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/08/28/一篇文章教你搞定JSON素材，从此告别SHP时代/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -707,7 +707,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/08/08/经历过绝望之后，选择去知乎爬了几张图/" itemprop="url">经历过绝望之后，选择去知乎爬了几张图~</a></h1>
+                <a class="post-title-link" href="/2017/08/28/一篇文章教你搞定JSON素材，从此告别SHP时代/" itemprop="url">一篇文章教你搞定JSON素材，从此告别SHP时代~</a></h1>
         
 
         <div class="post-meta">
@@ -719,8 +719,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-08-08T23:22:48+08:00">
-                2017-08-08
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-08-28T11:59:58+08:00">
+                2017-08-28
               </time>
             
 
@@ -742,8 +742,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/网络爬虫/" itemprop="url" rel="index">
-                    <span itemprop="name">网络爬虫</span>
+                  <a href="/categories/数据可视化/" itemprop="url" rel="index">
+                    <span itemprop="name">数据可视化</span>
                   </a>
                 </span>
 
@@ -759,7 +759,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/08/08/经历过绝望之后，选择去知乎爬了几张图/" class="leancloud_visitors" data-flag-title="经历过绝望之后，选择去知乎爬了几张图~">
+             <span id="/2017/08/28/一篇文章教你搞定JSON素材，从此告别SHP时代/" class="leancloud_visitors" data-flag-title="一篇文章教你搞定JSON素材，从此告别SHP时代~">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -784,7 +784,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  870 字
+                  1,918 字
                 </span>
               
 
@@ -800,7 +800,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  3 分钟
+                  8 分钟
                 </span>
               
             </div>
@@ -819,11 +819,12 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p><img src="http://oqdvmreg2.bkt.clouddn.com/Spyderphoto/image.jpg" alt=""></p>
-<p>本来今天要跟大家分享怎么批量爬取2016年各大上市公司年报的，可是代码刚写了开头，就发现年报这玩意儿，真的不太好爬，还以为自己写的姿势不对，换了好几个网站。</p>
+          <p><img src="http://or3sddq9r.bkt.clouddn.com/json_shp/image.jpg" alt=""></p>
+<p>最近几天推送频率之所以下降了，不是因为偷懒，是在攻克一个难题~</p>
+<p>还记得前一篇推送，关于山东省财政数据可视化那一篇，因为没有精准、最新的山东省县级市边界地图素材数据，花了好多冤枉功夫，搜地图素材各种碰壁，最后的得到的地图数据并不尽如人意。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/08/08/经历过绝望之后，选择去知乎爬了几张图/#more" rel="contents">
+            <a class="btn" href="/2017/08/28/一篇文章教你搞定JSON素材，从此告别SHP时代/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -869,7 +870,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/08/05/送你两款炫酷到没朋友的神奇字体/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/08/08/经历过绝望之后，选择去知乎爬了几张图/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -888,7 +889,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/08/05/送你两款炫酷到没朋友的神奇字体/" itemprop="url">送你两款炫酷到没朋友的神奇字体~</a></h1>
+                <a class="post-title-link" href="/2017/08/08/经历过绝望之后，选择去知乎爬了几张图/" itemprop="url">经历过绝望之后，选择去知乎爬了几张图~</a></h1>
         
 
         <div class="post-meta">
@@ -900,8 +901,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-08-05T18:46:38+08:00">
-                2017-08-05
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-08-08T23:22:48+08:00">
+                2017-08-08
               </time>
             
 
@@ -923,8 +924,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/信息图/" itemprop="url" rel="index">
-                    <span itemprop="name">信息图</span>
+                  <a href="/categories/网络爬虫/" itemprop="url" rel="index">
+                    <span itemprop="name">网络爬虫</span>
                   </a>
                 </span>
 
@@ -940,7 +941,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/08/05/送你两款炫酷到没朋友的神奇字体/" class="leancloud_visitors" data-flag-title="送你两款炫酷到没朋友的神奇字体~">
+             <span id="/2017/08/08/经历过绝望之后，选择去知乎爬了几张图/" class="leancloud_visitors" data-flag-title="经历过绝望之后，选择去知乎爬了几张图~">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -965,7 +966,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  746 字
+                  870 字
                 </span>
               
 
@@ -1000,10 +1001,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p><img src="http://oqdvmreg2.bkt.clouddn.com/creativefont/image.png" alt=""></p>
+          <p><img src="http://oqdvmreg2.bkt.clouddn.com/Spyderphoto/image.jpg" alt=""></p>
+<p>本来今天要跟大家分享怎么批量爬取2016年各大上市公司年报的，可是代码刚写了开头，就发现年报这玩意儿，真的不太好爬，还以为自己写的姿势不对，换了好几个网站。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/08/05/送你两款炫酷到没朋友的神奇字体/#more" rel="contents">
+            <a class="btn" href="/2017/08/08/经历过绝望之后，选择去知乎爬了几张图/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -1049,7 +1051,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/07/30/当大家都在讨论金刚狼3的时候，他们到底在说些什么/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/08/05/送你两款炫酷到没朋友的神奇字体/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1068,7 +1070,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/07/30/当大家都在讨论金刚狼3的时候，他们到底在说些什么/" itemprop="url">当大家都在讨论金刚狼3的时候，他们到底在说些什么~</a></h1>
+                <a class="post-title-link" href="/2017/08/05/送你两款炫酷到没朋友的神奇字体/" itemprop="url">送你两款炫酷到没朋友的神奇字体~</a></h1>
         
 
         <div class="post-meta">
@@ -1080,8 +1082,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-07-30T12:01:52+08:00">
-                2017-07-30
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-08-05T18:46:38+08:00">
+                2017-08-05
               </time>
             
 
@@ -1103,8 +1105,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/网络爬虫/" itemprop="url" rel="index">
-                    <span itemprop="name">网络爬虫</span>
+                  <a href="/categories/信息图/" itemprop="url" rel="index">
+                    <span itemprop="name">信息图</span>
                   </a>
                 </span>
 
@@ -1120,7 +1122,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/07/30/当大家都在讨论金刚狼3的时候，他们到底在说些什么/" class="leancloud_visitors" data-flag-title="当大家都在讨论金刚狼3的时候，他们到底在说些什么~">
+             <span id="/2017/08/05/送你两款炫酷到没朋友的神奇字体/" class="leancloud_visitors" data-flag-title="送你两款炫酷到没朋友的神奇字体~">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1145,7 +1147,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,046 字
+                  746 字
                 </span>
               
 
@@ -1161,7 +1163,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  4 分钟
+                  3 分钟
                 </span>
               
             </div>
@@ -1180,11 +1182,10 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p><img src="http://orqx7zr30.bkt.clouddn.com/goldwolf/%E5%BE%AE%E4%BF%A1%E9%A6%96%E5%9B%BE.png" alt=""></p>
-<p>最近的金刚狼3着实让大家过足了瘾，虽然很悲情、英雄迟暮，光鲜不再，可是惋惜之余，大家对这步狼叔的封山之作还是充满敬意和关切的，豆瓣评分8.5，影评里将近4万多条短评，这里截取其中内容内容质量比较好的，以文字云的形式呈现，看下大家对于金刚狼都有着怎么的认知标签。</p>
+          <p><img src="http://oqdvmreg2.bkt.clouddn.com/creativefont/image.png" alt=""></p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/07/30/当大家都在讨论金刚狼3的时候，他们到底在说些什么/#more" rel="contents">
+            <a class="btn" href="/2017/08/05/送你两款炫酷到没朋友的神奇字体/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -1230,7 +1231,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/07/28/教你如何优雅的用R语言调用有道翻译/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/07/30/当大家都在讨论金刚狼3的时候，他们到底在说些什么/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1249,7 +1250,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/07/28/教你如何优雅的用R语言调用有道翻译/" itemprop="url">教你如何优雅的用R语言调用有道翻译</a></h1>
+                <a class="post-title-link" href="/2017/07/30/当大家都在讨论金刚狼3的时候，他们到底在说些什么/" itemprop="url">当大家都在讨论金刚狼3的时候，他们到底在说些什么~</a></h1>
         
 
         <div class="post-meta">
@@ -1261,8 +1262,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-07-28T17:09:45+08:00">
-                2017-07-28
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-07-30T12:01:52+08:00">
+                2017-07-30
               </time>
             
 
@@ -1301,7 +1302,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/07/28/教你如何优雅的用R语言调用有道翻译/" class="leancloud_visitors" data-flag-title="教你如何优雅的用R语言调用有道翻译">
+             <span id="/2017/07/30/当大家都在讨论金刚狼3的时候，他们到底在说些什么/" class="leancloud_visitors" data-flag-title="当大家都在讨论金刚狼3的时候，他们到底在说些什么~">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1326,7 +1327,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,062 字
+                  1,046 字
                 </span>
               
 
@@ -1361,11 +1362,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p><img src="http://orm967kgl.bkt.clouddn.com/youdao/image5.png" alt=""></p>
-<p>最近刚发现了个有趣的包，一个R语言发烧友开发了R语言与有道在线翻译的接口，可能这位大神也是一个受够了每天打开网页狂敲键盘查词的罪，索性自己动手，从此丰衣足食。</p>
+          <p><img src="http://orqx7zr30.bkt.clouddn.com/goldwolf/%E5%BE%AE%E4%BF%A1%E9%A6%96%E5%9B%BE.png" alt=""></p>
+<p>最近的金刚狼3着实让大家过足了瘾，虽然很悲情、英雄迟暮，光鲜不再，可是惋惜之余，大家对这步狼叔的封山之作还是充满敬意和关切的，豆瓣评分8.5，影评里将近4万多条短评，这里截取其中内容内容质量比较好的，以文字云的形式呈现，看下大家对于金刚狼都有着怎么的认知标签。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/07/28/教你如何优雅的用R语言调用有道翻译/#more" rel="contents">
+            <a class="btn" href="/2017/07/30/当大家都在讨论金刚狼3的时候，他们到底在说些什么/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -1411,7 +1412,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/07/27/超强脑洞第五弹——ggplot-构造连环饼图/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/07/28/教你如何优雅的用R语言调用有道翻译/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1430,7 +1431,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/07/27/超强脑洞第五弹——ggplot-构造连环饼图/" itemprop="url">超强脑洞第五弹——ggplot 构造连环饼图</a></h1>
+                <a class="post-title-link" href="/2017/07/28/教你如何优雅的用R语言调用有道翻译/" itemprop="url">教你如何优雅的用R语言调用有道翻译</a></h1>
         
 
         <div class="post-meta">
@@ -1442,8 +1443,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-07-27T23:05:46+08:00">
-                2017-07-27
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-07-28T17:09:45+08:00">
+                2017-07-28
               </time>
             
 
@@ -1465,8 +1466,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/R语言/" itemprop="url" rel="index">
-                    <span itemprop="name">R语言</span>
+                  <a href="/categories/网络爬虫/" itemprop="url" rel="index">
+                    <span itemprop="name">网络爬虫</span>
                   </a>
                 </span>
 
@@ -1482,7 +1483,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/07/27/超强脑洞第五弹——ggplot-构造连环饼图/" class="leancloud_visitors" data-flag-title="超强脑洞第五弹——ggplot 构造连环饼图">
+             <span id="/2017/07/28/教你如何优雅的用R语言调用有道翻译/" class="leancloud_visitors" data-flag-title="教你如何优雅的用R语言调用有道翻译">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1507,7 +1508,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  888 字
+                  1,062 字
                 </span>
               
 
@@ -1542,11 +1543,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p><img src="http://ortu7ddty.bkt.clouddn.com/line_pie/image2.png" alt=""></p>
-<p>今天这篇之前曾有涉略过，就是利用ggplot的辅助插件工具——scatterpie制作基于气泡图的饼图，之前曾在地图图层上演示过此种类似图表，不过这里我将其与折线图融合，案例来源于陈荣兴老师的名作——《Excel图表拒绝平庸》。</p>
+          <p><img src="http://orm967kgl.bkt.clouddn.com/youdao/image5.png" alt=""></p>
+<p>最近刚发现了个有趣的包，一个R语言发烧友开发了R语言与有道在线翻译的接口，可能这位大神也是一个受够了每天打开网页狂敲键盘查词的罪，索性自己动手，从此丰衣足食。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/07/27/超强脑洞第五弹——ggplot-构造连环饼图/#more" rel="contents">
+            <a class="btn" href="/2017/07/28/教你如何优雅的用R语言调用有道翻译/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -1592,7 +1593,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/07/26/超强脑洞第四弹——ggplot构造甘特图/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/07/27/超强脑洞第五弹——ggplot-构造连环饼图/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1611,7 +1612,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/07/26/超强脑洞第四弹——ggplot构造甘特图/" itemprop="url">超强脑洞第四弹——ggplot构造甘特图</a></h1>
+                <a class="post-title-link" href="/2017/07/27/超强脑洞第五弹——ggplot-构造连环饼图/" itemprop="url">超强脑洞第五弹——ggplot 构造连环饼图</a></h1>
         
 
         <div class="post-meta">
@@ -1623,8 +1624,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-07-26T18:24:56+08:00">
-                2017-07-26
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-07-27T23:05:46+08:00">
+                2017-07-27
               </time>
             
 
@@ -1663,7 +1664,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/07/26/超强脑洞第四弹——ggplot构造甘特图/" class="leancloud_visitors" data-flag-title="超强脑洞第四弹——ggplot构造甘特图">
+             <span id="/2017/07/27/超强脑洞第五弹——ggplot-构造连环饼图/" class="leancloud_visitors" data-flag-title="超强脑洞第五弹——ggplot 构造连环饼图">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1688,7 +1689,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  880 字
+                  888 字
                 </span>
               
 
@@ -1723,11 +1724,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p><img src="http://ortu7ddty.bkt.clouddn.com/gant/%E7%94%98%E7%89%B9%E5%9B%BE.png" alt=""></p>
-<p>甘特图即便是用excel来做，也是要吃些苦头的，ggplot中无此内置图层函数，但是，没啥图能难道哈神的巨作，ggplot制作甘特不费吹灰之力，而且还能做得有模有样，有板有眼。以下是代码过程。</p>
+          <p><img src="http://ortu7ddty.bkt.clouddn.com/line_pie/image2.png" alt=""></p>
+<p>今天这篇之前曾有涉略过，就是利用ggplot的辅助插件工具——scatterpie制作基于气泡图的饼图，之前曾在地图图层上演示过此种类似图表，不过这里我将其与折线图融合，案例来源于陈荣兴老师的名作——《Excel图表拒绝平庸》。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/07/26/超强脑洞第四弹——ggplot构造甘特图/#more" rel="contents">
+            <a class="btn" href="/2017/07/27/超强脑洞第五弹——ggplot-构造连环饼图/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -1773,7 +1774,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/07/19/超强脑洞第三弹之——ggplot构造瀑布图/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/07/26/超强脑洞第四弹——ggplot构造甘特图/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1792,7 +1793,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/07/19/超强脑洞第三弹之——ggplot构造瀑布图/" itemprop="url">超强脑洞第三弹之——ggplot构造瀑布图</a></h1>
+                <a class="post-title-link" href="/2017/07/26/超强脑洞第四弹——ggplot构造甘特图/" itemprop="url">超强脑洞第四弹——ggplot构造甘特图</a></h1>
         
 
         <div class="post-meta">
@@ -1804,8 +1805,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-07-19T18:27:25+08:00">
-                2017-07-19
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-07-26T18:24:56+08:00">
+                2017-07-26
               </time>
             
 
@@ -1844,7 +1845,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/07/19/超强脑洞第三弹之——ggplot构造瀑布图/" class="leancloud_visitors" data-flag-title="超强脑洞第三弹之——ggplot构造瀑布图">
+             <span id="/2017/07/26/超强脑洞第四弹——ggplot构造甘特图/" class="leancloud_visitors" data-flag-title="超强脑洞第四弹——ggplot构造甘特图">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1869,7 +1870,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  859 字
+                  880 字
                 </span>
               
 
@@ -1904,11 +1905,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p><img src="http://orpzs13ft.bkt.clouddn.com/waterfall/%E7%80%91%E5%B8%83%E5%9B%BE2.png" alt=""></p>
-<p>对，就是瀑布图，你没看错。而且是使用ggplot现有图层叠加构造，并没有用任何ggplot的外挂插件。</p>
+          <p><img src="http://ortu7ddty.bkt.clouddn.com/gant/%E7%94%98%E7%89%B9%E5%9B%BE.png" alt=""></p>
+<p>甘特图即便是用excel来做，也是要吃些苦头的，ggplot中无此内置图层函数，但是，没啥图能难道哈神的巨作，ggplot制作甘特不费吹灰之力，而且还能做得有模有样，有板有眼。以下是代码过程。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/07/19/超强脑洞第三弹之——ggplot构造瀑布图/#more" rel="contents">
+            <a class="btn" href="/2017/07/26/超强脑洞第四弹——ggplot构造甘特图/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -1954,7 +1955,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/07/14/给R语言初学者的几个建议/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/07/19/超强脑洞第三弹之——ggplot构造瀑布图/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1973,7 +1974,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/07/14/给R语言初学者的几个建议/" itemprop="url">给R语言初学者的几个建议~</a></h1>
+                <a class="post-title-link" href="/2017/07/19/超强脑洞第三弹之——ggplot构造瀑布图/" itemprop="url">超强脑洞第三弹之——ggplot构造瀑布图</a></h1>
         
 
         <div class="post-meta">
@@ -1985,8 +1986,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-07-14T19:38:19+08:00">
-                2017-07-14
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-07-19T18:27:25+08:00">
+                2017-07-19
               </time>
             
 
@@ -2025,7 +2026,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/07/14/给R语言初学者的几个建议/" class="leancloud_visitors" data-flag-title="给R语言初学者的几个建议~">
+             <span id="/2017/07/19/超强脑洞第三弹之——ggplot构造瀑布图/" class="leancloud_visitors" data-flag-title="超强脑洞第三弹之——ggplot构造瀑布图">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -2050,7 +2051,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  3,551 字
+                  859 字
                 </span>
               
 
@@ -2066,7 +2067,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  12 分钟
+                  4 分钟
                 </span>
               
             </div>
@@ -2085,11 +2086,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p><img src="http://oqdvmreg2.bkt.clouddn.com/guide/image.jpg" alt=""></p>
-<p>最近有很多人在问我关于R语言学习入门的问题。</p>
+          <p><img src="http://orpzs13ft.bkt.clouddn.com/waterfall/%E7%80%91%E5%B8%83%E5%9B%BE2.png" alt=""></p>
+<p>对，就是瀑布图，你没看错。而且是使用ggplot现有图层叠加构造，并没有用任何ggplot的外挂插件。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/07/14/给R语言初学者的几个建议/#more" rel="contents">
+            <a class="btn" href="/2017/07/19/超强脑洞第三弹之——ggplot构造瀑布图/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -2175,7 +2176,7 @@ <h1 class="post-title" itemprop="name headline">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -2306,7 +2307,7 @@ <h1 class="post-title" itemprop="name headline">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git a/page/2/index.html b/page/2/index.html
index c9c6d413..26eaf065 100644
--- a/page/2/index.html
+++ b/page/2/index.html
@@ -325,7 +325,7 @@
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/07/13/超强脑洞第二弹之——ggplot构造漏斗图/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/07/14/给R语言初学者的几个建议/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -344,7 +344,7 @@
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/07/13/超强脑洞第二弹之——ggplot构造漏斗图/" itemprop="url">超强脑洞第二弹之——ggplot构造漏斗图</a></h1>
+                <a class="post-title-link" href="/2017/07/14/给R语言初学者的几个建议/" itemprop="url">给R语言初学者的几个建议~</a></h1>
         
 
         <div class="post-meta">
@@ -356,8 +356,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-07-13T09:01:32+08:00">
-                2017-07-13
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-07-14T19:38:19+08:00">
+                2017-07-14
               </time>
             
 
@@ -396,7 +396,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/07/13/超强脑洞第二弹之——ggplot构造漏斗图/" class="leancloud_visitors" data-flag-title="超强脑洞第二弹之——ggplot构造漏斗图">
+             <span id="/2017/07/14/给R语言初学者的几个建议/" class="leancloud_visitors" data-flag-title="给R语言初学者的几个建议~">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -421,7 +421,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,122 字
+                  3,551 字
                 </span>
               
 
@@ -437,7 +437,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  5 分钟
+                  12 分钟
                 </span>
               
             </div>
@@ -456,11 +456,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p><img src="http://oro3igf2g.bkt.clouddn.com/funnel/image.jpg" alt=""></p>
-<p>今天这篇要用ggplot构造漏斗图，其实ggplot内置图层函数中不存在所谓的漏斗图、子弹图等比较复杂的图表类型，但是ggplot的现有图层函数和标度设置完全可以胜任这些图形，以下是利用ggplot临摹漏斗图的代码过程。</p>
+          <p><img src="http://oqdvmreg2.bkt.clouddn.com/guide/image.jpg" alt=""></p>
+<p>最近有很多人在问我关于R语言学习入门的问题。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/07/13/超强脑洞第二弹之——ggplot构造漏斗图/#more" rel="contents">
+            <a class="btn" href="/2017/07/14/给R语言初学者的几个建议/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -506,7 +506,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/07/12/一言不合就爬虫系列之——爬取小姐姐的秒拍MV/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/07/13/超强脑洞第二弹之——ggplot构造漏斗图/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -525,7 +525,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/07/12/一言不合就爬虫系列之——爬取小姐姐的秒拍MV/" itemprop="url">一言不合就爬虫系列之——爬取小姐姐的秒拍MV</a></h1>
+                <a class="post-title-link" href="/2017/07/13/超强脑洞第二弹之——ggplot构造漏斗图/" itemprop="url">超强脑洞第二弹之——ggplot构造漏斗图</a></h1>
         
 
         <div class="post-meta">
@@ -537,8 +537,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-07-12T22:30:30+08:00">
-                2017-07-12
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-07-13T09:01:32+08:00">
+                2017-07-13
               </time>
             
 
@@ -560,8 +560,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/网络爬虫/" itemprop="url" rel="index">
-                    <span itemprop="name">网络爬虫</span>
+                  <a href="/categories/R语言/" itemprop="url" rel="index">
+                    <span itemprop="name">R语言</span>
                   </a>
                 </span>
 
@@ -577,7 +577,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/07/12/一言不合就爬虫系列之——爬取小姐姐的秒拍MV/" class="leancloud_visitors" data-flag-title="一言不合就爬虫系列之——爬取小姐姐的秒拍MV">
+             <span id="/2017/07/13/超强脑洞第二弹之——ggplot构造漏斗图/" class="leancloud_visitors" data-flag-title="超强脑洞第二弹之——ggplot构造漏斗图">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -602,7 +602,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  2,050 字
+                  1,122 字
                 </span>
               
 
@@ -618,7 +618,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  8 分钟
+                  5 分钟
                 </span>
               
             </div>
@@ -637,11 +637,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p><img src="http://orz60j4aw.bkt.clouddn.com/taoxinyao/image.jpg" alt=""></p>
-<p>大连的盛夏实在是热的让人心烦（对于我这种既怕热又怕冷的真的没地呆了）。</p>
+          <p><img src="http://oro3igf2g.bkt.clouddn.com/funnel/image.jpg" alt=""></p>
+<p>今天这篇要用ggplot构造漏斗图，其实ggplot内置图层函数中不存在所谓的漏斗图、子弹图等比较复杂的图表类型，但是ggplot的现有图层函数和标度设置完全可以胜任这些图形，以下是利用ggplot临摹漏斗图的代码过程。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/07/12/一言不合就爬虫系列之——爬取小姐姐的秒拍MV/#more" rel="contents">
+            <a class="btn" href="/2017/07/13/超强脑洞第二弹之——ggplot构造漏斗图/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -687,7 +687,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/07/10/左手用R右手Python系列——因子变量与分类重编码/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/07/12/一言不合就爬虫系列之——爬取小姐姐的秒拍MV/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -706,7 +706,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/07/10/左手用R右手Python系列——因子变量与分类重编码/" itemprop="url">左手用R右手Python系列——因子变量与分类重编码</a></h1>
+                <a class="post-title-link" href="/2017/07/12/一言不合就爬虫系列之——爬取小姐姐的秒拍MV/" itemprop="url">一言不合就爬虫系列之——爬取小姐姐的秒拍MV</a></h1>
         
 
         <div class="post-meta">
@@ -718,8 +718,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-07-10T12:44:32+08:00">
-                2017-07-10
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-07-12T22:30:30+08:00">
+                2017-07-12
               </time>
             
 
@@ -741,8 +741,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/Python/" itemprop="url" rel="index">
-                    <span itemprop="name">Python</span>
+                  <a href="/categories/网络爬虫/" itemprop="url" rel="index">
+                    <span itemprop="name">网络爬虫</span>
                   </a>
                 </span>
 
@@ -758,7 +758,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/07/10/左手用R右手Python系列——因子变量与分类重编码/" class="leancloud_visitors" data-flag-title="左手用R右手Python系列——因子变量与分类重编码">
+             <span id="/2017/07/12/一言不合就爬虫系列之——爬取小姐姐的秒拍MV/" class="leancloud_visitors" data-flag-title="一言不合就爬虫系列之——爬取小姐姐的秒拍MV">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -783,7 +783,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  2,259 字
+                  2,050 字
                 </span>
               
 
@@ -799,7 +799,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  9 分钟
+                  8 分钟
                 </span>
               
             </div>
@@ -818,11 +818,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p><img src="http://orssvamao.bkt.clouddn.com/factor/image.jpg" alt=""></p>
-<p>今天这篇介绍数据类型中因子变量的运用在R语言和Python中的实现。</p>
+          <p><img src="http://orz60j4aw.bkt.clouddn.com/taoxinyao/image.jpg" alt=""></p>
+<p>大连的盛夏实在是热的让人心烦（对于我这种既怕热又怕冷的真的没地呆了）。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/07/10/左手用R右手Python系列——因子变量与分类重编码/#more" rel="contents">
+            <a class="btn" href="/2017/07/12/一言不合就爬虫系列之——爬取小姐姐的秒拍MV/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -868,7 +868,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/07/08/小魔方不想跟你说话，并向你扔了一堆代码/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/07/10/左手用R右手Python系列——因子变量与分类重编码/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -887,7 +887,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/07/08/小魔方不想跟你说话，并向你扔了一堆代码/" itemprop="url">超强脑洞第一弹——子弹图~~~</a></h1>
+                <a class="post-title-link" href="/2017/07/10/左手用R右手Python系列——因子变量与分类重编码/" itemprop="url">左手用R右手Python系列——因子变量与分类重编码</a></h1>
         
 
         <div class="post-meta">
@@ -899,8 +899,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-07-08T10:51:38+08:00">
-                2017-07-08
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-07-10T12:44:32+08:00">
+                2017-07-10
               </time>
             
 
@@ -922,8 +922,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/数据可视化/" itemprop="url" rel="index">
-                    <span itemprop="name">数据可视化</span>
+                  <a href="/categories/Python/" itemprop="url" rel="index">
+                    <span itemprop="name">Python</span>
                   </a>
                 </span>
 
@@ -939,7 +939,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/07/08/小魔方不想跟你说话，并向你扔了一堆代码/" class="leancloud_visitors" data-flag-title="超强脑洞第一弹——子弹图~~~">
+             <span id="/2017/07/10/左手用R右手Python系列——因子变量与分类重编码/" class="leancloud_visitors" data-flag-title="左手用R右手Python系列——因子变量与分类重编码">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -964,7 +964,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,008 字
+                  2,259 字
                 </span>
               
 
@@ -980,7 +980,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  5 分钟
+                  9 分钟
                 </span>
               
             </div>
@@ -999,11 +999,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p><img src="http://orn9f9laz.bkt.clouddn.com/rounte/db6.png" alt=""></p>
-<p>很早就跟大家说过，ggplot是一个黑洞，哈神是一个艺术家，真正体会到ggplot的强大，也就是近几个月的事儿，只要你的灵感不受束缚，它真的……无所不能，今天看一个商务场合经常使用的，绩效与目标管理工具——子弹图。</p>
+          <p><img src="http://orssvamao.bkt.clouddn.com/factor/image.jpg" alt=""></p>
+<p>今天这篇介绍数据类型中因子变量的运用在R语言和Python中的实现。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/07/08/小魔方不想跟你说话，并向你扔了一堆代码/#more" rel="contents">
+            <a class="btn" href="/2017/07/10/左手用R右手Python系列——因子变量与分类重编码/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -1049,7 +1049,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/07/06/让执着成为一种习惯——仿网易数独玫瑰气泡图/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/07/08/小魔方不想跟你说话，并向你扔了一堆代码/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1068,7 +1068,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/07/06/让执着成为一种习惯——仿网易数独玫瑰气泡图/" itemprop="url">让执着成为一种习惯——仿网易数独玫瑰气泡图</a></h1>
+                <a class="post-title-link" href="/2017/07/08/小魔方不想跟你说话，并向你扔了一堆代码/" itemprop="url">超强脑洞第一弹——子弹图~~~</a></h1>
         
 
         <div class="post-meta">
@@ -1080,8 +1080,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-07-06T22:49:33+08:00">
-                2017-07-06
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-07-08T10:51:38+08:00">
+                2017-07-08
               </time>
             
 
@@ -1120,7 +1120,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/07/06/让执着成为一种习惯——仿网易数独玫瑰气泡图/" class="leancloud_visitors" data-flag-title="让执着成为一种习惯——仿网易数独玫瑰气泡图">
+             <span id="/2017/07/08/小魔方不想跟你说话，并向你扔了一堆代码/" class="leancloud_visitors" data-flag-title="超强脑洞第一弹——子弹图~~~">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1145,7 +1145,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,351 字
+                  1,008 字
                 </span>
               
 
@@ -1161,7 +1161,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  7 分钟
+                  5 分钟
                 </span>
               
             </div>
@@ -1180,11 +1180,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p><img src="http://orvigieh3.bkt.clouddn.com/circle_bubble/%E5%B0%81%E9%9D%A2%E5%9B%BE.png" alt=""></p>
-<p>没有难学的技艺，只有不够辛勤的付出！</p>
+          <p><img src="http://orn9f9laz.bkt.clouddn.com/rounte/db6.png" alt=""></p>
+<p>很早就跟大家说过，ggplot是一个黑洞，哈神是一个艺术家，真正体会到ggplot的强大，也就是近几个月的事儿，只要你的灵感不受束缚，它真的……无所不能，今天看一个商务场合经常使用的，绩效与目标管理工具——子弹图。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/07/06/让执着成为一种习惯——仿网易数独玫瑰气泡图/#more" rel="contents">
+            <a class="btn" href="/2017/07/08/小魔方不想跟你说话，并向你扔了一堆代码/#more" rel="contents">
               阅读全文 &raquo;
             </a>
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-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/07/04/这么牛X的包，一般人我不告诉他！！！/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/07/06/让执着成为一种习惯——仿网易数独玫瑰气泡图/">
 
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@@ -1249,7 +1249,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/07/04/这么牛X的包，一般人我不告诉他！！！/" itemprop="url">这么牛X的包，一般人我不告诉他！！！</a></h1>
+                <a class="post-title-link" href="/2017/07/06/让执着成为一种习惯——仿网易数独玫瑰气泡图/" itemprop="url">让执着成为一种习惯——仿网易数独玫瑰气泡图</a></h1>
         
 
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@@ -1261,8 +1261,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-07-04T09:17:37+08:00">
-                2017-07-04
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-07-06T22:49:33+08:00">
+                2017-07-06
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@@ -1301,7 +1301,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/07/04/这么牛X的包，一般人我不告诉他！！！/" class="leancloud_visitors" data-flag-title="这么牛X的包，一般人我不告诉他！！！">
+             <span id="/2017/07/06/让执着成为一种习惯——仿网易数独玫瑰气泡图/" class="leancloud_visitors" data-flag-title="让执着成为一种习惯——仿网易数独玫瑰气泡图">
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@@ -1326,7 +1326,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,887 字
+                  1,351 字
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@@ -1342,7 +1342,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  8 分钟
+                  7 分钟
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@@ -1361,10 +1361,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p><img src="http://ory93arir.bkt.clouddn.com/us-map/image1.png" alt=""></p>
+          <p><img src="http://orvigieh3.bkt.clouddn.com/circle_bubble/%E5%B0%81%E9%9D%A2%E5%9B%BE.png" alt=""></p>
+<p>没有难学的技艺，只有不够辛勤的付出！</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/07/04/这么牛X的包，一般人我不告诉他！！！/#more" rel="contents">
+            <a class="btn" href="/2017/07/06/让执着成为一种习惯——仿网易数独玫瑰气泡图/#more" rel="contents">
               阅读全文 &raquo;
             </a>
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@@ -1410,7 +1411,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/07/03/那些年做过的图表/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/07/04/这么牛X的包，一般人我不告诉他！！！/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
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@@ -1429,7 +1430,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/07/03/那些年做过的图表/" itemprop="url">那些年做过的图表</a></h1>
+                <a class="post-title-link" href="/2017/07/04/这么牛X的包，一般人我不告诉他！！！/" itemprop="url">这么牛X的包，一般人我不告诉他！！！</a></h1>
         
 
         <div class="post-meta">
@@ -1441,8 +1442,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-07-03T21:35:31+08:00">
-                2017-07-03
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-07-04T09:17:37+08:00">
+                2017-07-04
               </time>
             
 
@@ -1481,7 +1482,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/07/03/那些年做过的图表/" class="leancloud_visitors" data-flag-title="那些年做过的图表">
+             <span id="/2017/07/04/这么牛X的包，一般人我不告诉他！！！/" class="leancloud_visitors" data-flag-title="这么牛X的包，一般人我不告诉他！！！">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1506,7 +1507,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  658 字
+                  1,887 字
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@@ -1522,7 +1523,7 @@ <h1 class="post-title" itemprop="name headline">
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                 <span title="阅读时长">
-                  2 分钟
+                  8 分钟
                 </span>
               
             </div>
@@ -1541,13 +1542,10 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>数据可视化是我平时最大的爱好。</p>
-<p>但是作为一个初学者、行外人。总觉得自己学的不够扎实、没有系统、缺乏一线的业务锻炼。</p>
-<p>我只能以不停地写代码、开脑洞来避开自己的弱项。</p>
-<p><img src="http://ortu7ddty.bkt.clouddn.com/visualization/%E6%A1%88%E4%BE%8B%E6%AC%A3%E8%B5%8F-3.jpg" alt=""></p>
+          <p><img src="http://ory93arir.bkt.clouddn.com/us-map/image1.png" alt=""></p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/07/03/那些年做过的图表/#more" rel="contents">
+            <a class="btn" href="/2017/07/04/这么牛X的包，一般人我不告诉他！！！/#more" rel="contents">
               阅读全文 &raquo;
             </a>
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@@ -1593,7 +1591,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/07/02/左手用R右手Python系列——数据塑型与长宽转换/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/07/03/那些年做过的图表/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
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@@ -1612,7 +1610,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/07/02/左手用R右手Python系列——数据塑型与长宽转换/" itemprop="url">左手用R右手Python系列——数据塑型与长宽转换</a></h1>
+                <a class="post-title-link" href="/2017/07/03/那些年做过的图表/" itemprop="url">那些年做过的图表</a></h1>
         
 
         <div class="post-meta">
@@ -1624,8 +1622,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-07-02T09:08:23+08:00">
-                2017-07-02
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-07-03T21:35:31+08:00">
+                2017-07-03
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@@ -1647,8 +1645,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/Python/" itemprop="url" rel="index">
-                    <span itemprop="name">Python</span>
+                  <a href="/categories/数据可视化/" itemprop="url" rel="index">
+                    <span itemprop="name">数据可视化</span>
                   </a>
                 </span>
 
@@ -1664,7 +1662,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/07/02/左手用R右手Python系列——数据塑型与长宽转换/" class="leancloud_visitors" data-flag-title="左手用R右手Python系列——数据塑型与长宽转换">
+             <span id="/2017/07/03/那些年做过的图表/" class="leancloud_visitors" data-flag-title="那些年做过的图表">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1689,7 +1687,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,809 字
+                  658 字
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@@ -1705,7 +1703,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  7 分钟
+                  2 分钟
                 </span>
               
             </div>
@@ -1724,11 +1722,13 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p><img src="http://orn9f9laz.bkt.clouddn.com/cleaning/title.jpg" alt=""></p>
-<p>今天这篇是R语言 with Python系列的第三篇，主要跟大家分享数据处理过程中的数据塑型与长宽转换。</p>
+          <p>数据可视化是我平时最大的爱好。</p>
+<p>但是作为一个初学者、行外人。总觉得自己学的不够扎实、没有系统、缺乏一线的业务锻炼。</p>
+<p>我只能以不停地写代码、开脑洞来避开自己的弱项。</p>
+<p><img src="http://ortu7ddty.bkt.clouddn.com/visualization/%E6%A1%88%E4%BE%8B%E6%AC%A3%E8%B5%8F-3.jpg" alt=""></p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/07/02/左手用R右手Python系列——数据塑型与长宽转换/#more" rel="contents">
+            <a class="btn" href="/2017/07/03/那些年做过的图表/#more" rel="contents">
               阅读全文 &raquo;
             </a>
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@@ -1774,7 +1774,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/30/一篇全是代码的数据可视化案例/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/07/02/左手用R右手Python系列——数据塑型与长宽转换/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1793,7 +1793,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/30/一篇全是代码的数据可视化案例/" itemprop="url">一篇全是代码的数据可视化案例</a></h1>
+                <a class="post-title-link" href="/2017/07/02/左手用R右手Python系列——数据塑型与长宽转换/" itemprop="url">左手用R右手Python系列——数据塑型与长宽转换</a></h1>
         
 
         <div class="post-meta">
@@ -1805,8 +1805,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-30T17:38:13+08:00">
-                2017-06-30
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-07-02T09:08:23+08:00">
+                2017-07-02
               </time>
             
 
@@ -1828,8 +1828,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/数据可视化/" itemprop="url" rel="index">
-                    <span itemprop="name">数据可视化</span>
+                  <a href="/categories/Python/" itemprop="url" rel="index">
+                    <span itemprop="name">Python</span>
                   </a>
                 </span>
 
@@ -1845,7 +1845,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/30/一篇全是代码的数据可视化案例/" class="leancloud_visitors" data-flag-title="一篇全是代码的数据可视化案例">
+             <span id="/2017/07/02/左手用R右手Python系列——数据塑型与长宽转换/" class="leancloud_visitors" data-flag-title="左手用R右手Python系列——数据塑型与长宽转换">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1870,7 +1870,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,333 字
+                  1,809 字
                 </span>
               
 
@@ -1905,10 +1905,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>实在没时间写文字步骤了，算了，就甩一篇代码给大家吧，这篇代码包含五张图，分别可以呈现放射状线路图、迁徙路径图、闭环路径图、菱形气泡图、方形气泡图。</p>
+          <p><img src="http://orn9f9laz.bkt.clouddn.com/cleaning/title.jpg" alt=""></p>
+<p>今天这篇是R语言 with Python系列的第三篇，主要跟大家分享数据处理过程中的数据塑型与长宽转换。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/30/一篇全是代码的数据可视化案例/#more" rel="contents">
+            <a class="btn" href="/2017/07/02/左手用R右手Python系列——数据塑型与长宽转换/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -1954,7 +1955,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/29/重要的是图表思维，而不是工具/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/30/一篇全是代码的数据可视化案例/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1973,7 +1974,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/29/重要的是图表思维，而不是工具/" itemprop="url">重要的是图表思维，而不是工具</a></h1>
+                <a class="post-title-link" href="/2017/06/30/一篇全是代码的数据可视化案例/" itemprop="url">一篇全是代码的数据可视化案例</a></h1>
         
 
         <div class="post-meta">
@@ -1985,8 +1986,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-29T11:49:43+08:00">
-                2017-06-29
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-30T17:38:13+08:00">
+                2017-06-30
               </time>
             
 
@@ -2025,7 +2026,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/29/重要的是图表思维，而不是工具/" class="leancloud_visitors" data-flag-title="重要的是图表思维，而不是工具">
+             <span id="/2017/06/30/一篇全是代码的数据可视化案例/" class="leancloud_visitors" data-flag-title="一篇全是代码的数据可视化案例">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -2050,7 +2051,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,717 字
+                  1,333 字
                 </span>
               
 
@@ -2066,7 +2067,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  8 分钟
+                  7 分钟
                 </span>
               
             </div>
@@ -2085,12 +2086,10 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p><img src="http://ory93arir.bkt.clouddn.com/tea_bump/%E5%B0%81%E9%9D%A2%E5%9B%BE.png" alt=""></p>
-<p>很久没有作图了，主要是一时找不到应该练手的案例。</p>
-<p>然后昨天逛网易数独栏目的数据新闻，看到一幅还不错的案例，对于我来说值得一试，然后就手痒给照葫芦画瓢弄出来了。（主要是其中涉及到的细节处理很麻烦）</p>
+          <p>实在没时间写文字步骤了，算了，就甩一篇代码给大家吧，这篇代码包含五张图，分别可以呈现放射状线路图、迁徙路径图、闭环路径图、菱形气泡图、方形气泡图。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/29/重要的是图表思维，而不是工具/#more" rel="contents">
+            <a class="btn" href="/2017/06/30/一篇全是代码的数据可视化案例/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -2176,7 +2175,7 @@ <h1 class="post-title" itemprop="name headline">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
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@@ -2307,7 +2306,7 @@ <h1 class="post-title" itemprop="name headline">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
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diff --git a/page/3/index.html b/page/3/index.html
index aa77e641..754b0031 100644
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@@ -325,7 +325,7 @@
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/28/R语言数据处理——数据合并与追加/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/29/重要的是图表思维，而不是工具/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -344,7 +344,7 @@
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/28/R语言数据处理——数据合并与追加/" itemprop="url">R语言数据处理——数据合并与追加</a></h1>
+                <a class="post-title-link" href="/2017/06/29/重要的是图表思维，而不是工具/" itemprop="url">重要的是图表思维，而不是工具</a></h1>
         
 
         <div class="post-meta">
@@ -356,8 +356,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-28T10:47:39+08:00">
-                2017-06-28
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-29T11:49:43+08:00">
+                2017-06-29
               </time>
             
 
@@ -379,8 +379,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/R语言/" itemprop="url" rel="index">
-                    <span itemprop="name">R语言</span>
+                  <a href="/categories/数据可视化/" itemprop="url" rel="index">
+                    <span itemprop="name">数据可视化</span>
                   </a>
                 </span>
 
@@ -396,7 +396,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/28/R语言数据处理——数据合并与追加/" class="leancloud_visitors" data-flag-title="R语言数据处理——数据合并与追加">
+             <span id="/2017/06/29/重要的是图表思维，而不是工具/" class="leancloud_visitors" data-flag-title="重要的是图表思维，而不是工具">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -421,7 +421,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  2,107 字
+                  1,717 字
                 </span>
               
 
@@ -437,7 +437,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  9 分钟
+                  8 分钟
                 </span>
               
             </div>
@@ -456,11 +456,12 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p><img src="http://orrrzlir6.bkt.clouddn.com/R/merge/%E6%BC%94%E7%A4%BA%E6%96%87%E7%A8%BF1.jpg" alt=""></p>
-<p>数据结构的塑造是数据可视化前重要的一环，虽说本公众号重心在于数据可视化，可是涉及到一些至关重要的数据整合技巧，还是有必要跟大家分享一下的。</p>
+          <p><img src="http://ory93arir.bkt.clouddn.com/tea_bump/%E5%B0%81%E9%9D%A2%E5%9B%BE.png" alt=""></p>
+<p>很久没有作图了，主要是一时找不到应该练手的案例。</p>
+<p>然后昨天逛网易数独栏目的数据新闻，看到一幅还不错的案例，对于我来说值得一试，然后就手痒给照葫芦画瓢弄出来了。（主要是其中涉及到的细节处理很麻烦）</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/28/R语言数据处理——数据合并与追加/#more" rel="contents">
+            <a class="btn" href="/2017/06/29/重要的是图表思维，而不是工具/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -506,7 +507,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/27/左手用R右手Python系列——数据合并与追加/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/28/R语言数据处理——数据合并与追加/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -525,7 +526,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/27/左手用R右手Python系列——数据合并与追加/" itemprop="url">左手用R右手Python系列——数据合并与追加</a></h1>
+                <a class="post-title-link" href="/2017/06/28/R语言数据处理——数据合并与追加/" itemprop="url">R语言数据处理——数据合并与追加</a></h1>
         
 
         <div class="post-meta">
@@ -537,8 +538,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-27T11:44:02+08:00">
-                2017-06-27
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-28T10:47:39+08:00">
+                2017-06-28
               </time>
             
 
@@ -560,8 +561,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/Python/" itemprop="url" rel="index">
-                    <span itemprop="name">Python</span>
+                  <a href="/categories/R语言/" itemprop="url" rel="index">
+                    <span itemprop="name">R语言</span>
                   </a>
                 </span>
 
@@ -577,7 +578,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/27/左手用R右手Python系列——数据合并与追加/" class="leancloud_visitors" data-flag-title="左手用R右手Python系列——数据合并与追加">
+             <span id="/2017/06/28/R语言数据处理——数据合并与追加/" class="leancloud_visitors" data-flag-title="R语言数据处理——数据合并与追加">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -602,7 +603,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,371 字
+                  2,107 字
                 </span>
               
 
@@ -618,7 +619,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  7 分钟
+                  9 分钟
                 </span>
               
             </div>
@@ -637,11 +638,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p><img src="http://orp205tiu.bkt.clouddn.com/R_Python/merge/face.jpg" alt=""></p>
-<p>今天这篇跟大家介绍R语言与Python数据处理中的第二个小知识点——数据合并与追加。</p>
+          <p><img src="http://orrrzlir6.bkt.clouddn.com/R/merge/%E6%BC%94%E7%A4%BA%E6%96%87%E7%A8%BF1.jpg" alt=""></p>
+<p>数据结构的塑造是数据可视化前重要的一环，虽说本公众号重心在于数据可视化，可是涉及到一些至关重要的数据整合技巧，还是有必要跟大家分享一下的。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/27/左手用R右手Python系列——数据合并与追加/#more" rel="contents">
+            <a class="btn" href="/2017/06/28/R语言数据处理——数据合并与追加/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -687,7 +688,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/25/用R语言复盘美国总统大选结果/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/27/左手用R右手Python系列——数据合并与追加/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -706,7 +707,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/25/用R语言复盘美国总统大选结果/" itemprop="url">用R语言复盘美国总统大选结果~</a></h1>
+                <a class="post-title-link" href="/2017/06/27/左手用R右手Python系列——数据合并与追加/" itemprop="url">左手用R右手Python系列——数据合并与追加</a></h1>
         
 
         <div class="post-meta">
@@ -718,8 +719,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-25T09:13:19+08:00">
-                2017-06-25
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-27T11:44:02+08:00">
+                2017-06-27
               </time>
             
 
@@ -741,8 +742,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/数据可视化/" itemprop="url" rel="index">
-                    <span itemprop="name">数据可视化</span>
+                  <a href="/categories/Python/" itemprop="url" rel="index">
+                    <span itemprop="name">Python</span>
                   </a>
                 </span>
 
@@ -758,7 +759,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/25/用R语言复盘美国总统大选结果/" class="leancloud_visitors" data-flag-title="用R语言复盘美国总统大选结果~">
+             <span id="/2017/06/27/左手用R右手Python系列——数据合并与追加/" class="leancloud_visitors" data-flag-title="左手用R右手Python系列——数据合并与追加">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -783,7 +784,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  2,485 字
+                  1,371 字
                 </span>
               
 
@@ -799,7 +800,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  13 分钟
+                  7 分钟
                 </span>
               
             </div>
@@ -818,11 +819,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p><img src="http://orp205tiu.bkt.clouddn.com/President/President17.jpg" alt=""></p>
-<p>这两天各种社交媒体都被美国大选的消息刷屏，各种段子满天飞，把平时不怎么关注政治的小编都吸引了。</p>
+          <p><img src="http://orp205tiu.bkt.clouddn.com/R_Python/merge/face.jpg" alt=""></p>
+<p>今天这篇跟大家介绍R语言与Python数据处理中的第二个小知识点——数据合并与追加。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/25/用R语言复盘美国总统大选结果/#more" rel="contents">
+            <a class="btn" href="/2017/06/27/左手用R右手Python系列——数据合并与追加/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -868,7 +869,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/24/R语言可视化——用ggplot构造期待已久的雷达图/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/25/用R语言复盘美国总统大选结果/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -887,7 +888,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/24/R语言可视化——用ggplot构造期待已久的雷达图/" itemprop="url">R语言可视化——用ggplot构造期待已久的雷达图</a></h1>
+                <a class="post-title-link" href="/2017/06/25/用R语言复盘美国总统大选结果/" itemprop="url">用R语言复盘美国总统大选结果~</a></h1>
         
 
         <div class="post-meta">
@@ -899,8 +900,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-24T22:03:16+08:00">
-                2017-06-24
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-25T09:13:19+08:00">
+                2017-06-25
               </time>
             
 
@@ -922,8 +923,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/ggplot2/" itemprop="url" rel="index">
-                    <span itemprop="name">ggplot2</span>
+                  <a href="/categories/数据可视化/" itemprop="url" rel="index">
+                    <span itemprop="name">数据可视化</span>
                   </a>
                 </span>
 
@@ -939,7 +940,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/24/R语言可视化——用ggplot构造期待已久的雷达图/" class="leancloud_visitors" data-flag-title="R语言可视化——用ggplot构造期待已久的雷达图">
+             <span id="/2017/06/25/用R语言复盘美国总统大选结果/" class="leancloud_visitors" data-flag-title="用R语言复盘美国总统大选结果~">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -964,7 +965,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  785 字
+                  2,485 字
                 </span>
               
 
@@ -980,7 +981,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  3 分钟
+                  13 分钟
                 </span>
               
             </div>
@@ -999,11 +1000,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p><img src="http://orm8l6eph.bkt.clouddn.com/ggradar/ggradar9.jpg" alt=""></p>
-<p>之前一直苦恼于ggplot函数无法制作雷达图，心想着既然饼图可以通过柱形图+极坐标模拟出来，为啥雷达图不行。</p>
+          <p><img src="http://orp205tiu.bkt.clouddn.com/President/President17.jpg" alt=""></p>
+<p>这两天各种社交媒体都被美国大选的消息刷屏，各种段子满天飞，把平时不怎么关注政治的小编都吸引了。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/24/R语言可视化——用ggplot构造期待已久的雷达图/#more" rel="contents">
+            <a class="btn" href="/2017/06/25/用R语言复盘美国总统大选结果/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -1049,7 +1050,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/24/左手用R右手Python系列——字符串格式化输出/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/24/R语言可视化——用ggplot构造期待已久的雷达图/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1068,7 +1069,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/24/左手用R右手Python系列——字符串格式化输出/" itemprop="url">左手用R右手Python系列——字符串格式化输出</a></h1>
+                <a class="post-title-link" href="/2017/06/24/R语言可视化——用ggplot构造期待已久的雷达图/" itemprop="url">R语言可视化——用ggplot构造期待已久的雷达图</a></h1>
         
 
         <div class="post-meta">
@@ -1080,7 +1081,7 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-24T09:45:40+08:00">
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-24T22:03:16+08:00">
                 2017-06-24
               </time>
             
@@ -1103,8 +1104,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/Python/" itemprop="url" rel="index">
-                    <span itemprop="name">Python</span>
+                  <a href="/categories/ggplot2/" itemprop="url" rel="index">
+                    <span itemprop="name">ggplot2</span>
                   </a>
                 </span>
 
@@ -1120,7 +1121,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/24/左手用R右手Python系列——字符串格式化输出/" class="leancloud_visitors" data-flag-title="左手用R右手Python系列——字符串格式化输出">
+             <span id="/2017/06/24/R语言可视化——用ggplot构造期待已久的雷达图/" class="leancloud_visitors" data-flag-title="R语言可视化——用ggplot构造期待已久的雷达图">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1145,7 +1146,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  2,430 字
+                  785 字
                 </span>
               
 
@@ -1161,7 +1162,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  9 分钟
+                  3 分钟
                 </span>
               
             </div>
@@ -1180,11 +1181,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>学习Python不到一个月，虽然学的很渣，但是还是想通过这种途径分享自己的学习心得，毕竟当初学习R语言也是这么走过来的。</p>
-<p>今天是R语言与Python综合系列的第一篇，就聊一聊两者在常用字符串输出上的差异。</p>
+          <p><img src="http://orm8l6eph.bkt.clouddn.com/ggradar/ggradar9.jpg" alt=""></p>
+<p>之前一直苦恼于ggplot函数无法制作雷达图，心想着既然饼图可以通过柱形图+极坐标模拟出来，为啥雷达图不行。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/24/左手用R右手Python系列——字符串格式化输出/#more" rel="contents">
+            <a class="btn" href="/2017/06/24/R语言可视化——用ggplot构造期待已久的雷达图/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -1230,7 +1231,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/23/用优雅的配色来缔造图表专业主义/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/24/左手用R右手Python系列——字符串格式化输出/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1249,7 +1250,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/23/用优雅的配色来缔造图表专业主义/" itemprop="url">用优雅的配色来缔造图表专业主义~</a></h1>
+                <a class="post-title-link" href="/2017/06/24/左手用R右手Python系列——字符串格式化输出/" itemprop="url">左手用R右手Python系列——字符串格式化输出</a></h1>
         
 
         <div class="post-meta">
@@ -1261,8 +1262,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-23T09:10:23+08:00">
-                2017-06-23
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@@ -1284,8 +1285,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
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-                  <a href="/categories/数据可视化/" itemprop="url" rel="index">
-                    <span itemprop="name">数据可视化</span>
+                  <a href="/categories/Python/" itemprop="url" rel="index">
+                    <span itemprop="name">Python</span>
                   </a>
                 </span>
 
@@ -1301,7 +1302,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/23/用优雅的配色来缔造图表专业主义/" class="leancloud_visitors" data-flag-title="用优雅的配色来缔造图表专业主义~">
+             <span id="/2017/06/24/左手用R右手Python系列——字符串格式化输出/" class="leancloud_visitors" data-flag-title="左手用R右手Python系列——字符串格式化输出">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1326,7 +1327,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,860 字
+                  2,430 字
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@@ -1361,11 +1362,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p><img src="http://orz7qelg0.bkt.clouddn.com/%E6%BC%94%E7%A4%BA%E6%96%87%E7%A8%BF1.jpg" alt=""></p>
-<p>总觉得以前自己写的东西太过琐碎，纠结于步骤和技巧，而没有任何体系上和理念上的输出；</p>
+          <p>学习Python不到一个月，虽然学的很渣，但是还是想通过这种途径分享自己的学习心得，毕竟当初学习R语言也是这么走过来的。</p>
+<p>今天是R语言与Python综合系列的第一篇，就聊一聊两者在常用字符串输出上的差异。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/23/用优雅的配色来缔造图表专业主义/#more" rel="contents">
+            <a class="btn" href="/2017/06/24/左手用R右手Python系列——字符串格式化输出/#more" rel="contents">
               阅读全文 &raquo;
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@@ -1411,7 +1412,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/23/不经意间又发现了一个有趣又炫酷的包/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/23/用优雅的配色来缔造图表专业主义/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1430,7 +1431,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/23/不经意间又发现了一个有趣又炫酷的包/" itemprop="url">不经意间又发现了一个有趣又炫酷的包</a></h1>
+                <a class="post-title-link" href="/2017/06/23/用优雅的配色来缔造图表专业主义/" itemprop="url">用优雅的配色来缔造图表专业主义~</a></h1>
         
 
         <div class="post-meta">
@@ -1442,7 +1443,7 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-23T08:52:32+08:00">
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-23T09:10:23+08:00">
                 2017-06-23
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@@ -1482,7 +1483,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/23/不经意间又发现了一个有趣又炫酷的包/" class="leancloud_visitors" data-flag-title="不经意间又发现了一个有趣又炫酷的包">
+             <span id="/2017/06/23/用优雅的配色来缔造图表专业主义/" class="leancloud_visitors" data-flag-title="用优雅的配色来缔造图表专业主义~">
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@@ -1507,7 +1508,7 @@ <h1 class="post-title" itemprop="name headline">
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                 <span title="字数统计">
-                  981 字
+                  1,860 字
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@@ -1523,7 +1524,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  4 分钟
+                  9 分钟
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@@ -1542,11 +1543,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p><img src="http://orz60j4aw.bkt.clouddn.com/image1.jpg" alt=""></p>
-<p>关于R语言可视化的内容，之前写有个系列，最近零零散散的又发现了一些好玩的包，刚学会就赶紧来跟大家分享~</p>
+          <p><img src="http://orz7qelg0.bkt.clouddn.com/%E6%BC%94%E7%A4%BA%E6%96%87%E7%A8%BF1.jpg" alt=""></p>
+<p>总觉得以前自己写的东西太过琐碎，纠结于步骤和技巧，而没有任何体系上和理念上的输出；</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/23/不经意间又发现了一个有趣又炫酷的包/#more" rel="contents">
+            <a class="btn" href="/2017/06/23/用优雅的配色来缔造图表专业主义/#more" rel="contents">
               阅读全文 &raquo;
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@@ -1592,7 +1593,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/22/R语言可视化——ggplot图表系统中的辅助线/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/23/不经意间又发现了一个有趣又炫酷的包/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1611,7 +1612,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/22/R语言可视化——ggplot图表系统中的辅助线/" itemprop="url">R语言可视化——ggplot图表系统中的辅助线</a></h1>
+                <a class="post-title-link" href="/2017/06/23/不经意间又发现了一个有趣又炫酷的包/" itemprop="url">不经意间又发现了一个有趣又炫酷的包</a></h1>
         
 
         <div class="post-meta">
@@ -1623,8 +1624,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-22T21:07:34+08:00">
-                2017-06-22
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-23T08:52:32+08:00">
+                2017-06-23
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@@ -1646,8 +1647,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
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-                  <a href="/categories/ggplot2/" itemprop="url" rel="index">
-                    <span itemprop="name">ggplot2</span>
+                  <a href="/categories/数据可视化/" itemprop="url" rel="index">
+                    <span itemprop="name">数据可视化</span>
                   </a>
                 </span>
 
@@ -1663,7 +1664,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/22/R语言可视化——ggplot图表系统中的辅助线/" class="leancloud_visitors" data-flag-title="R语言可视化——ggplot图表系统中的辅助线">
+             <span id="/2017/06/23/不经意间又发现了一个有趣又炫酷的包/" class="leancloud_visitors" data-flag-title="不经意间又发现了一个有趣又炫酷的包">
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                  <i class="fa fa-eye"></i>
@@ -1688,7 +1689,7 @@ <h1 class="post-title" itemprop="name headline">
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-                  1,050 字
+                  981 字
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@@ -1723,10 +1724,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>在之前的推送中，曾经有过一篇介绍excel图表辅助线的制作方法，其中用到的技巧五花八门、令人眼花缭乱。</p>
+          <p><img src="http://orz60j4aw.bkt.clouddn.com/image1.jpg" alt=""></p>
+<p>关于R语言可视化的内容，之前写有个系列，最近零零散散的又发现了一些好玩的包，刚学会就赶紧来跟大家分享~</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/22/R语言可视化——ggplot图表系统中的辅助线/#more" rel="contents">
+            <a class="btn" href="/2017/06/23/不经意间又发现了一个有趣又炫酷的包/#more" rel="contents">
               阅读全文 &raquo;
             </a>
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@@ -1772,7 +1774,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
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+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/22/R语言可视化——ggplot图表系统中的辅助线/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1791,7 +1793,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/22/竟然是一个升级版的数据透视表-Tableau真的没有那么神秘/" itemprop="url">竟然是一个升级版的数据透视表,Tableau真的没有那么神秘~</a></h1>
+                <a class="post-title-link" href="/2017/06/22/R语言可视化——ggplot图表系统中的辅助线/" itemprop="url">R语言可视化——ggplot图表系统中的辅助线</a></h1>
         
 
         <div class="post-meta">
@@ -1803,7 +1805,7 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-22T08:14:18+08:00">
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-22T21:07:34+08:00">
                 2017-06-22
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@@ -1826,8 +1828,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/Tableau/" itemprop="url" rel="index">
-                    <span itemprop="name">Tableau</span>
+                  <a href="/categories/ggplot2/" itemprop="url" rel="index">
+                    <span itemprop="name">ggplot2</span>
                   </a>
                 </span>
 
@@ -1843,7 +1845,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/22/竟然是一个升级版的数据透视表-Tableau真的没有那么神秘/" class="leancloud_visitors" data-flag-title="竟然是一个升级版的数据透视表,Tableau真的没有那么神秘~">
+             <span id="/2017/06/22/R语言可视化——ggplot图表系统中的辅助线/" class="leancloud_visitors" data-flag-title="R语言可视化——ggplot图表系统中的辅助线">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1868,7 +1870,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  2,174 字
+                  1,050 字
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@@ -1884,7 +1886,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  7 分钟
+                  4 分钟
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             </div>
@@ -1903,11 +1905,10 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p><img src="http://orxaqmu8d.bkt.clouddn.com/2017-06-22_072855.jpg" alt=""></p>
-<p>前一篇跟大家详述了关于Excel在作图理念上的诸多细节，今天让我们把交点聚焦于多分类维度的数据呈现问题。</p>
+          <p>在之前的推送中，曾经有过一篇介绍excel图表辅助线的制作方法，其中用到的技巧五花八门、令人眼花缭乱。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/22/竟然是一个升级版的数据透视表-Tableau真的没有那么神秘/#more" rel="contents">
+            <a class="btn" href="/2017/06/22/R语言可视化——ggplot图表系统中的辅助线/#more" rel="contents">
               阅读全文 &raquo;
             </a>
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@@ -1953,7 +1954,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/21/R语言可视化——多图层叠加（离散颜色填充与气泡图综合运用）/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/22/竟然是一个升级版的数据透视表-Tableau真的没有那么神秘/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1972,7 +1973,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/21/R语言可视化——多图层叠加（离散颜色填充与气泡图综合运用）/" itemprop="url">R语言可视化——多图层叠加（离散颜色填充与气泡图综合运用）</a></h1>
+                <a class="post-title-link" href="/2017/06/22/竟然是一个升级版的数据透视表-Tableau真的没有那么神秘/" itemprop="url">竟然是一个升级版的数据透视表,Tableau真的没有那么神秘~</a></h1>
         
 
         <div class="post-meta">
@@ -1984,8 +1985,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-21T19:35:53+08:00">
-                2017-06-21
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-22T08:14:18+08:00">
+                2017-06-22
               </time>
             
 
@@ -2007,8 +2008,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/数据可视化/" itemprop="url" rel="index">
-                    <span itemprop="name">数据可视化</span>
+                  <a href="/categories/Tableau/" itemprop="url" rel="index">
+                    <span itemprop="name">Tableau</span>
                   </a>
                 </span>
 
@@ -2024,7 +2025,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/21/R语言可视化——多图层叠加（离散颜色填充与气泡图综合运用）/" class="leancloud_visitors" data-flag-title="R语言可视化——多图层叠加（离散颜色填充与气泡图综合运用）">
+             <span id="/2017/06/22/竟然是一个升级版的数据透视表-Tableau真的没有那么神秘/" class="leancloud_visitors" data-flag-title="竟然是一个升级版的数据透视表,Tableau真的没有那么神秘~">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -2049,7 +2050,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,564 字
+                  2,174 字
                 </span>
               
 
@@ -2084,10 +2085,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>今天这一篇是昨天推送的基础上进行了进一步的深化，主要讲如何在离散颜色填充的地图上进行气泡图图层叠加。</p>
+          <p><img src="http://orxaqmu8d.bkt.clouddn.com/2017-06-22_072855.jpg" alt=""></p>
+<p>前一篇跟大家详述了关于Excel在作图理念上的诸多细节，今天让我们把交点聚焦于多分类维度的数据呈现问题。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/21/R语言可视化——多图层叠加（离散颜色填充与气泡图综合运用）/#more" rel="contents">
+            <a class="btn" href="/2017/06/22/竟然是一个升级版的数据透视表-Tableau真的没有那么神秘/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -2173,7 +2175,7 @@ <h1 class="post-title" itemprop="name headline">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
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@@ -2304,7 +2306,7 @@ <h1 class="post-title" itemprop="name headline">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
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diff --git a/page/4/index.html b/page/4/index.html
index fe4cfdcc..412d187b 100644
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@@ -325,7 +325,7 @@
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/21/R语言可视化——数据地图离散百分比填充（环渤海）/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/21/R语言可视化——多图层叠加（离散颜色填充与气泡图综合运用）/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -344,7 +344,7 @@
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/21/R语言可视化——数据地图离散百分比填充（环渤海）/" itemprop="url">R语言可视化——数据地图离散百分比填充（环渤海）</a></h1>
+                <a class="post-title-link" href="/2017/06/21/R语言可视化——多图层叠加（离散颜色填充与气泡图综合运用）/" itemprop="url">R语言可视化——多图层叠加（离散颜色填充与气泡图综合运用）</a></h1>
         
 
         <div class="post-meta">
@@ -356,7 +356,7 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-21T09:28:30+08:00">
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-21T19:35:53+08:00">
                 2017-06-21
               </time>
             
@@ -379,8 +379,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/R语言/" itemprop="url" rel="index">
-                    <span itemprop="name">R语言</span>
+                  <a href="/categories/数据可视化/" itemprop="url" rel="index">
+                    <span itemprop="name">数据可视化</span>
                   </a>
                 </span>
 
@@ -396,7 +396,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/21/R语言可视化——数据地图离散百分比填充（环渤海）/" class="leancloud_visitors" data-flag-title="R语言可视化——数据地图离散百分比填充（环渤海）">
+             <span id="/2017/06/21/R语言可视化——多图层叠加（离散颜色填充与气泡图综合运用）/" class="leancloud_visitors" data-flag-title="R语言可视化——多图层叠加（离散颜色填充与气泡图综合运用）">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -421,7 +421,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  883 字
+                  1,564 字
                 </span>
               
 
@@ -437,7 +437,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  4 分钟
+                  7 分钟
                 </span>
               
             </div>
@@ -456,10 +456,10 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>今天跟大家分享如何以百分比形式填充离散分段数据地图。</p>
+          <p>今天这一篇是昨天推送的基础上进行了进一步的深化，主要讲如何在离散颜色填充的地图上进行气泡图图层叠加。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/21/R语言可视化——数据地图离散百分比填充（环渤海）/#more" rel="contents">
+            <a class="btn" href="/2017/06/21/R语言可视化——多图层叠加（离散颜色填充与气泡图综合运用）/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -505,7 +505,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/20/R语言可视化——数据地图应用（东三省）/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/21/R语言可视化——数据地图离散百分比填充（环渤海）/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -524,7 +524,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/20/R语言可视化——数据地图应用（东三省）/" itemprop="url">R语言可视化——数据地图应用（东三省）</a></h1>
+                <a class="post-title-link" href="/2017/06/21/R语言可视化——数据地图离散百分比填充（环渤海）/" itemprop="url">R语言可视化——数据地图离散百分比填充（环渤海）</a></h1>
         
 
         <div class="post-meta">
@@ -536,8 +536,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-20T22:02:34+08:00">
-                2017-06-20
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-21T09:28:30+08:00">
+                2017-06-21
               </time>
             
 
@@ -576,7 +576,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/20/R语言可视化——数据地图应用（东三省）/" class="leancloud_visitors" data-flag-title="R语言可视化——数据地图应用（东三省）">
+             <span id="/2017/06/21/R语言可视化——数据地图离散百分比填充（环渤海）/" class="leancloud_visitors" data-flag-title="R语言可视化——数据地图离散百分比填充（环渤海）">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -601,7 +601,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  2,076 字
+                  883 字
                 </span>
               
 
@@ -617,7 +617,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  8 分钟
+                  4 分钟
                 </span>
               
             </div>
@@ -636,10 +636,10 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>今天是一个案例应用，采用东北三省地图进行离散颜色映射，让大家感受下R语言在地理信息空间可视化方面的强大功能，同时也会对之前强调过的地图配色技巧进行应用。</p>
+          <p>今天跟大家分享如何以百分比形式填充离散分段数据地图。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/20/R语言可视化——数据地图应用（东三省）/#more" rel="contents">
+            <a class="btn" href="/2017/06/21/R语言可视化——数据地图离散百分比填充（环渤海）/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -685,7 +685,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/20/那些培训师都不曾告诉你的关于Excel图表的秘密/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/20/R语言可视化——数据地图应用（东三省）/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -704,7 +704,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/20/那些培训师都不曾告诉你的关于Excel图表的秘密/" itemprop="url">那些培训师都不曾告诉你的关于Excel图表的秘密~</a></h1>
+                <a class="post-title-link" href="/2017/06/20/R语言可视化——数据地图应用（东三省）/" itemprop="url">R语言可视化——数据地图应用（东三省）</a></h1>
         
 
         <div class="post-meta">
@@ -716,7 +716,7 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-20T11:48:08+08:00">
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-20T22:02:34+08:00">
                 2017-06-20
               </time>
             
@@ -739,8 +739,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/Excel/" itemprop="url" rel="index">
-                    <span itemprop="name">Excel</span>
+                  <a href="/categories/R语言/" itemprop="url" rel="index">
+                    <span itemprop="name">R语言</span>
                   </a>
                 </span>
 
@@ -756,7 +756,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/20/那些培训师都不曾告诉你的关于Excel图表的秘密/" class="leancloud_visitors" data-flag-title="那些培训师都不曾告诉你的关于Excel图表的秘密~">
+             <span id="/2017/06/20/R语言可视化——数据地图应用（东三省）/" class="leancloud_visitors" data-flag-title="R语言可视化——数据地图应用（东三省）">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -781,7 +781,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  3,331 字
+                  2,076 字
                 </span>
               
 
@@ -797,7 +797,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  11 分钟
+                  8 分钟
                 </span>
               
             </div>
@@ -816,10 +816,10 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>这是一篇关于Excel数据可视化的心得汇总！</p>
+          <p>今天是一个案例应用，采用东北三省地图进行离散颜色映射，让大家感受下R语言在地理信息空间可视化方面的强大功能，同时也会对之前强调过的地图配色技巧进行应用。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/20/那些培训师都不曾告诉你的关于Excel图表的秘密/#more" rel="contents">
+            <a class="btn" href="/2017/06/20/R语言可视化——数据地图应用（东三省）/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -865,7 +865,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/19/R语言可视化——ggplot图表中的线条/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/20/那些培训师都不曾告诉你的关于Excel图表的秘密/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -884,7 +884,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/19/R语言可视化——ggplot图表中的线条/" itemprop="url">R语言可视化——ggplot图表中的线条</a></h1>
+                <a class="post-title-link" href="/2017/06/20/那些培训师都不曾告诉你的关于Excel图表的秘密/" itemprop="url">那些培训师都不曾告诉你的关于Excel图表的秘密~</a></h1>
         
 
         <div class="post-meta">
@@ -896,8 +896,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-19T22:08:27+08:00">
-                2017-06-19
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-20T11:48:08+08:00">
+                2017-06-20
               </time>
             
 
@@ -919,8 +919,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/ggplot2/" itemprop="url" rel="index">
-                    <span itemprop="name">ggplot2</span>
+                  <a href="/categories/Excel/" itemprop="url" rel="index">
+                    <span itemprop="name">Excel</span>
                   </a>
                 </span>
 
@@ -936,7 +936,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/19/R语言可视化——ggplot图表中的线条/" class="leancloud_visitors" data-flag-title="R语言可视化——ggplot图表中的线条">
+             <span id="/2017/06/20/那些培训师都不曾告诉你的关于Excel图表的秘密/" class="leancloud_visitors" data-flag-title="那些培训师都不曾告诉你的关于Excel图表的秘密~">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -961,7 +961,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,233 字
+                  3,331 字
                 </span>
               
 
@@ -977,7 +977,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  5 分钟
+                  11 分钟
                 </span>
               
             </div>
@@ -996,12 +996,10 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>今天跟大家分享的是<code>ggplot</code>图表中的一类重要元素——线条。</p>
-<p>不要觉得专门为线条写一章推送有点小题大做，其实线条对于图表而言，功不可没，即便是不起眼的网格、轴线、或者线条的粗线、线型、磅数等都将决定着你的图表品质。</p>
-<p>R语言中ggplot函数系统中涉及到线条的地方有很多，最常见的场景就是我们做<code>geom_line()</code>（折线图）、<code>geom_path（）</code>(路径图),以及图表的绘图区（<code>panel</code>）、图表区、网格系统（<code>grid</code>）中所涉及到的线条。</p>
+          <p>这是一篇关于Excel数据可视化的心得汇总！</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/19/R语言可视化——ggplot图表中的线条/#more" rel="contents">
+            <a class="btn" href="/2017/06/20/那些培训师都不曾告诉你的关于Excel图表的秘密/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -1047,7 +1045,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/19/Word天呀，气泡图居然还有这种操作/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/19/R语言可视化——ggplot图表中的线条/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1066,7 +1064,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/19/Word天呀，气泡图居然还有这种操作/" itemprop="url">Word天呀，气泡图居然还有这种操作~</a></h1>
+                <a class="post-title-link" href="/2017/06/19/R语言可视化——ggplot图表中的线条/" itemprop="url">R语言可视化——ggplot图表中的线条</a></h1>
         
 
         <div class="post-meta">
@@ -1078,7 +1076,7 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-19T08:49:56+08:00">
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-19T22:08:27+08:00">
                 2017-06-19
               </time>
             
@@ -1101,8 +1099,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/数据可视化/" itemprop="url" rel="index">
-                    <span itemprop="name">数据可视化</span>
+                  <a href="/categories/ggplot2/" itemprop="url" rel="index">
+                    <span itemprop="name">ggplot2</span>
                   </a>
                 </span>
 
@@ -1118,7 +1116,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/19/Word天呀，气泡图居然还有这种操作/" class="leancloud_visitors" data-flag-title="Word天呀，气泡图居然还有这种操作~">
+             <span id="/2017/06/19/R语言可视化——ggplot图表中的线条/" class="leancloud_visitors" data-flag-title="R语言可视化——ggplot图表中的线条">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1143,7 +1141,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,377 字
+                  1,233 字
                 </span>
               
 
@@ -1178,11 +1176,12 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>在之前写实习僧爬虫可视化案例之时，曾经用过一个很类似气泡图的图表——气泡云图（superbubble）。</p>
-<p>它的图表信息呈现与文字云非常相似，都是在控制一组元素的大小，文字云的大小是文字，气泡云图的大小是形状（气泡）。</p>
+          <p>今天跟大家分享的是<code>ggplot</code>图表中的一类重要元素——线条。</p>
+<p>不要觉得专门为线条写一章推送有点小题大做，其实线条对于图表而言，功不可没，即便是不起眼的网格、轴线、或者线条的粗线、线型、磅数等都将决定着你的图表品质。</p>
+<p>R语言中ggplot函数系统中涉及到线条的地方有很多，最常见的场景就是我们做<code>geom_line()</code>（折线图）、<code>geom_path（）</code>(路径图),以及图表的绘图区（<code>panel</code>）、图表区、网格系统（<code>grid</code>）中所涉及到的线条。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/19/Word天呀，气泡图居然还有这种操作/#more" rel="contents">
+            <a class="btn" href="/2017/06/19/R语言可视化——ggplot图表中的线条/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -1228,7 +1227,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/18/R语言可视化——ggplot图表配色技巧/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/19/Word天呀，气泡图居然还有这种操作/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1247,7 +1246,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/18/R语言可视化——ggplot图表配色技巧/" itemprop="url">R语言可视化——ggplot图表配色技巧</a></h1>
+                <a class="post-title-link" href="/2017/06/19/Word天呀，气泡图居然还有这种操作/" itemprop="url">Word天呀，气泡图居然还有这种操作~</a></h1>
         
 
         <div class="post-meta">
@@ -1259,8 +1258,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-18T22:03:45+08:00">
-                2017-06-18
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-19T08:49:56+08:00">
+                2017-06-19
               </time>
             
 
@@ -1282,8 +1281,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/ggplot2/" itemprop="url" rel="index">
-                    <span itemprop="name">ggplot2</span>
+                  <a href="/categories/数据可视化/" itemprop="url" rel="index">
+                    <span itemprop="name">数据可视化</span>
                   </a>
                 </span>
 
@@ -1299,7 +1298,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/18/R语言可视化——ggplot图表配色技巧/" class="leancloud_visitors" data-flag-title="R语言可视化——ggplot图表配色技巧">
+             <span id="/2017/06/19/Word天呀，气泡图居然还有这种操作/" class="leancloud_visitors" data-flag-title="Word天呀，气泡图居然还有这种操作~">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1324,7 +1323,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,183 字
+                  1,377 字
                 </span>
               
 
@@ -1340,7 +1339,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  4 分钟
+                  5 分钟
                 </span>
               
             </div>
@@ -1359,11 +1358,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>今天跟大家分享ggplot图表的配色原理与基本技巧。</p>
-<p>图表配色是一个很深奥的话题，多亏了R语言平台的众多开发者贡献的配色包，让图表的配色不再深不可测。</p>
+          <p>在之前写实习僧爬虫可视化案例之时，曾经用过一个很类似气泡图的图表——气泡云图（superbubble）。</p>
+<p>它的图表信息呈现与文字云非常相似，都是在控制一组元素的大小，文字云的大小是文字，气泡云图的大小是形状（气泡）。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/18/R语言可视化——ggplot图表配色技巧/#more" rel="contents">
+            <a class="btn" href="/2017/06/19/Word天呀，气泡图居然还有这种操作/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -1409,7 +1408,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/18/关于数据地图的几个遗留问题解决方案/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/18/R语言可视化——ggplot图表配色技巧/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1428,7 +1427,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/18/关于数据地图的几个遗留问题解决方案/" itemprop="url">关于数据地图的几个遗留问题解决方案</a></h1>
+                <a class="post-title-link" href="/2017/06/18/R语言可视化——ggplot图表配色技巧/" itemprop="url">R语言可视化——ggplot图表配色技巧</a></h1>
         
 
         <div class="post-meta">
@@ -1440,7 +1439,7 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-18T09:44:43+08:00">
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-18T22:03:45+08:00">
                 2017-06-18
               </time>
             
@@ -1480,7 +1479,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/18/关于数据地图的几个遗留问题解决方案/" class="leancloud_visitors" data-flag-title="关于数据地图的几个遗留问题解决方案">
+             <span id="/2017/06/18/R语言可视化——ggplot图表配色技巧/" class="leancloud_visitors" data-flag-title="R语言可视化——ggplot图表配色技巧">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1505,7 +1504,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,153 字
+                  1,183 字
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@@ -1521,7 +1520,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  5 分钟
+                  4 分钟
                 </span>
               
             </div>
@@ -1540,10 +1539,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>今天跟大家分享三个数据地图的遗留问题，包括以前因为技术手段限制无法解决的问题，以及读者吐槽最多的问题。</p>
+          <p>今天跟大家分享ggplot图表的配色原理与基本技巧。</p>
+<p>图表配色是一个很深奥的话题，多亏了R语言平台的众多开发者贡献的配色包，让图表的配色不再深不可测。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/18/关于数据地图的几个遗留问题解决方案/#more" rel="contents">
+            <a class="btn" href="/2017/06/18/R语言可视化——ggplot图表配色技巧/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -1589,7 +1589,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/17/R语言可视化——ggplot的theme订制/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/18/关于数据地图的几个遗留问题解决方案/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1608,7 +1608,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/17/R语言可视化——ggplot的theme订制/" itemprop="url">R语言可视化——ggplot的theme订制</a></h1>
+                <a class="post-title-link" href="/2017/06/18/关于数据地图的几个遗留问题解决方案/" itemprop="url">关于数据地图的几个遗留问题解决方案</a></h1>
         
 
         <div class="post-meta">
@@ -1620,8 +1620,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-17T21:41:13+08:00">
-                2017-06-17
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-18T09:44:43+08:00">
+                2017-06-18
               </time>
             
 
@@ -1660,7 +1660,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/17/R语言可视化——ggplot的theme订制/" class="leancloud_visitors" data-flag-title="R语言可视化——ggplot的theme订制">
+             <span id="/2017/06/18/关于数据地图的几个遗留问题解决方案/" class="leancloud_visitors" data-flag-title="关于数据地图的几个遗留问题解决方案">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1685,7 +1685,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,144 字
+                  1,153 字
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@@ -1720,12 +1720,10 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>ggplot作图系统在R预言诸多可视化包中之所以如此的风靡，除了它拥有自己的图层理念之外，我觉得还要归功于它对于图表细节元素的灵活调整。</p>
-<p>对于ggplot的初学者而言，可能没有太多的在意图表的主题是否优雅，配色是否美观，仅求能够准确无误的出图就OK了。</p>
-<p>但是如果仅限于此，那么使用ggplot作图真的就是杀鸡用了宰牛刀了。</p>
+          <p>今天跟大家分享三个数据地图的遗留问题，包括以前因为技术手段限制无法解决的问题，以及读者吐槽最多的问题。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/17/R语言可视化——ggplot的theme订制/#more" rel="contents">
+            <a class="btn" href="/2017/06/18/关于数据地图的几个遗留问题解决方案/#more" rel="contents">
               阅读全文 &raquo;
             </a>
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@@ -1771,7 +1769,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/17/leaflet的小搭档leaflet-minicharts来了，从此动态地图又多了一些乐趣/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/17/R语言可视化——ggplot的theme订制/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1790,7 +1788,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/17/leaflet的小搭档leaflet-minicharts来了，从此动态地图又多了一些乐趣/" itemprop="url">leaflet的小搭档leaflet.minicharts来了，从此动态地图又多了一些乐趣~~~</a></h1>
+                <a class="post-title-link" href="/2017/06/17/R语言可视化——ggplot的theme订制/" itemprop="url">R语言可视化——ggplot的theme订制</a></h1>
         
 
         <div class="post-meta">
@@ -1802,7 +1800,7 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-17T09:32:31+08:00">
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-17T21:41:13+08:00">
                 2017-06-17
               </time>
             
@@ -1825,8 +1823,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/地理信息可视化/" itemprop="url" rel="index">
-                    <span itemprop="name">地理信息可视化</span>
+                  <a href="/categories/ggplot2/" itemprop="url" rel="index">
+                    <span itemprop="name">ggplot2</span>
                   </a>
                 </span>
 
@@ -1842,7 +1840,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/17/leaflet的小搭档leaflet-minicharts来了，从此动态地图又多了一些乐趣/" class="leancloud_visitors" data-flag-title="leaflet的小搭档leaflet.minicharts来了，从此动态地图又多了一些乐趣~~~">
+             <span id="/2017/06/17/R语言可视化——ggplot的theme订制/" class="leancloud_visitors" data-flag-title="R语言可视化——ggplot的theme订制">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1867,7 +1865,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  979 字
+                  1,144 字
                 </span>
               
 
@@ -1883,7 +1881,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  4 分钟
+                  5 分钟
                 </span>
               
             </div>
@@ -1902,12 +1900,12 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>本文内容取材自leaflet.minicharts包官方主页的案例介绍，本篇案例虽然是关于leaflet在线地图的辅助包，但是该包的出现对于leaflet生态系统来说，确是有着划时代的意义。</p>
-<p>该包大大扩充了leaflet包所能呈现的图表形式，打破了散点图、路径图、热力图三类图表对于传统地图数据呈现形式的垄断地位。</p>
-<p>该包为此提供了气泡饼图、玫瑰图、mini柱形图以及时间维度控制器等多种数据可视化元素。</p>
+          <p>ggplot作图系统在R预言诸多可视化包中之所以如此的风靡，除了它拥有自己的图层理念之外，我觉得还要归功于它对于图表细节元素的灵活调整。</p>
+<p>对于ggplot的初学者而言，可能没有太多的在意图表的主题是否优雅，配色是否美观，仅求能够准确无误的出图就OK了。</p>
+<p>但是如果仅限于此，那么使用ggplot作图真的就是杀鸡用了宰牛刀了。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/17/leaflet的小搭档leaflet-minicharts来了，从此动态地图又多了一些乐趣/#more" rel="contents">
+            <a class="btn" href="/2017/06/17/R语言可视化——ggplot的theme订制/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -1953,7 +1951,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/17/R语言可视化——图表排版之一页多图/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/17/leaflet的小搭档leaflet-minicharts来了，从此动态地图又多了一些乐趣/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1972,7 +1970,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/17/R语言可视化——图表排版之一页多图/" itemprop="url">R语言可视化——图表排版之一页多图</a></h1>
+                <a class="post-title-link" href="/2017/06/17/leaflet的小搭档leaflet-minicharts来了，从此动态地图又多了一些乐趣/" itemprop="url">leaflet的小搭档leaflet.minicharts来了，从此动态地图又多了一些乐趣~~~</a></h1>
         
 
         <div class="post-meta">
@@ -1984,7 +1982,7 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-17T09:13:47+08:00">
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-17T09:32:31+08:00">
                 2017-06-17
               </time>
             
@@ -2007,8 +2005,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/ggplot2/" itemprop="url" rel="index">
-                    <span itemprop="name">ggplot2</span>
+                  <a href="/categories/地理信息可视化/" itemprop="url" rel="index">
+                    <span itemprop="name">地理信息可视化</span>
                   </a>
                 </span>
 
@@ -2024,7 +2022,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/17/R语言可视化——图表排版之一页多图/" class="leancloud_visitors" data-flag-title="R语言可视化——图表排版之一页多图">
+             <span id="/2017/06/17/leaflet的小搭档leaflet-minicharts来了，从此动态地图又多了一些乐趣/" class="leancloud_visitors" data-flag-title="leaflet的小搭档leaflet.minicharts来了，从此动态地图又多了一些乐趣~~~">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -2049,7 +2047,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,138 字
+                  979 字
                 </span>
               
 
@@ -2084,11 +2082,12 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>昨天跟大家分享了关于图表嵌套的函数用法，今天跟大家分享在多图情况下如何正确的进行图表的版面布局。</p>
-<p>这里要分享的图表版面设计其实就是指，在做了很多图的情况下，如何将诸多图表合理的布局在一张大的版面上，而不是一幅一幅的导出最后在其他软件中手动拼凑。</p>
+          <p>本文内容取材自leaflet.minicharts包官方主页的案例介绍，本篇案例虽然是关于leaflet在线地图的辅助包，但是该包的出现对于leaflet生态系统来说，确是有着划时代的意义。</p>
+<p>该包大大扩充了leaflet包所能呈现的图表形式，打破了散点图、路径图、热力图三类图表对于传统地图数据呈现形式的垄断地位。</p>
+<p>该包为此提供了气泡饼图、玫瑰图、mini柱形图以及时间维度控制器等多种数据可视化元素。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/17/R语言可视化——图表排版之一页多图/#more" rel="contents">
+            <a class="btn" href="/2017/06/17/leaflet的小搭档leaflet-minicharts来了，从此动态地图又多了一些乐趣/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -2174,7 +2173,7 @@ <h1 class="post-title" itemprop="name headline">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -2305,7 +2304,7 @@ <h1 class="post-title" itemprop="name headline">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git a/page/5/index.html b/page/5/index.html
index 51c1fdd3..a34d0be8 100644
--- a/page/5/index.html
+++ b/page/5/index.html
@@ -325,7 +325,7 @@
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/16/R语言可视化——ggplot携手plotly，让你的图表灵动起来！/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/17/R语言可视化——图表排版之一页多图/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -344,7 +344,7 @@
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/16/R语言可视化——ggplot携手plotly，让你的图表灵动起来！/" itemprop="url">R语言可视化——ggplot携手plotly，让你的图表灵动起来！</a></h1>
+                <a class="post-title-link" href="/2017/06/17/R语言可视化——图表排版之一页多图/" itemprop="url">R语言可视化——图表排版之一页多图</a></h1>
         
 
         <div class="post-meta">
@@ -356,8 +356,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-16T22:11:17+08:00">
-                2017-06-16
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-17T09:13:47+08:00">
+                2017-06-17
               </time>
             
 
@@ -396,7 +396,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/16/R语言可视化——ggplot携手plotly，让你的图表灵动起来！/" class="leancloud_visitors" data-flag-title="R语言可视化——ggplot携手plotly，让你的图表灵动起来！">
+             <span id="/2017/06/17/R语言可视化——图表排版之一页多图/" class="leancloud_visitors" data-flag-title="R语言可视化——图表排版之一页多图">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -421,7 +421,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,153 字
+                  1,138 字
                 </span>
               
 
@@ -456,11 +456,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>这段时间一直在研究ggplot2这个神奇的可视化利器，可是ggplot2纵然所向披靡，唯独无法呈现动态效果！</p>
-<p>最近发现R语言的官方CRAN中有一款名叫plotly的包，详细了解了下，这个plotly是基于js脚本语言开发的专用于动态交互可视化的利器，开发有在线版和桌面本，而且效果相当不错！</p>
+          <p>昨天跟大家分享了关于图表嵌套的函数用法，今天跟大家分享在多图情况下如何正确的进行图表的版面布局。</p>
+<p>这里要分享的图表版面设计其实就是指，在做了很多图的情况下，如何将诸多图表合理的布局在一张大的版面上，而不是一幅一幅的导出最后在其他软件中手动拼凑。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/16/R语言可视化——ggplot携手plotly，让你的图表灵动起来！/#more" rel="contents">
+            <a class="btn" href="/2017/06/17/R语言可视化——图表排版之一页多图/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -506,7 +506,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/16/Excel依然是一款强大的数据可视化利器/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/16/R语言可视化——ggplot携手plotly，让你的图表灵动起来！/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -525,7 +525,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/16/Excel依然是一款强大的数据可视化利器/" itemprop="url">Excel依然是一款强大的数据可视化利器~</a></h1>
+                <a class="post-title-link" href="/2017/06/16/R语言可视化——ggplot携手plotly，让你的图表灵动起来！/" itemprop="url">R语言可视化——ggplot携手plotly，让你的图表灵动起来！</a></h1>
         
 
         <div class="post-meta">
@@ -537,7 +537,7 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-16T09:32:50+08:00">
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-16T22:11:17+08:00">
                 2017-06-16
               </time>
             
@@ -560,8 +560,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/可视化案例呈现/" itemprop="url" rel="index">
-                    <span itemprop="name">可视化案例呈现</span>
+                  <a href="/categories/ggplot2/" itemprop="url" rel="index">
+                    <span itemprop="name">ggplot2</span>
                   </a>
                 </span>
 
@@ -577,7 +577,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/16/Excel依然是一款强大的数据可视化利器/" class="leancloud_visitors" data-flag-title="Excel依然是一款强大的数据可视化利器~">
+             <span id="/2017/06/16/R语言可视化——ggplot携手plotly，让你的图表灵动起来！/" class="leancloud_visitors" data-flag-title="R语言可视化——ggplot携手plotly，让你的图表灵动起来！">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -602,7 +602,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,219 字
+                  1,153 字
                 </span>
               
 
@@ -637,11 +637,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>早期的数据小魔方用户大概都知道，我最初也是从学习Excel起步的，只是学习的深入了之后，才开开慢慢的迁移到R语言。</p>
-<p>我往R语言转型并不代表自己开始放弃Excel或者觉得Excel不适合做可视化，只是想体验一下Excel外围的可视化世界是什么样子的，毕竟在这个大行业内，还活跃着太多可视化领域的佼佼者，譬如 PowerBI、Tableau等。</p>
+          <p>这段时间一直在研究ggplot2这个神奇的可视化利器，可是ggplot2纵然所向披靡，唯独无法呈现动态效果！</p>
+<p>最近发现R语言的官方CRAN中有一款名叫plotly的包，详细了解了下，这个plotly是基于js脚本语言开发的专用于动态交互可视化的利器，开发有在线版和桌面本，而且效果相当不错！</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/16/Excel依然是一款强大的数据可视化利器/#more" rel="contents">
+            <a class="btn" href="/2017/06/16/R语言可视化——ggplot携手plotly，让你的图表灵动起来！/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -687,7 +687,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/16/学习R语言我都做了那些有趣的事情！！！/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/16/Excel依然是一款强大的数据可视化利器/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -706,7 +706,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/16/学习R语言我都做了那些有趣的事情！！！/" itemprop="url">学习R语言我都做了那些有趣的事情！！！</a></h1>
+                <a class="post-title-link" href="/2017/06/16/Excel依然是一款强大的数据可视化利器/" itemprop="url">Excel依然是一款强大的数据可视化利器~</a></h1>
         
 
         <div class="post-meta">
@@ -718,7 +718,7 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-16T09:01:29+08:00">
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-16T09:32:50+08:00">
                 2017-06-16
               </time>
             
@@ -758,7 +758,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/16/学习R语言我都做了那些有趣的事情！！！/" class="leancloud_visitors" data-flag-title="学习R语言我都做了那些有趣的事情！！！">
+             <span id="/2017/06/16/Excel依然是一款强大的数据可视化利器/" class="leancloud_visitors" data-flag-title="Excel依然是一款强大的数据可视化利器~">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -783,7 +783,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  680 字
+                  1,219 字
                 </span>
               
 
@@ -799,7 +799,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  2 分钟
+                  4 分钟
                 </span>
               
             </div>
@@ -818,12 +818,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>学习R语言已经整整一年光景了， 是时候整理一下自己学习以来的收获和成就。</p>
-<p>虽然一直学的很专注（一直埋头在可视化的小圈子了，总感觉这样是停留在舒适区，也许外面的风景会更好），但是专注有专注的好处，就是每一个细节都有机会做的更好！</p>
-<p>以下是我学习以来自己练习过程中的一些案例，包括给别人定做的报告、高仿的商务图表、以及我尝试着创新出的一些好玩的创意图表，集中分享给大家。</p>
+          <p>早期的数据小魔方用户大概都知道，我最初也是从学习Excel起步的，只是学习的深入了之后，才开开慢慢的迁移到R语言。</p>
+<p>我往R语言转型并不代表自己开始放弃Excel或者觉得Excel不适合做可视化，只是想体验一下Excel外围的可视化世界是什么样子的，毕竟在这个大行业内，还活跃着太多可视化领域的佼佼者，譬如 PowerBI、Tableau等。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/16/学习R语言我都做了那些有趣的事情！！！/#more" rel="contents">
+            <a class="btn" href="/2017/06/16/Excel依然是一款强大的数据可视化利器/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -869,7 +868,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/15/R语言可视化——图表嵌套（母子图）/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/16/学习R语言我都做了那些有趣的事情！！！/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -888,7 +887,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/15/R语言可视化——图表嵌套（母子图）/" itemprop="url">R语言可视化——图表嵌套（母子图）</a></h1>
+                <a class="post-title-link" href="/2017/06/16/学习R语言我都做了那些有趣的事情！！！/" itemprop="url">学习R语言我都做了那些有趣的事情！！！</a></h1>
         
 
         <div class="post-meta">
@@ -900,8 +899,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-15T08:48:04+08:00">
-                2017-06-15
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-16T09:01:29+08:00">
+                2017-06-16
               </time>
             
 
@@ -923,8 +922,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/ggplot2/" itemprop="url" rel="index">
-                    <span itemprop="name">ggplot2</span>
+                  <a href="/categories/可视化案例呈现/" itemprop="url" rel="index">
+                    <span itemprop="name">可视化案例呈现</span>
                   </a>
                 </span>
 
@@ -940,7 +939,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/15/R语言可视化——图表嵌套（母子图）/" class="leancloud_visitors" data-flag-title="R语言可视化——图表嵌套（母子图）">
+             <span id="/2017/06/16/学习R语言我都做了那些有趣的事情！！！/" class="leancloud_visitors" data-flag-title="学习R语言我都做了那些有趣的事情！！！">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -965,7 +964,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,111 字
+                  680 字
                 </span>
               
 
@@ -981,7 +980,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  5 分钟
+                  2 分钟
                 </span>
               
             </div>
@@ -1000,13 +999,12 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>之前在学习ggplot的时候，一直存在着一个困惑。</p>
-<p>就是这个函数是否允许两个做出来的两个相关图表重叠嵌套（也就是在一个大图（主图）的边缘位置，放置另一个缩小版的小图）。</p>
-<p>这个想法很奇葩，本来想着没啥希望，鉴于该包的开发者那犀利的审美观，估计也不能允许这种情况的发生。</p>
-<p>不过最近浏览一位大神的博客，真的有这种情况的解决措施，喜出望外，赶紧在这里分享给大家。</p>
+          <p>学习R语言已经整整一年光景了， 是时候整理一下自己学习以来的收获和成就。</p>
+<p>虽然一直学的很专注（一直埋头在可视化的小圈子了，总感觉这样是停留在舒适区，也许外面的风景会更好），但是专注有专注的好处，就是每一个细节都有机会做的更好！</p>
+<p>以下是我学习以来自己练习过程中的一些案例，包括给别人定做的报告、高仿的商务图表、以及我尝试着创新出的一些好玩的创意图表，集中分享给大家。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/15/R语言可视化——图表嵌套（母子图）/#more" rel="contents">
+            <a class="btn" href="/2017/06/16/学习R语言我都做了那些有趣的事情！！！/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -1052,7 +1050,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/14/R语言可视化——地图与气泡图结合应用/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/15/R语言可视化——图表嵌套（母子图）/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1071,7 +1069,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/14/R语言可视化——地图与气泡图结合应用/" itemprop="url">R语言可视化——地图与气泡图结合应用</a></h1>
+                <a class="post-title-link" href="/2017/06/15/R语言可视化——图表嵌套（母子图）/" itemprop="url">R语言可视化——图表嵌套（母子图）</a></h1>
         
 
         <div class="post-meta">
@@ -1083,8 +1081,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-14T08:50:58+08:00">
-                2017-06-14
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-15T08:48:04+08:00">
+                2017-06-15
               </time>
             
 
@@ -1123,7 +1121,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/14/R语言可视化——地图与气泡图结合应用/" class="leancloud_visitors" data-flag-title="R语言可视化——地图与气泡图结合应用">
+             <span id="/2017/06/15/R语言可视化——图表嵌套（母子图）/" class="leancloud_visitors" data-flag-title="R语言可视化——图表嵌套（母子图）">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1148,7 +1146,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  782 字
+                  1,111 字
                 </span>
               
 
@@ -1164,7 +1162,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  3 分钟
+                  5 分钟
                 </span>
               
             </div>
@@ -1183,12 +1181,13 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>今天跟大家分享如何在地图上进行散点图、气泡图绘制。</p>
-<p>昨天跟大家介绍了<code>ggplot</code>函数进行地图绘制的原理，通过轮廓点和分组来定义每一个地区（国家边界），通过多边形填充来完成区域填色。</p>
-<p><code>ggplot</code>的图层叠加原理允许许我们在坐标系统的叠加多个图层；</p>
+          <p>之前在学习ggplot的时候，一直存在着一个困惑。</p>
+<p>就是这个函数是否允许两个做出来的两个相关图表重叠嵌套（也就是在一个大图（主图）的边缘位置，放置另一个缩小版的小图）。</p>
+<p>这个想法很奇葩，本来想着没啥希望，鉴于该包的开发者那犀利的审美观，估计也不能允许这种情况的发生。</p>
+<p>不过最近浏览一位大神的博客，真的有这种情况的解决措施，喜出望外，赶紧在这里分享给大家。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/14/R语言可视化——地图与气泡图结合应用/#more" rel="contents">
+            <a class="btn" href="/2017/06/15/R语言可视化——图表嵌套（母子图）/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -1234,7 +1233,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/13/用R语言抓取网页图片——从此高效存图告别手工时代/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/14/R语言可视化——地图与气泡图结合应用/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1253,7 +1252,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/13/用R语言抓取网页图片——从此高效存图告别手工时代/" itemprop="url">用R语言抓取网页图片——从此高效存图告别手工时代</a></h1>
+                <a class="post-title-link" href="/2017/06/14/R语言可视化——地图与气泡图结合应用/" itemprop="url">R语言可视化——地图与气泡图结合应用</a></h1>
         
 
         <div class="post-meta">
@@ -1265,8 +1264,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-13T15:19:50+08:00">
-                2017-06-13
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-14T08:50:58+08:00">
+                2017-06-14
               </time>
             
 
@@ -1288,8 +1287,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/网络爬虫/" itemprop="url" rel="index">
-                    <span itemprop="name">网络爬虫</span>
+                  <a href="/categories/ggplot2/" itemprop="url" rel="index">
+                    <span itemprop="name">ggplot2</span>
                   </a>
                 </span>
 
@@ -1305,7 +1304,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/13/用R语言抓取网页图片——从此高效存图告别手工时代/" class="leancloud_visitors" data-flag-title="用R语言抓取网页图片——从此高效存图告别手工时代">
+             <span id="/2017/06/14/R语言可视化——地图与气泡图结合应用/" class="leancloud_visitors" data-flag-title="R语言可视化——地图与气泡图结合应用">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
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@@ -1330,7 +1329,7 @@ <h1 class="post-title" itemprop="name headline">
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-                  2,384 字
+                  782 字
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@@ -1346,7 +1345,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  9 分钟
+                  3 分钟
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             </div>
@@ -1365,13 +1364,12 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>今天这个标题实在是有点言过其实了，对于R的爬虫知识，我只是领会了一点儿皮毛。</p>
-<p>主要看不懂正则表达式，特别是那种一个括号里要匹配多种类型文本的语句，特像火星文，估计短期很难搞懂了。</p>
-<p>再加上对于HTML结构没啥感觉，在目标定位上很苦恼。</p>
-<p>但是相对于文本信息而言，图片在html中的地址比较好获取，这里仅以图片抓取为例，会Python爬虫的大神还求轻喷~</p>
+          <p>今天跟大家分享如何在地图上进行散点图、气泡图绘制。</p>
+<p>昨天跟大家介绍了<code>ggplot</code>函数进行地图绘制的原理，通过轮廓点和分组来定义每一个地区（国家边界），通过多边形填充来完成区域填色。</p>
+<p><code>ggplot</code>的图层叠加原理允许许我们在坐标系统的叠加多个图层；</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/13/用R语言抓取网页图片——从此高效存图告别手工时代/#more" rel="contents">
+            <a class="btn" href="/2017/06/14/R语言可视化——地图与气泡图结合应用/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -1417,7 +1415,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/13/当PowerBI遇到R语言/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/13/用R语言抓取网页图片——从此高效存图告别手工时代/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1436,7 +1434,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/13/当PowerBI遇到R语言/" itemprop="url">当PowerBI遇到R语言</a></h1>
+                <a class="post-title-link" href="/2017/06/13/用R语言抓取网页图片——从此高效存图告别手工时代/" itemprop="url">用R语言抓取网页图片——从此高效存图告别手工时代</a></h1>
         
 
         <div class="post-meta">
@@ -1448,7 +1446,7 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-13T08:31:12+08:00">
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-13T15:19:50+08:00">
                 2017-06-13
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@@ -1471,8 +1469,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/PowerBI/" itemprop="url" rel="index">
-                    <span itemprop="name">PowerBI</span>
+                  <a href="/categories/网络爬虫/" itemprop="url" rel="index">
+                    <span itemprop="name">网络爬虫</span>
                   </a>
                 </span>
 
@@ -1488,7 +1486,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/13/当PowerBI遇到R语言/" class="leancloud_visitors" data-flag-title="当PowerBI遇到R语言">
+             <span id="/2017/06/13/用R语言抓取网页图片——从此高效存图告别手工时代/" class="leancloud_visitors" data-flag-title="用R语言抓取网页图片——从此高效存图告别手工时代">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1513,7 +1511,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  2,182 字
+                  2,384 字
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@@ -1529,7 +1527,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  8 分钟
+                  9 分钟
                 </span>
               
             </div>
@@ -1548,12 +1546,13 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>PowerBI作为微软系最新的商务智能办公系统，自去年发布以来，一直都备受瞩目。</p>
-<p>他的更新频次相当之高，功能更新迭代非常迅速。</p>
-<p>大概对可视化领域稍有涉猎的朋友们，都明白其中缘由，大数据与云计算的趋势席卷全球，海量数据处理成为了限制各行业发展的掣肘。而受制于编程工具的门槛，大部分数据处理业务人员，可能要严重依赖Excel以及其他无需编程的可视化自助操作软件。</p>
+          <p>今天这个标题实在是有点言过其实了，对于R的爬虫知识，我只是领会了一点儿皮毛。</p>
+<p>主要看不懂正则表达式，特别是那种一个括号里要匹配多种类型文本的语句，特像火星文，估计短期很难搞懂了。</p>
+<p>再加上对于HTML结构没啥感觉，在目标定位上很苦恼。</p>
+<p>但是相对于文本信息而言，图片在html中的地址比较好获取，这里仅以图片抓取为例，会Python爬虫的大神还求轻喷~</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/13/当PowerBI遇到R语言/#more" rel="contents">
+            <a class="btn" href="/2017/06/13/用R语言抓取网页图片——从此高效存图告别手工时代/#more" rel="contents">
               阅读全文 &raquo;
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@@ -1599,7 +1598,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/12/R语言可视化——多边形与数据地图填充/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/13/当PowerBI遇到R语言/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1618,7 +1617,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/12/R语言可视化——多边形与数据地图填充/" itemprop="url">R语言可视化——多边形与数据地图填充</a></h1>
+                <a class="post-title-link" href="/2017/06/13/当PowerBI遇到R语言/" itemprop="url">当PowerBI遇到R语言</a></h1>
         
 
         <div class="post-meta">
@@ -1630,8 +1629,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-12T09:11:36+08:00">
-                2017-06-12
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-13T08:31:12+08:00">
+                2017-06-13
               </time>
             
 
@@ -1653,8 +1652,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/数据可视化/" itemprop="url" rel="index">
-                    <span itemprop="name">数据可视化</span>
+                  <a href="/categories/PowerBI/" itemprop="url" rel="index">
+                    <span itemprop="name">PowerBI</span>
                   </a>
                 </span>
 
@@ -1670,7 +1669,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/12/R语言可视化——多边形与数据地图填充/" class="leancloud_visitors" data-flag-title="R语言可视化——多边形与数据地图填充">
+             <span id="/2017/06/13/当PowerBI遇到R语言/" class="leancloud_visitors" data-flag-title="当PowerBI遇到R语言">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1695,7 +1694,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  980 字
+                  2,182 字
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@@ -1711,7 +1710,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  4 分钟
+                  8 分钟
                 </span>
               
             </div>
@@ -1730,11 +1729,12 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>ggplot函数中有一类特殊的图表类型叫做多边形，很难用传统的视角来定义它属于哪一类图表，因为它能够呈现信息多种多样。</p>
-<p>特别是在做某些比较高阶的图表——地图时，这种多边形函数便能够大显神通。</p>
+          <p>PowerBI作为微软系最新的商务智能办公系统，自去年发布以来，一直都备受瞩目。</p>
+<p>他的更新频次相当之高，功能更新迭代非常迅速。</p>
+<p>大概对可视化领域稍有涉猎的朋友们，都明白其中缘由，大数据与云计算的趋势席卷全球，海量数据处理成为了限制各行业发展的掣肘。而受制于编程工具的门槛，大部分数据处理业务人员，可能要严重依赖Excel以及其他无需编程的可视化自助操作软件。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/12/R语言可视化——多边形与数据地图填充/#more" rel="contents">
+            <a class="btn" href="/2017/06/13/当PowerBI遇到R语言/#more" rel="contents">
               阅读全文 &raquo;
             </a>
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@@ -1780,7 +1780,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/11/R语言颜色综合运用与色彩方案共享/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/12/R语言可视化——多边形与数据地图填充/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1799,7 +1799,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/11/R语言颜色综合运用与色彩方案共享/" itemprop="url">R语言颜色综合运用与色彩方案共享</a></h1>
+                <a class="post-title-link" href="/2017/06/12/R语言可视化——多边形与数据地图填充/" itemprop="url">R语言可视化——多边形与数据地图填充</a></h1>
         
 
         <div class="post-meta">
@@ -1811,8 +1811,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-11T21:26:08+08:00">
-                2017-06-11
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-12T09:11:36+08:00">
+                2017-06-12
               </time>
             
 
@@ -1822,6 +1822,28 @@ <h1 class="post-title" itemprop="name headline">
           </span>
 
           
+            <span class="post-category" >
+            
+              <span class="post-meta-divider">|</span>
+            
+              <span class="post-meta-item-icon">
+                <i class="fa fa-folder-o"></i>
+              </span>
+              
+                <span class="post-meta-item-text">分类于</span>
+              
+              
+                <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
+                  <a href="/categories/数据可视化/" itemprop="url" rel="index">
+                    <span itemprop="name">数据可视化</span>
+                  </a>
+                </span>
+
+                
+                
+              
+            </span>
+          
 
           
             
@@ -1829,7 +1851,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/11/R语言颜色综合运用与色彩方案共享/" class="leancloud_visitors" data-flag-title="R语言颜色综合运用与色彩方案共享">
+             <span id="/2017/06/12/R语言可视化——多边形与数据地图填充/" class="leancloud_visitors" data-flag-title="R语言可视化——多边形与数据地图填充">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1854,7 +1876,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  2,470 字
+                  980 字
                 </span>
               
 
@@ -1870,7 +1892,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  11 分钟
+                  4 分钟
                 </span>
               
             </div>
@@ -1889,10 +1911,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>今天这篇主要讲解R语言颜色综合运用，主要跟大家介绍如何提取那些专业色彩包中的颜色搭配用于在基础绘图系统和高级绘图系统中共享。</p>
+          <p>ggplot函数中有一类特殊的图表类型叫做多边形，很难用传统的视角来定义它属于哪一类图表，因为它能够呈现信息多种多样。</p>
+<p>特别是在做某些比较高阶的图表——地图时，这种多边形函数便能够大显神通。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/11/R语言颜色综合运用与色彩方案共享/#more" rel="contents">
+            <a class="btn" href="/2017/06/12/R语言可视化——多边形与数据地图填充/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -1938,7 +1961,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/11/R预设配色系统及自定义色板/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/11/R语言颜色综合运用与色彩方案共享/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1957,7 +1980,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/11/R预设配色系统及自定义色板/" itemprop="url">R预设配色系统及自定义色板</a></h1>
+                <a class="post-title-link" href="/2017/06/11/R语言颜色综合运用与色彩方案共享/" itemprop="url">R语言颜色综合运用与色彩方案共享</a></h1>
         
 
         <div class="post-meta">
@@ -1969,7 +1992,7 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-11T21:11:15+08:00">
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-11T21:26:08+08:00">
                 2017-06-11
               </time>
             
@@ -1980,28 +2003,6 @@ <h1 class="post-title" itemprop="name headline">
           </span>
 
           
-            <span class="post-category" >
-            
-              <span class="post-meta-divider">|</span>
-            
-              <span class="post-meta-item-icon">
-                <i class="fa fa-folder-o"></i>
-              </span>
-              
-                <span class="post-meta-item-text">分类于</span>
-              
-              
-                <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/图表配色/" itemprop="url" rel="index">
-                    <span itemprop="name">图表配色</span>
-                  </a>
-                </span>
-
-                
-                
-              
-            </span>
-          
 
           
             
@@ -2009,7 +2010,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/11/R预设配色系统及自定义色板/" class="leancloud_visitors" data-flag-title="R预设配色系统及自定义色板">
+             <span id="/2017/06/11/R语言颜色综合运用与色彩方案共享/" class="leancloud_visitors" data-flag-title="R语言颜色综合运用与色彩方案共享">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -2034,7 +2035,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,605 字
+                  2,470 字
                 </span>
               
 
@@ -2050,7 +2051,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  7 分钟
+                  11 分钟
                 </span>
               
             </div>
@@ -2069,11 +2070,10 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>关于配色的话题，已经聊过很多次了，但是就像是之前说过的，对于图形可视化而言，配色决定着作品的“颜值”,谈再多次都不嫌多。</p>
-<p>今天是R语言配色系统综合篇的上篇（当然是有下篇啦，下篇将会教你如何优雅的提取各种高大上配色主题，作为己用。经过几天的研究，小魔方已经发现了如果将各种高质量配色包中的主题色板通过函数的形式在高级绘图系统和低级绘图系统之间相互共享）。</p>
+          <p>今天这篇主要讲解R语言颜色综合运用，主要跟大家介绍如何提取那些专业色彩包中的颜色搭配用于在基础绘图系统和高级绘图系统中共享。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/11/R预设配色系统及自定义色板/#more" rel="contents">
+            <a class="btn" href="/2017/06/11/R语言颜色综合运用与色彩方案共享/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -2159,7 +2159,7 @@ <h1 class="post-title" itemprop="name headline">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -2290,7 +2290,7 @@ <h1 class="post-title" itemprop="name headline">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git a/page/6/index.html b/page/6/index.html
index 0e34f1aa..042c4c57 100644
--- a/page/6/index.html
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@@ -325,7 +325,7 @@
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/11/R语言可视化——极坐标变换与衍生图表类型/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/11/R预设配色系统及自定义色板/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -344,7 +344,7 @@
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/11/R语言可视化——极坐标变换与衍生图表类型/" itemprop="url">R语言可视化——极坐标变换与衍生图表类型</a></h1>
+                <a class="post-title-link" href="/2017/06/11/R预设配色系统及自定义色板/" itemprop="url">R预设配色系统及自定义色板</a></h1>
         
 
         <div class="post-meta">
@@ -356,7 +356,7 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-11T09:20:45+08:00">
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-11T21:11:15+08:00">
                 2017-06-11
               </time>
             
@@ -379,8 +379,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/R语言/" itemprop="url" rel="index">
-                    <span itemprop="name">R语言</span>
+                  <a href="/categories/图表配色/" itemprop="url" rel="index">
+                    <span itemprop="name">图表配色</span>
                   </a>
                 </span>
 
@@ -396,7 +396,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/11/R语言可视化——极坐标变换与衍生图表类型/" class="leancloud_visitors" data-flag-title="R语言可视化——极坐标变换与衍生图表类型">
+             <span id="/2017/06/11/R预设配色系统及自定义色板/" class="leancloud_visitors" data-flag-title="R预设配色系统及自定义色板">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -421,7 +421,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,184 字
+                  1,605 字
                 </span>
               
 
@@ -437,7 +437,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  5 分钟
+                  7 分钟
                 </span>
               
             </div>
@@ -456,12 +456,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>今天这篇内容会比较杂乱一点，因为会讲到ggplot函数中的一大类通过极坐标支持才能呈现出来的图表效果。</p>
-<p>ggplot作图背后的图表哲学，没有给予饼图（以及衍生出的圆环图、玫瑰图等放射状图表类型）存在的空间（主要是该包的开发者个人的审美观，比较反感次坐标轴以及功能类型雷同的重复性图层函数，所以它宁可开发出分面图层原理也不愿意增加次坐标轴，不愿意为原本柱形图可以表达的图表形式再单独开发一种功能雷同的饼图函数）。</p>
-<p>但是巧的是，在常见的三种坐标形式中，极坐标转换可以非常轻松的将常见的柱形图（条形图）、堆积柱形图通过只一句极坐标函数就神奇的转化为饼图、玫瑰图、圆环图等（不知道是有意为之还是偶然的巧合）。</p>
+          <p>关于配色的话题，已经聊过很多次了，但是就像是之前说过的，对于图形可视化而言，配色决定着作品的“颜值”,谈再多次都不嫌多。</p>
+<p>今天是R语言配色系统综合篇的上篇（当然是有下篇啦，下篇将会教你如何优雅的提取各种高大上配色主题，作为己用。经过几天的研究，小魔方已经发现了如果将各种高质量配色包中的主题色板通过函数的形式在高级绘图系统和低级绘图系统之间相互共享）。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/11/R语言可视化——极坐标变换与衍生图表类型/#more" rel="contents">
+            <a class="btn" href="/2017/06/11/R预设配色系统及自定义色板/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -507,7 +506,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/10/R语言图表美化——巧用分面表达优化图表布局，做出堪比杂志级视觉体验的商务图表/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/11/R语言可视化——极坐标变换与衍生图表类型/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -526,7 +525,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/10/R语言图表美化——巧用分面表达优化图表布局，做出堪比杂志级视觉体验的商务图表/" itemprop="url">R语言图表美化——巧用分面表达优化图表布局，做出堪比杂志级视觉体验的商务图表</a></h1>
+                <a class="post-title-link" href="/2017/06/11/R语言可视化——极坐标变换与衍生图表类型/" itemprop="url">R语言可视化——极坐标变换与衍生图表类型</a></h1>
         
 
         <div class="post-meta">
@@ -538,8 +537,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-10T09:15:55+08:00">
-                2017-06-10
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-11T09:20:45+08:00">
+                2017-06-11
               </time>
             
 
@@ -578,7 +577,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/10/R语言图表美化——巧用分面表达优化图表布局，做出堪比杂志级视觉体验的商务图表/" class="leancloud_visitors" data-flag-title="R语言图表美化——巧用分面表达优化图表布局，做出堪比杂志级视觉体验的商务图表">
+             <span id="/2017/06/11/R语言可视化——极坐标变换与衍生图表类型/" class="leancloud_visitors" data-flag-title="R语言可视化——极坐标变换与衍生图表类型">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -603,7 +602,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  2,070 字
+                  1,184 字
                 </span>
               
 
@@ -619,7 +618,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  10 分钟
+                  5 分钟
                 </span>
               
             </div>
@@ -638,11 +637,12 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>图表的优化布局在Excel中一直都是个大难题，难在Excel软件固有的限制。</p>
-<p>特别是在制作多序列多分类图表的时候，放在一个图中显得序列过于拥挤，影响视觉效果，做出分面表达又耗时费力，需要掌握诸多技巧，（版式设计呀、单元格锚定呀等等、照相机呀什么的）是在是有心无力。</p>
+          <p>今天这篇内容会比较杂乱一点，因为会讲到ggplot函数中的一大类通过极坐标支持才能呈现出来的图表效果。</p>
+<p>ggplot作图背后的图表哲学，没有给予饼图（以及衍生出的圆环图、玫瑰图等放射状图表类型）存在的空间（主要是该包的开发者个人的审美观，比较反感次坐标轴以及功能类型雷同的重复性图层函数，所以它宁可开发出分面图层原理也不愿意增加次坐标轴，不愿意为原本柱形图可以表达的图表形式再单独开发一种功能雷同的饼图函数）。</p>
+<p>但是巧的是，在常见的三种坐标形式中，极坐标转换可以非常轻松的将常见的柱形图（条形图）、堆积柱形图通过只一句极坐标函数就神奇的转化为饼图、玫瑰图、圆环图等（不知道是有意为之还是偶然的巧合）。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/10/R语言图表美化——巧用分面表达优化图表布局，做出堪比杂志级视觉体验的商务图表/#more" rel="contents">
+            <a class="btn" href="/2017/06/11/R语言可视化——极坐标变换与衍生图表类型/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -688,7 +688,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/09/leaflet在线地图进阶宝典——高级交互特性(动态显示效果)/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/10/R语言图表美化——巧用分面表达优化图表布局，做出堪比杂志级视觉体验的商务图表/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -707,7 +707,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/09/leaflet在线地图进阶宝典——高级交互特性(动态显示效果)/" itemprop="url">leaflet在线地图进阶宝典——高级交互特性</a></h1>
+                <a class="post-title-link" href="/2017/06/10/R语言图表美化——巧用分面表达优化图表布局，做出堪比杂志级视觉体验的商务图表/" itemprop="url">R语言图表美化——巧用分面表达优化图表布局，做出堪比杂志级视觉体验的商务图表</a></h1>
         
 
         <div class="post-meta">
@@ -719,8 +719,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-09T10:10:09+08:00">
-                2017-06-09
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-10T09:15:55+08:00">
+                2017-06-10
               </time>
             
 
@@ -742,8 +742,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/地理信息可视化/" itemprop="url" rel="index">
-                    <span itemprop="name">地理信息可视化</span>
+                  <a href="/categories/R语言/" itemprop="url" rel="index">
+                    <span itemprop="name">R语言</span>
                   </a>
                 </span>
 
@@ -759,7 +759,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/09/leaflet在线地图进阶宝典——高级交互特性(动态显示效果)/" class="leancloud_visitors" data-flag-title="leaflet在线地图进阶宝典——高级交互特性">
+             <span id="/2017/06/10/R语言图表美化——巧用分面表达优化图表布局，做出堪比杂志级视觉体验的商务图表/" class="leancloud_visitors" data-flag-title="R语言图表美化——巧用分面表达优化图表布局，做出堪比杂志级视觉体验的商务图表">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -784,7 +784,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  750 字
+                  2,070 字
                 </span>
               
 
@@ -800,7 +800,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  4 分钟
+                  10 分钟
                 </span>
               
             </div>
@@ -819,11 +819,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>本文针对leaflet的高级交互特性进行展开，主要涉及到leaflet中等值线地图的鼠标悬浮效果及点击效果的动态呈现。这也是leaflet的天然HTML属性所具有的强大优势。</p>
-<p>在制作高质量在线数据地图的项目中，leaflet结合扩展的HTML性能，可以呈现非常人性化的动态效果，如能结合css、shiny等装饰器和交互框架，几乎可以胜任常见的动态交互网站的制作。</p>
+          <p>图表的优化布局在Excel中一直都是个大难题，难在Excel软件固有的限制。</p>
+<p>特别是在制作多序列多分类图表的时候，放在一个图中显得序列过于拥挤，影响视觉效果，做出分面表达又耗时费力，需要掌握诸多技巧，（版式设计呀、单元格锚定呀等等、照相机呀什么的）是在是有心无力。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/09/leaflet在线地图进阶宝典——高级交互特性(动态显示效果)/#more" rel="contents">
+            <a class="btn" href="/2017/06/10/R语言图表美化——巧用分面表达优化图表布局，做出堪比杂志级视觉体验的商务图表/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -869,7 +869,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/08/R语言可视化——REmapH-中心热度图/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/09/leaflet在线地图进阶宝典——高级交互特性(动态显示效果)/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -888,7 +888,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/08/R语言可视化——REmapH-中心热度图/" itemprop="url">R语言可视化——REmapH(中心热度图)</a></h1>
+                <a class="post-title-link" href="/2017/06/09/leaflet在线地图进阶宝典——高级交互特性(动态显示效果)/" itemprop="url">leaflet在线地图进阶宝典——高级交互特性</a></h1>
         
 
         <div class="post-meta">
@@ -900,8 +900,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-08T17:36:37+08:00">
-                2017-06-08
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-09T10:10:09+08:00">
+                2017-06-09
               </time>
             
 
@@ -940,7 +940,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/08/R语言可视化——REmapH-中心热度图/" class="leancloud_visitors" data-flag-title="R语言可视化——REmapH(中心热度图)">
+             <span id="/2017/06/09/leaflet在线地图进阶宝典——高级交互特性(动态显示效果)/" class="leancloud_visitors" data-flag-title="leaflet在线地图进阶宝典——高级交互特性">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -965,7 +965,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,759 字
+                  750 字
                 </span>
               
 
@@ -981,7 +981,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  8 分钟
+                  4 分钟
                 </span>
               
             </div>
@@ -1000,11 +1000,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>今天是REmap系列的最后一篇——REmapH函数。</p>
-<p>这个函数的特色是可以做中心辐射的热力图，这种热力图在气象、人口密度、海拔测绘领域有诸多运用，当然也可以上当用在商务场合——特别是跟地理信息有关的数据呈现方面。</p>
+          <p>本文针对leaflet的高级交互特性进行展开，主要涉及到leaflet中等值线地图的鼠标悬浮效果及点击效果的动态呈现。这也是leaflet的天然HTML属性所具有的强大优势。</p>
+<p>在制作高质量在线数据地图的项目中，leaflet结合扩展的HTML性能，可以呈现非常人性化的动态效果，如能结合css、shiny等装饰器和交互框架，几乎可以胜任常见的动态交互网站的制作。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/08/R语言可视化——REmapH-中心热度图/#more" rel="contents">
+            <a class="btn" href="/2017/06/09/leaflet在线地图进阶宝典——高级交互特性(动态显示效果)/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -1050,7 +1050,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/08/R语言可视化——REmapC-填充地图/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/08/R语言可视化——REmapH-中心热度图/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1069,7 +1069,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/08/R语言可视化——REmapC-填充地图/" itemprop="url">R语言可视化——REmapC(填充地图)</a></h1>
+                <a class="post-title-link" href="/2017/06/08/R语言可视化——REmapH-中心热度图/" itemprop="url">R语言可视化——REmapH(中心热度图)</a></h1>
         
 
         <div class="post-meta">
@@ -1081,7 +1081,7 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-08T13:03:50+08:00">
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-08T17:36:37+08:00">
                 2017-06-08
               </time>
             
@@ -1121,7 +1121,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/08/R语言可视化——REmapC-填充地图/" class="leancloud_visitors" data-flag-title="R语言可视化——REmapC(填充地图)">
+             <span id="/2017/06/08/R语言可视化——REmapH-中心热度图/" class="leancloud_visitors" data-flag-title="R语言可视化——REmapH(中心热度图)">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1146,7 +1146,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  999 字
+                  1,759 字
                 </span>
               
 
@@ -1162,7 +1162,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  4 分钟
+                  8 分钟
                 </span>
               
             </div>
@@ -1181,11 +1181,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>今天跟大家介绍REmap函数家族中的第三个函数——REmapC。</p>
-<p>REmapC函数允许我们同时在一张地图上制作填充图和点图、线图。</p>
+          <p>今天是REmap系列的最后一篇——REmapH函数。</p>
+<p>这个函数的特色是可以做中心辐射的热力图，这种热力图在气象、人口密度、海拔测绘领域有诸多运用，当然也可以上当用在商务场合——特别是跟地理信息有关的数据呈现方面。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/08/R语言可视化——REmapC-填充地图/#more" rel="contents">
+            <a class="btn" href="/2017/06/08/R语言可视化——REmapH-中心热度图/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -1231,7 +1231,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/08/R语言可视化——案例综合运用/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/08/R语言可视化——REmapC-填充地图/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1250,7 +1250,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/08/R语言可视化——案例综合运用/" itemprop="url">R语言可视化——案例综合运用</a></h1>
+                <a class="post-title-link" href="/2017/06/08/R语言可视化——REmapC-填充地图/" itemprop="url">R语言可视化——REmapC(填充地图)</a></h1>
         
 
         <div class="post-meta">
@@ -1262,7 +1262,7 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-08T09:36:58+08:00">
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-08T13:03:50+08:00">
                 2017-06-08
               </time>
             
@@ -1302,7 +1302,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/08/R语言可视化——案例综合运用/" class="leancloud_visitors" data-flag-title="R语言可视化——案例综合运用">
+             <span id="/2017/06/08/R语言可视化——REmapC-填充地图/" class="leancloud_visitors" data-flag-title="R语言可视化——REmapC(填充地图)">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1327,7 +1327,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,897 字
+                  999 字
                 </span>
               
 
@@ -1343,7 +1343,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  8 分钟
+                  4 分钟
                 </span>
               
             </div>
@@ -1362,11 +1362,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>今天跟大家介绍一个REmap包的新函数——REmapB。</p>
-<p>它是REmap包中诸多组函数中的一位，功能上要强大于之前介绍的REmap函数，不仅可以完成REmap函数的所有图表效果，而且可以做出前者没有的地图效果。</p>
+          <p>今天跟大家介绍REmap函数家族中的第三个函数——REmapC。</p>
+<p>REmapC函数允许我们同时在一张地图上制作填充图和点图、线图。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/08/R语言可视化——案例综合运用/#more" rel="contents">
+            <a class="btn" href="/2017/06/08/R语言可视化——REmapC-填充地图/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -1412,7 +1412,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/07/R语言可视化——REmap-路径图/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/08/R语言可视化——案例综合运用/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1431,7 +1431,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/07/R语言可视化——REmap-路径图/" itemprop="url">R语言可视化——REmap(路径图)</a></h1>
+                <a class="post-title-link" href="/2017/06/08/R语言可视化——案例综合运用/" itemprop="url">R语言可视化——案例综合运用</a></h1>
         
 
         <div class="post-meta">
@@ -1443,8 +1443,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-07T18:49:51+08:00">
-                2017-06-07
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-08T09:36:58+08:00">
+                2017-06-08
               </time>
             
 
@@ -1483,7 +1483,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/07/R语言可视化——REmap-路径图/" class="leancloud_visitors" data-flag-title="R语言可视化——REmap(路径图)">
+             <span id="/2017/06/08/R语言可视化——案例综合运用/" class="leancloud_visitors" data-flag-title="R语言可视化——案例综合运用">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1508,7 +1508,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  770 字
+                  1,897 字
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@@ -1524,7 +1524,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  3 分钟
+                  8 分钟
                 </span>
               
             </div>
@@ -1543,11 +1543,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>今天紧接昨天的内容，跟大家分享如何使用REmap函数制作路径图。</p>
-<p>路径图所需要的数据结构非常简单，两列数据，左侧是起点，右侧是终点，并且每一行的终点是下一行的起点，这样最终才可以制作出连接在一起的路径图。</p>
+          <p>今天跟大家介绍一个REmap包的新函数——REmapB。</p>
+<p>它是REmap包中诸多组函数中的一位，功能上要强大于之前介绍的REmap函数，不仅可以完成REmap函数的所有图表效果，而且可以做出前者没有的地图效果。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/07/R语言可视化——REmap-路径图/#more" rel="contents">
+            <a class="btn" href="/2017/06/08/R语言可视化——案例综合运用/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -1593,7 +1593,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/07/R语言可视化——REmap动态地图/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/07/R语言可视化——REmap-路径图/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1612,7 +1612,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/07/R语言可视化——REmap动态地图/" itemprop="url">R语言可视化——REmap动态地图</a></h1>
+                <a class="post-title-link" href="/2017/06/07/R语言可视化——REmap-路径图/" itemprop="url">R语言可视化——REmap(路径图)</a></h1>
         
 
         <div class="post-meta">
@@ -1624,7 +1624,7 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-07T09:27:05+08:00">
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-07T18:49:51+08:00">
                 2017-06-07
               </time>
             
@@ -1664,7 +1664,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/07/R语言可视化——REmap动态地图/" class="leancloud_visitors" data-flag-title="R语言可视化——REmap动态地图">
+             <span id="/2017/06/07/R语言可视化——REmap-路径图/" class="leancloud_visitors" data-flag-title="R语言可视化——REmap(路径图)">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1689,7 +1689,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,897 字
+                  770 字
                 </span>
               
 
@@ -1705,7 +1705,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  7 分钟
+                  3 分钟
                 </span>
               
             </div>
@@ -1724,12 +1724,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>今天开始，要跟着大家学习一个新的可视化R包——REmap包。</p>
-<p>说起来，这个包要归功于百度的可视化开源项目——echarts,它是国内为数不多的高水平开源可视化js库，在业界地位首屈一指。</p>
-<p>经过大神的努力，我们终于可以在R语言中以简洁的REmap函数形式，来调用Echarts核心功能，而不用亲自去学js代码，就可以创建动态地图可视化作品。</p>
+          <p>今天紧接昨天的内容，跟大家分享如何使用REmap函数制作路径图。</p>
+<p>路径图所需要的数据结构非常简单，两列数据，左侧是起点，右侧是终点，并且每一行的终点是下一行的起点，这样最终才可以制作出连接在一起的路径图。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/07/R语言可视化——REmap动态地图/#more" rel="contents">
+            <a class="btn" href="/2017/06/07/R语言可视化——REmap-路径图/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -1775,7 +1774,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/06/leaflet在线地图进阶宝典之——高级辅助特性/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/07/R语言可视化——REmap动态地图/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1794,7 +1793,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/06/leaflet在线地图进阶宝典之——高级辅助特性/" itemprop="url">leaflet在线地图进阶宝典之——高级辅助特性</a></h1>
+                <a class="post-title-link" href="/2017/06/07/R语言可视化——REmap动态地图/" itemprop="url">R语言可视化——REmap动态地图</a></h1>
         
 
         <div class="post-meta">
@@ -1806,8 +1805,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-06T09:27:27+08:00">
-                2017-06-06
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-07T09:27:05+08:00">
+                2017-06-07
               </time>
             
 
@@ -1846,7 +1845,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/06/leaflet在线地图进阶宝典之——高级辅助特性/" class="leancloud_visitors" data-flag-title="leaflet在线地图进阶宝典之——高级辅助特性">
+             <span id="/2017/06/07/R语言可视化——REmap动态地图/" class="leancloud_visitors" data-flag-title="R语言可视化——REmap动态地图">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1871,7 +1870,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,202 字
+                  1,897 字
                 </span>
               
 
@@ -1887,7 +1886,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  5 分钟
+                  7 分钟
                 </span>
               
             </div>
@@ -1906,11 +1905,12 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>本文跟大家分享leaflet在线地图的高级附加属性，这些属性通常来讲仅仅作为我们数据额可视化项目的修饰元素，而并不会影响数据元素。</p>
-<p>但是有了这些辅助修饰元素，往往可以使你的数据可视化项目变得更具人性化。</p>
+          <p>今天开始，要跟着大家学习一个新的可视化R包——REmap包。</p>
+<p>说起来，这个包要归功于百度的可视化开源项目——echarts,它是国内为数不多的高水平开源可视化js库，在业界地位首屈一指。</p>
+<p>经过大神的努力，我们终于可以在R语言中以简洁的REmap函数形式，来调用Echarts核心功能，而不用亲自去学js代码，就可以创建动态地图可视化作品。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/06/leaflet在线地图进阶宝典之——高级辅助特性/#more" rel="contents">
+            <a class="btn" href="/2017/06/07/R语言可视化——REmap动态地图/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -1956,7 +1956,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/05/Leaflet在线地图进阶宝典——json素材操纵与图层面板控制/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/06/leaflet在线地图进阶宝典之——高级辅助特性/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1975,7 +1975,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/05/Leaflet在线地图进阶宝典——json素材操纵与图层面板控制/" itemprop="url">Leaflet在线地图进阶宝典——json素材操纵与图层面板控制</a></h1>
+                <a class="post-title-link" href="/2017/06/06/leaflet在线地图进阶宝典之——高级辅助特性/" itemprop="url">leaflet在线地图进阶宝典之——高级辅助特性</a></h1>
         
 
         <div class="post-meta">
@@ -1987,8 +1987,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-05T21:52:37+08:00">
-                2017-06-05
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-06T09:27:27+08:00">
+                2017-06-06
               </time>
             
 
@@ -2027,7 +2027,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/05/Leaflet在线地图进阶宝典——json素材操纵与图层面板控制/" class="leancloud_visitors" data-flag-title="Leaflet在线地图进阶宝典——json素材操纵与图层面板控制">
+             <span id="/2017/06/06/leaflet在线地图进阶宝典之——高级辅助特性/" class="leancloud_visitors" data-flag-title="leaflet在线地图进阶宝典之——高级辅助特性">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -2052,7 +2052,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,503 字
+                  1,202 字
                 </span>
               
 
@@ -2068,7 +2068,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  6 分钟
+                  5 分钟
                 </span>
               
             </div>
@@ -2087,11 +2087,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>这篇教程憋了很久，其实算是3个月前leaflet在线地图系列的进阶篇，但是因为当时对于leaflet地图的数据源结构理解有限，技能勉强操控shp数据源，对于json数据源所知甚少，一直拖了这么久才更新。</p>
-<p>随着近期在json数据结构的理解不断加深，对于list结构和向量化运算的掌握也多有提高，这才能熟练的在leaflet系统中操控json数据。</p>
+          <p>本文跟大家分享leaflet在线地图的高级附加属性，这些属性通常来讲仅仅作为我们数据额可视化项目的修饰元素，而并不会影响数据元素。</p>
+<p>但是有了这些辅助修饰元素，往往可以使你的数据可视化项目变得更具人性化。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/05/Leaflet在线地图进阶宝典——json素材操纵与图层面板控制/#more" rel="contents">
+            <a class="btn" href="/2017/06/06/leaflet在线地图进阶宝典之——高级辅助特性/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -2177,7 +2177,7 @@ <h1 class="post-title" itemprop="name headline">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -2308,7 +2308,7 @@ <h1 class="post-title" itemprop="name headline">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git a/page/7/index.html b/page/7/index.html
index e97456f2..b0c6a0df 100644
--- a/page/7/index.html
+++ b/page/7/index.html
@@ -325,7 +325,7 @@
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/05/动态地理信息可视化——leaflet填充地图/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/05/Leaflet在线地图进阶宝典——json素材操纵与图层面板控制/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -344,7 +344,7 @@
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/05/动态地理信息可视化——leaflet填充地图/" itemprop="url">动态地理信息可视化——leaflet填充地图</a></h1>
+                <a class="post-title-link" href="/2017/06/05/Leaflet在线地图进阶宝典——json素材操纵与图层面板控制/" itemprop="url">Leaflet在线地图进阶宝典——json素材操纵与图层面板控制</a></h1>
         
 
         <div class="post-meta">
@@ -356,7 +356,7 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-05T09:11:51+08:00">
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-05T21:52:37+08:00">
                 2017-06-05
               </time>
             
@@ -396,7 +396,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/05/动态地理信息可视化——leaflet填充地图/" class="leancloud_visitors" data-flag-title="动态地理信息可视化——leaflet填充地图">
+             <span id="/2017/06/05/Leaflet在线地图进阶宝典——json素材操纵与图层面板控制/" class="leancloud_visitors" data-flag-title="Leaflet在线地图进阶宝典——json素材操纵与图层面板控制">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -421,7 +421,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,551 字
+                  1,503 字
                 </span>
               
 
@@ -437,7 +437,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  7 分钟
+                  6 分钟
                 </span>
               
             </div>
@@ -456,10 +456,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>这一篇是leaflet动态地图的第四篇，也是最值得推荐的一篇，这一篇涉及到热力地图填充，通过该篇内容，大家可以体会大leaflet在线地图的R借口在处理热力地图上面颜色标度映射的强大优势。</p>
+          <p>这篇教程憋了很久，其实算是3个月前leaflet在线地图系列的进阶篇，但是因为当时对于leaflet地图的数据源结构理解有限，技能勉强操控shp数据源，对于json数据源所知甚少，一直拖了这么久才更新。</p>
+<p>随着近期在json数据结构的理解不断加深，对于list结构和向量化运算的掌握也多有提高，这才能熟练的在leaflet系统中操控json数据。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/05/动态地理信息可视化——leaflet填充地图/#more" rel="contents">
+            <a class="btn" href="/2017/06/05/Leaflet在线地图进阶宝典——json素材操纵与图层面板控制/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -505,7 +506,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/04/动态地理信息可视化——leaflet构造路径图/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/05/动态地理信息可视化——leaflet填充地图/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -524,7 +525,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/04/动态地理信息可视化——leaflet构造路径图/" itemprop="url">动态地理信息可视化——leaflet构造路径图</a></h1>
+                <a class="post-title-link" href="/2017/06/05/动态地理信息可视化——leaflet填充地图/" itemprop="url">动态地理信息可视化——leaflet填充地图</a></h1>
         
 
         <div class="post-meta">
@@ -536,8 +537,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-04T09:56:20+08:00">
-                2017-06-04
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-05T09:11:51+08:00">
+                2017-06-05
               </time>
             
 
@@ -576,7 +577,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/04/动态地理信息可视化——leaflet构造路径图/" class="leancloud_visitors" data-flag-title="动态地理信息可视化——leaflet构造路径图">
+             <span id="/2017/06/05/动态地理信息可视化——leaflet填充地图/" class="leancloud_visitors" data-flag-title="动态地理信息可视化——leaflet填充地图">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -601,7 +602,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  878 字
+                  1,551 字
                 </span>
               
 
@@ -617,7 +618,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  4 分钟
+                  7 分钟
                 </span>
               
             </div>
@@ -636,10 +637,10 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>根据先前几篇内容的框架，今天介绍leaflet在线地图的第三篇，以线条元素构造的路径图。</p>
+          <p>这一篇是leaflet动态地图的第四篇，也是最值得推荐的一篇，这一篇涉及到热力地图填充，通过该篇内容，大家可以体会大leaflet在线地图的R借口在处理热力地图上面颜色标度映射的强大优势。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/04/动态地理信息可视化——leaflet构造路径图/#more" rel="contents">
+            <a class="btn" href="/2017/06/05/动态地理信息可视化——leaflet填充地图/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -685,7 +686,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/03/动态地理信息可视化——散点地图系列/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/04/动态地理信息可视化——leaflet构造路径图/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -704,7 +705,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/03/动态地理信息可视化——散点地图系列/" itemprop="url">动态地理信息可视化——散点地图系列</a></h1>
+                <a class="post-title-link" href="/2017/06/04/动态地理信息可视化——leaflet构造路径图/" itemprop="url">动态地理信息可视化——leaflet构造路径图</a></h1>
         
 
         <div class="post-meta">
@@ -716,8 +717,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-03T09:44:35+08:00">
-                2017-06-03
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-04T09:56:20+08:00">
+                2017-06-04
               </time>
             
 
@@ -756,7 +757,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/03/动态地理信息可视化——散点地图系列/" class="leancloud_visitors" data-flag-title="动态地理信息可视化——散点地图系列">
+             <span id="/2017/06/04/动态地理信息可视化——leaflet构造路径图/" class="leancloud_visitors" data-flag-title="动态地理信息可视化——leaflet构造路径图">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -781,7 +782,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,028 字
+                  878 字
                 </span>
               
 
@@ -797,7 +798,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  5 分钟
+                  4 分钟
                 </span>
               
             </div>
@@ -816,12 +817,10 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>这是一篇拖了好久的稿子，因为过年玩high了，一直放着没写，今天得空，赶快得空，赶紧整理一下。</p>
-<p>本篇主讲leaflet在线地图系列中的散点系列，包含颜色映射规则（离散和连续）、大小映射规则。</p>
-<p>其实也就是包含了我们看到的常规的散点图类型和气泡图类型。同时结合leaflet丰富多彩的背景地图主题进行展开。</p>
+          <p>根据先前几篇内容的框架，今天介绍leaflet在线地图的第三篇，以线条元素构造的路径图。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/03/动态地理信息可视化——散点地图系列/#more" rel="contents">
+            <a class="btn" href="/2017/06/04/动态地理信息可视化——leaflet构造路径图/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -867,7 +866,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/02/动态地理信息可视化——leaflet在线地图简介/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/03/动态地理信息可视化——散点地图系列/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -886,7 +885,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/02/动态地理信息可视化——leaflet在线地图简介/" itemprop="url">动态地理信息可视化——leaflet在线地图简介</a></h1>
+                <a class="post-title-link" href="/2017/06/03/动态地理信息可视化——散点地图系列/" itemprop="url">动态地理信息可视化——散点地图系列</a></h1>
         
 
         <div class="post-meta">
@@ -898,8 +897,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-02T15:14:53+08:00">
-                2017-06-02
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-03T09:44:35+08:00">
+                2017-06-03
               </time>
             
 
@@ -938,7 +937,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/02/动态地理信息可视化——leaflet在线地图简介/" class="leancloud_visitors" data-flag-title="动态地理信息可视化——leaflet在线地图简介">
+             <span id="/2017/06/03/动态地理信息可视化——散点地图系列/" class="leancloud_visitors" data-flag-title="动态地理信息可视化——散点地图系列">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -963,7 +962,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,879 字
+                  1,028 字
                 </span>
               
 
@@ -979,7 +978,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  7 分钟
+                  5 分钟
                 </span>
               
             </div>
@@ -998,11 +997,12 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>最近稍微涉猎了一下leaflet这个包，突然感到发现了动态可视化的新大门，这个包所提供的地图类型、动态效果、图层展示方式都大大扩展了ggplot作图系统的在数据地图上的缺陷。</p>
-<p>leaflet是业界比较流行的JS开源交互式地图包，它支持直接调用OpenStreetMap, Mapbox, and CartoDB等主流地图数据作为辅助图层来进行地理信息数据的可视化操作。</p>
+          <p>这是一篇拖了好久的稿子，因为过年玩high了，一直放着没写，今天得空，赶快得空，赶紧整理一下。</p>
+<p>本篇主讲leaflet在线地图系列中的散点系列，包含颜色映射规则（离散和连续）、大小映射规则。</p>
+<p>其实也就是包含了我们看到的常规的散点图类型和气泡图类型。同时结合leaflet丰富多彩的背景地图主题进行展开。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/02/动态地理信息可视化——leaflet在线地图简介/#more" rel="contents">
+            <a class="btn" href="/2017/06/03/动态地理信息可视化——散点地图系列/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -1048,7 +1048,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/02/玩转数据地图系列之——地图上的迷你条形图/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/02/动态地理信息可视化——leaflet在线地图简介/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1067,7 +1067,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/02/玩转数据地图系列之——地图上的迷你条形图/" itemprop="url">玩转数据地图系列之——地图上的迷你条形图</a></h1>
+                <a class="post-title-link" href="/2017/06/02/动态地理信息可视化——leaflet在线地图简介/" itemprop="url">动态地理信息可视化——leaflet在线地图简介</a></h1>
         
 
         <div class="post-meta">
@@ -1079,7 +1079,7 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-02T15:01:58+08:00">
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-02T15:14:53+08:00">
                 2017-06-02
               </time>
             
@@ -1102,8 +1102,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/数据可视化/" itemprop="url" rel="index">
-                    <span itemprop="name">数据可视化</span>
+                  <a href="/categories/地理信息可视化/" itemprop="url" rel="index">
+                    <span itemprop="name">地理信息可视化</span>
                   </a>
                 </span>
 
@@ -1119,7 +1119,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/02/玩转数据地图系列之——地图上的迷你条形图/" class="leancloud_visitors" data-flag-title="玩转数据地图系列之——地图上的迷你条形图">
+             <span id="/2017/06/02/动态地理信息可视化——leaflet在线地图简介/" class="leancloud_visitors" data-flag-title="动态地理信息可视化——leaflet在线地图简介">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1144,7 +1144,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,268 字
+                  1,879 字
                 </span>
               
 
@@ -1160,7 +1160,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  6 分钟
+                  7 分钟
                 </span>
               
             </div>
@@ -1179,11 +1179,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>最近忙的厉害，产量下降的有点严重，感谢各位还没取关的小伙伴儿。</p>
-<p>一周前更新了一篇数据地图上的气泡散点图的内容，不知怎地，这段时间就是跟地图死磕上了，今天还是数据地图，不过是在数据地图上呈现条形图、柱形图。</p>
+          <p>最近稍微涉猎了一下leaflet这个包，突然感到发现了动态可视化的新大门，这个包所提供的地图类型、动态效果、图层展示方式都大大扩展了ggplot作图系统的在数据地图上的缺陷。</p>
+<p>leaflet是业界比较流行的JS开源交互式地图包，它支持直接调用OpenStreetMap, Mapbox, and CartoDB等主流地图数据作为辅助图层来进行地理信息数据的可视化操作。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/02/玩转数据地图系列之——地图上的迷你条形图/#more" rel="contents">
+            <a class="btn" href="/2017/06/02/动态地理信息可视化——leaflet在线地图简介/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -1229,7 +1229,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/02/玩转R语言数据地图——地图上的迷你柱形饼图/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/02/玩转数据地图系列之——地图上的迷你条形图/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1248,7 +1248,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/02/玩转R语言数据地图——地图上的迷你柱形饼图/" itemprop="url">玩转R语言数据地图——地图上的迷你气泡饼图</a></h1>
+                <a class="post-title-link" href="/2017/06/02/玩转数据地图系列之——地图上的迷你条形图/" itemprop="url">玩转数据地图系列之——地图上的迷你条形图</a></h1>
         
 
         <div class="post-meta">
@@ -1260,7 +1260,7 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-02T09:33:33+08:00">
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-02T15:01:58+08:00">
                 2017-06-02
               </time>
             
@@ -1300,7 +1300,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/02/玩转R语言数据地图——地图上的迷你柱形饼图/" class="leancloud_visitors" data-flag-title="玩转R语言数据地图——地图上的迷你气泡饼图">
+             <span id="/2017/06/02/玩转数据地图系列之——地图上的迷你条形图/" class="leancloud_visitors" data-flag-title="玩转数据地图系列之——地图上的迷你条形图">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1325,7 +1325,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,071 字
+                  1,268 字
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@@ -1341,7 +1341,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  5 分钟
+                  6 分钟
                 </span>
               
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@@ -1360,12 +1360,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>这个周末刷微信的时候，偶然看到一篇关于R语言12月更新包的介绍，翻到底部看了一眼，刚好看到一个关于ggplot2的一个图层插件——geom_scatterpie。</p>
-<p>这个包安装之后，可以提供给ggplot新的图层函数，并制作出气泡状饼图，饼图可以分类填色，饼图大小可以映射数值变量，特别是将这种图表形式引入地图之中，那么最终呈现的地图上的气泡饼图非常炫酷。</p>
-<p>今天刚好整理了下完整思路，顺便分享。</p>
+          <p>最近忙的厉害，产量下降的有点严重，感谢各位还没取关的小伙伴儿。</p>
+<p>一周前更新了一篇数据地图上的气泡散点图的内容，不知怎地，这段时间就是跟地图死磕上了，今天还是数据地图，不过是在数据地图上呈现条形图、柱形图。</p>
           <!--noindex-->
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-            <a class="btn" href="/2017/06/02/玩转R语言数据地图——地图上的迷你柱形饼图/#more" rel="contents">
+            <a class="btn" href="/2017/06/02/玩转数据地图系列之——地图上的迷你条形图/#more" rel="contents">
               阅读全文 &raquo;
             </a>
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@@ -1411,7 +1410,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/01/R语言可视化——用数据来聊聊国产电影/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/02/玩转R语言数据地图——地图上的迷你柱形饼图/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1430,7 +1429,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/06/01/R语言可视化——用数据来聊聊国产电影/" itemprop="url">R语言可视化——用数据来聊聊国产电影~</a></h1>
+                <a class="post-title-link" href="/2017/06/02/玩转R语言数据地图——地图上的迷你柱形饼图/" itemprop="url">玩转R语言数据地图——地图上的迷你气泡饼图</a></h1>
         
 
         <div class="post-meta">
@@ -1442,8 +1441,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-01T08:57:19+08:00">
-                2017-06-01
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-02T09:33:33+08:00">
+                2017-06-02
               </time>
             
 
@@ -1482,7 +1481,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/06/01/R语言可视化——用数据来聊聊国产电影/" class="leancloud_visitors" data-flag-title="R语言可视化——用数据来聊聊国产电影~">
+             <span id="/2017/06/02/玩转R语言数据地图——地图上的迷你柱形饼图/" class="leancloud_visitors" data-flag-title="玩转R语言数据地图——地图上的迷你气泡饼图">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1507,7 +1506,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  3,156 字
+                  1,071 字
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@@ -1523,7 +1522,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  15 分钟
+                  5 分钟
                 </span>
               
             </div>
@@ -1542,11 +1541,12 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>最近国产电影评分风波引起了很多人的关注，豆瓣和猫眼因国产电影评分过低此被电影局约谈了，猫眼电影还因此下线了自己的电影评分系统，作为好奇宝宝，小魔方也来凑一波热闹。</p>
-<p>当然今天不是要谈政治啦，刚好最近在学爬虫，那就爬一点儿官产电影的数据，用数据告诉大家，国产电影的真实处境。。（受限于技术手段和代码水平，数据不全，分析过程不敢保证精准，仅作为个人练习使用，请谨慎使用）。</p>
+          <p>这个周末刷微信的时候，偶然看到一篇关于R语言12月更新包的介绍，翻到底部看了一眼，刚好看到一个关于ggplot2的一个图层插件——geom_scatterpie。</p>
+<p>这个包安装之后，可以提供给ggplot新的图层函数，并制作出气泡状饼图，饼图可以分类填色，饼图大小可以映射数值变量，特别是将这种图表形式引入地图之中，那么最终呈现的地图上的气泡饼图非常炫酷。</p>
+<p>今天刚好整理了下完整思路，顺便分享。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/06/01/R语言可视化——用数据来聊聊国产电影/#more" rel="contents">
+            <a class="btn" href="/2017/06/02/玩转R语言数据地图——地图上的迷你柱形饼图/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -1592,7 +1592,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/05/31/R语言爬虫可视化——用数据来聊聊2017年首周各大城市空气质量/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/06/01/R语言可视化——用数据来聊聊国产电影/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1611,7 +1611,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/05/31/R语言爬虫可视化——用数据来聊聊2017年首周各大城市空气质量/" itemprop="url">R语言爬虫可视化——用数据来聊聊2017年首周各大城市空气质量</a></h1>
+                <a class="post-title-link" href="/2017/06/01/R语言可视化——用数据来聊聊国产电影/" itemprop="url">R语言可视化——用数据来聊聊国产电影~</a></h1>
         
 
         <div class="post-meta">
@@ -1623,8 +1623,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-05-31T16:03:36+08:00">
-                2017-05-31
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-06-01T08:57:19+08:00">
+                2017-06-01
               </time>
             
 
@@ -1663,7 +1663,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/05/31/R语言爬虫可视化——用数据来聊聊2017年首周各大城市空气质量/" class="leancloud_visitors" data-flag-title="R语言爬虫可视化——用数据来聊聊2017年首周各大城市空气质量">
+             <span id="/2017/06/01/R语言可视化——用数据来聊聊国产电影/" class="leancloud_visitors" data-flag-title="R语言可视化——用数据来聊聊国产电影~">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1688,7 +1688,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,147 字
+                  3,156 字
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@@ -1704,7 +1704,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  6 分钟
+                  15 分钟
                 </span>
               
             </div>
@@ -1723,10 +1723,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>最近学了些revst包的基础知识，勉强能爬到一些有用的数据，刚好趁着周末，捂着脸跟大家分享。</p>
+          <p>最近国产电影评分风波引起了很多人的关注，豆瓣和猫眼因国产电影评分过低此被电影局约谈了，猫眼电影还因此下线了自己的电影评分系统，作为好奇宝宝，小魔方也来凑一波热闹。</p>
+<p>当然今天不是要谈政治啦，刚好最近在学爬虫，那就爬一点儿官产电影的数据，用数据告诉大家，国产电影的真实处境。。（受限于技术手段和代码水平，数据不全，分析过程不敢保证精准，仅作为个人练习使用，请谨慎使用）。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/05/31/R语言爬虫可视化——用数据来聊聊2017年首周各大城市空气质量/#more" rel="contents">
+            <a class="btn" href="/2017/06/01/R语言可视化——用数据来聊聊国产电影/#more" rel="contents">
               阅读全文 &raquo;
             </a>
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@@ -1772,7 +1773,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/05/31/R语言可视化——中心放射状路径图/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/05/31/R语言爬虫可视化——用数据来聊聊2017年首周各大城市空气质量/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1791,7 +1792,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/05/31/R语言可视化——中心放射状路径图/" itemprop="url">R语言可视化——中心放射状路径图</a></h1>
+                <a class="post-title-link" href="/2017/05/31/R语言爬虫可视化——用数据来聊聊2017年首周各大城市空气质量/" itemprop="url">R语言爬虫可视化——用数据来聊聊2017年首周各大城市空气质量</a></h1>
         
 
         <div class="post-meta">
@@ -1803,7 +1804,7 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-05-31T09:26:55+08:00">
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-05-31T16:03:36+08:00">
                 2017-05-31
               </time>
             
@@ -1843,7 +1844,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/05/31/R语言可视化——中心放射状路径图/" class="leancloud_visitors" data-flag-title="R语言可视化——中心放射状路径图">
+             <span id="/2017/05/31/R语言爬虫可视化——用数据来聊聊2017年首周各大城市空气质量/" class="leancloud_visitors" data-flag-title="R语言爬虫可视化——用数据来聊聊2017年首周各大城市空气质量">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1868,7 +1869,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,150 字
+                  1,147 字
                 </span>
               
 
@@ -1884,7 +1885,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  5 分钟
+                  6 分钟
                 </span>
               
             </div>
@@ -1903,11 +1904,10 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>最近一直在研究ggplot剩余还没有涉略过的图表类型，试图挖掘出一些新的图表形式，就像是该包的作者所暗示的那样，ggplot2只是给你搭建了一个图层语法环境，至于具体能创造出何种图形，全凭自己的想象力。</p>
-<p>慢慢的我发现还有一类geom_segment对象自己一直没有尝试过，于是满心欢喜的尝试了一下，果然还是有收获的，我发现通过这个segment图层，可以批量的创建放射状线条图，也就是路径图，这解决了我一直以来的难题，今天顺便分享给大家。</p>
+          <p>最近学了些revst包的基础知识，勉强能爬到一些有用的数据，刚好趁着周末，捂着脸跟大家分享。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/05/31/R语言可视化——中心放射状路径图/#more" rel="contents">
+            <a class="btn" href="/2017/05/31/R语言爬虫可视化——用数据来聊聊2017年首周各大城市空气质量/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -1953,7 +1953,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/05/30/R语言可视化——ggplot绘制中心密度辐射图/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/05/31/R语言可视化——中心放射状路径图/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1972,7 +1972,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/05/30/R语言可视化——ggplot绘制中心密度辐射图/" itemprop="url">R语言可视化——ggplot绘制中心密度辐射图</a></h1>
+                <a class="post-title-link" href="/2017/05/31/R语言可视化——中心放射状路径图/" itemprop="url">R语言可视化——中心放射状路径图</a></h1>
         
 
         <div class="post-meta">
@@ -1984,8 +1984,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-05-30T16:05:43+08:00">
-                2017-05-30
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-05-31T09:26:55+08:00">
+                2017-05-31
               </time>
             
 
@@ -2024,7 +2024,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/05/30/R语言可视化——ggplot绘制中心密度辐射图/" class="leancloud_visitors" data-flag-title="R语言可视化——ggplot绘制中心密度辐射图">
+             <span id="/2017/05/31/R语言可视化——中心放射状路径图/" class="leancloud_visitors" data-flag-title="R语言可视化——中心放射状路径图">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -2049,7 +2049,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,076 字
+                  1,150 字
                 </span>
               
 
@@ -2065,7 +2065,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  4 分钟
+                  5 分钟
                 </span>
               
             </div>
@@ -2084,12 +2084,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>今天这篇算是之前ggplot2图表系列的增补。</p>
-<p>因为在ggplot2中一直没有看到好的关于密度辐射图（或者称它为热力辐射图，就是那种PowerMap中可以通过颜色色度探查区域指标分布密度的图表类型）的合适解决方案，最近在看github官网上ggmap的介绍帖，看到作者在ggmap函数中嵌套了geom_polygon图层并并使用fill=..level..参数和stat=”density_2d”来来制作类似的热度辐射图。</p>
-<p>我就突发奇想，如果不是通过ggmap而是通过ggplot函数是否也可以呢，果然也是可以出效果的，先将方法介绍如下：</p>
+          <p>最近一直在研究ggplot剩余还没有涉略过的图表类型，试图挖掘出一些新的图表形式，就像是该包的作者所暗示的那样，ggplot2只是给你搭建了一个图层语法环境，至于具体能创造出何种图形，全凭自己的想象力。</p>
+<p>慢慢的我发现还有一类geom_segment对象自己一直没有尝试过，于是满心欢喜的尝试了一下，果然还是有收获的，我发现通过这个segment图层，可以批量的创建放射状线条图，也就是路径图，这解决了我一直以来的难题，今天顺便分享给大家。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/05/30/R语言可视化——ggplot绘制中心密度辐射图/#more" rel="contents">
+            <a class="btn" href="/2017/05/31/R语言可视化——中心放射状路径图/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -2175,7 +2174,7 @@ <h1 class="post-title" itemprop="name headline">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -2306,7 +2305,7 @@ <h1 class="post-title" itemprop="name headline">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
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diff --git a/page/8/index.html b/page/8/index.html
index d1efc6d5..2a4d657d 100644
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+++ b/page/8/index.html
@@ -325,7 +325,7 @@
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/05/30/用ggplot2制作静态数据可视化报告/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/05/30/R语言可视化——ggplot绘制中心密度辐射图/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -344,7 +344,7 @@
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/05/30/用ggplot2制作静态数据可视化报告/" itemprop="url">用ggplot2制作静态数据可视化报告!</a></h1>
+                <a class="post-title-link" href="/2017/05/30/R语言可视化——ggplot绘制中心密度辐射图/" itemprop="url">R语言可视化——ggplot绘制中心密度辐射图</a></h1>
         
 
         <div class="post-meta">
@@ -356,7 +356,7 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-05-30T08:58:46+08:00">
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-05-30T16:05:43+08:00">
                 2017-05-30
               </time>
             
@@ -396,7 +396,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/05/30/用ggplot2制作静态数据可视化报告/" class="leancloud_visitors" data-flag-title="用ggplot2制作静态数据可视化报告!">
+             <span id="/2017/05/30/R语言可视化——ggplot绘制中心密度辐射图/" class="leancloud_visitors" data-flag-title="R语言可视化——ggplot绘制中心密度辐射图">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -421,7 +421,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,035 字
+                  1,076 字
                 </span>
               
 
@@ -437,7 +437,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  5 分钟
+                  4 分钟
                 </span>
               
             </div>
@@ -456,11 +456,12 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>对于可视化呈现来说，一个图表呈现的数据信息是有限的，更多时候，我们需要呈现的是多角度多维度的数据信息。</p>
-<p>这时候，就需要用在同一个版面上容纳多副相关的图表形成一个版面的可视化报告，今天是网易数独的一个数据报告，使用ggplot还原了（其中用到的国旗出现了点儿小bug，至今没有解决，有知情的的大神还望赐教！）</p>
+          <p>今天这篇算是之前ggplot2图表系列的增补。</p>
+<p>因为在ggplot2中一直没有看到好的关于密度辐射图（或者称它为热力辐射图，就是那种PowerMap中可以通过颜色色度探查区域指标分布密度的图表类型）的合适解决方案，最近在看github官网上ggmap的介绍帖，看到作者在ggmap函数中嵌套了geom_polygon图层并并使用fill=..level..参数和stat=”density_2d”来来制作类似的热度辐射图。</p>
+<p>我就突发奇想，如果不是通过ggmap而是通过ggplot函数是否也可以呢，果然也是可以出效果的，先将方法介绍如下：</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/05/30/用ggplot2制作静态数据可视化报告/#more" rel="contents">
+            <a class="btn" href="/2017/05/30/R语言可视化——ggplot绘制中心密度辐射图/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -506,7 +507,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/05/29/百分比方块比较图/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/05/30/用ggplot2制作静态数据可视化报告/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -525,7 +526,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/05/29/百分比方块比较图/" itemprop="url">百分比方块比较图</a></h1>
+                <a class="post-title-link" href="/2017/05/30/用ggplot2制作静态数据可视化报告/" itemprop="url">用ggplot2制作静态数据可视化报告!</a></h1>
         
 
         <div class="post-meta">
@@ -537,8 +538,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-05-29T12:08:12+08:00">
-                2017-05-29
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-05-30T08:58:46+08:00">
+                2017-05-30
               </time>
             
 
@@ -577,7 +578,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/05/29/百分比方块比较图/" class="leancloud_visitors" data-flag-title="百分比方块比较图">
+             <span id="/2017/05/30/用ggplot2制作静态数据可视化报告/" class="leancloud_visitors" data-flag-title="用ggplot2制作静态数据可视化报告!">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -602,7 +603,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  695 字
+                  1,035 字
                 </span>
               
 
@@ -618,7 +619,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  4 分钟
+                  5 分钟
                 </span>
               
             </div>
@@ -637,10 +638,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>该图案例来自经济学人，国内看到刘老师在博客上用Excel仿制过，这里仍然使用ggplot2进行仿制。</p>
+          <p>对于可视化呈现来说，一个图表呈现的数据信息是有限的，更多时候，我们需要呈现的是多角度多维度的数据信息。</p>
+<p>这时候，就需要用在同一个版面上容纳多副相关的图表形成一个版面的可视化报告，今天是网易数独的一个数据报告，使用ggplot还原了（其中用到的国旗出现了点儿小bug，至今没有解决，有知情的的大神还望赐教！）</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/05/29/百分比方块比较图/#more" rel="contents">
+            <a class="btn" href="/2017/05/30/用ggplot2制作静态数据可视化报告/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -686,7 +688,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/05/29/中国人口金字塔动态图/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/05/29/百分比方块比较图/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -705,7 +707,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/05/29/中国人口金字塔动态图/" itemprop="url">中国人口金字塔动态图</a></h1>
+                <a class="post-title-link" href="/2017/05/29/百分比方块比较图/" itemprop="url">百分比方块比较图</a></h1>
         
 
         <div class="post-meta">
@@ -717,7 +719,7 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-05-29T09:48:42+08:00">
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-05-29T12:08:12+08:00">
                 2017-05-29
               </time>
             
@@ -740,8 +742,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/R语言/" itemprop="url" rel="index">
-                    <span itemprop="name">R语言</span>
+                  <a href="/categories/数据可视化/" itemprop="url" rel="index">
+                    <span itemprop="name">数据可视化</span>
                   </a>
                 </span>
 
@@ -757,7 +759,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/05/29/中国人口金字塔动态图/" class="leancloud_visitors" data-flag-title="中国人口金字塔动态图">
+             <span id="/2017/05/29/百分比方块比较图/" class="leancloud_visitors" data-flag-title="百分比方块比较图">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -782,7 +784,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  548 字
+                  695 字
                 </span>
               
 
@@ -798,7 +800,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  3 分钟
+                  4 分钟
                 </span>
               
             </div>
@@ -817,13 +819,10 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p><strong>中国人口金字塔动态图</strong></p>
-<p>以下是一个之前在网络上引起巨大轰动的人口金字塔动态图：</p>
-<p><img src="http://oqoy8x3as.bkt.clouddn.com/%E4%BA%BA%E5%8F%A3%E9%87%91%E5%AD%97%E5%A1%94%EF%BC%881950-2050%EF%BC%89.gif" alt="人口金字塔"></p>
-<p>没有找到原始数据，后来在UN的官网上找到了一个五年间隔的数据，顺便还原了下图表：</p>
+          <p>该图案例来自经济学人，国内看到刘老师在博客上用Excel仿制过，这里仍然使用ggplot2进行仿制。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/05/29/中国人口金字塔动态图/#more" rel="contents">
+            <a class="btn" href="/2017/05/29/百分比方块比较图/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -869,7 +868,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/05/28/动态世界地图/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/05/29/中国人口金字塔动态图/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -888,7 +887,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/05/28/动态世界地图/" itemprop="url">动态世界地图</a></h1>
+                <a class="post-title-link" href="/2017/05/29/中国人口金字塔动态图/" itemprop="url">中国人口金字塔动态图</a></h1>
         
 
         <div class="post-meta">
@@ -900,8 +899,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-05-28T11:30:32+08:00">
-                2017-05-28
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-05-29T09:48:42+08:00">
+                2017-05-29
               </time>
             
 
@@ -923,8 +922,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/数据可视化/" itemprop="url" rel="index">
-                    <span itemprop="name">数据可视化</span>
+                  <a href="/categories/R语言/" itemprop="url" rel="index">
+                    <span itemprop="name">R语言</span>
                   </a>
                 </span>
 
@@ -940,7 +939,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/05/28/动态世界地图/" class="leancloud_visitors" data-flag-title="动态世界地图">
+             <span id="/2017/05/29/中国人口金字塔动态图/" class="leancloud_visitors" data-flag-title="中国人口金字塔动态图">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -965,7 +964,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,315 字
+                  548 字
                 </span>
               
 
@@ -981,7 +980,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  6 分钟
+                  3 分钟
                 </span>
               
             </div>
@@ -1000,12 +999,13 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p><strong>上帝视角——给世界一个特写~</strong></p>
-<p>最近在研究使用R包制作动画图表，也就是类似GIF动图，感觉很有趣，也是动态图表呈现的一个非常独特的领域，刚刚研究出了些成果，今天这篇分享使用GIF动画+球型投影来制作呈现地球转动效果的动态GIF图表。<br></p>
-<p>过程要使用谢益辉大神的动画包——animation，该包依赖可执行程序——ImageMagic，所以导入animation包之前要提前下载并安装该动画软件。</p>
+          <p><strong>中国人口金字塔动态图</strong></p>
+<p>以下是一个之前在网络上引起巨大轰动的人口金字塔动态图：</p>
+<p><img src="http://oqoy8x3as.bkt.clouddn.com/%E4%BA%BA%E5%8F%A3%E9%87%91%E5%AD%97%E5%A1%94%EF%BC%881950-2050%EF%BC%89.gif" alt="人口金字塔"></p>
+<p>没有找到原始数据，后来在UN的官网上找到了一个五年间隔的数据，顺便还原了下图表：</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/05/28/动态世界地图/#more" rel="contents">
+            <a class="btn" href="/2017/05/29/中国人口金字塔动态图/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -1051,7 +1051,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/05/28/炫彩仪表盘图表/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/05/28/动态世界地图/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1070,7 +1070,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/05/28/炫彩仪表盘图表/" itemprop="url">炫彩仪表盘图表</a></h1>
+                <a class="post-title-link" href="/2017/05/28/动态世界地图/" itemprop="url">动态世界地图</a></h1>
         
 
         <div class="post-meta">
@@ -1082,7 +1082,7 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-05-28T08:55:27+08:00">
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-05-28T11:30:32+08:00">
                 2017-05-28
               </time>
             
@@ -1105,8 +1105,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/仪表盘/" itemprop="url" rel="index">
-                    <span itemprop="name">仪表盘</span>
+                  <a href="/categories/数据可视化/" itemprop="url" rel="index">
+                    <span itemprop="name">数据可视化</span>
                   </a>
                 </span>
 
@@ -1122,7 +1122,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/05/28/炫彩仪表盘图表/" class="leancloud_visitors" data-flag-title="炫彩仪表盘图表">
+             <span id="/2017/05/28/动态世界地图/" class="leancloud_visitors" data-flag-title="动态世界地图">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -1147,7 +1147,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  733 字
+                  1,315 字
                 </span>
               
 
@@ -1163,7 +1163,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  4 分钟
+                  6 分钟
                 </span>
               
             </div>
@@ -1182,11 +1182,12 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>该图表示利用ggplot2来模拟制作实际商务分析场景中应用的单值仪表盘。</p>
-<p>这种单值仪表盘最初发源于汽车驾驶舱的控制系统，也广泛用于飞行器、机械驾驶舱内的导航控制系统，但用在商务分析与决策系统却是别有一番风味。</p>
+          <p><strong>上帝视角——给世界一个特写~</strong></p>
+<p>最近在研究使用R包制作动画图表，也就是类似GIF动图，感觉很有趣，也是动态图表呈现的一个非常独特的领域，刚刚研究出了些成果，今天这篇分享使用GIF动画+球型投影来制作呈现地球转动效果的动态GIF图表。<br></p>
+<p>过程要使用谢益辉大神的动画包——animation，该包依赖可执行程序——ImageMagic，所以导入animation包之前要提前下载并安装该动画软件。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/05/28/炫彩仪表盘图表/#more" rel="contents">
+            <a class="btn" href="/2017/05/28/动态世界地图/#more" rel="contents">
               阅读全文 &raquo;
             </a>
           </div>
@@ -1232,7 +1233,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/05/27/鱼眼百分比信息图/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/05/28/炫彩仪表盘图表/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1251,7 +1252,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/05/27/鱼眼百分比信息图/" itemprop="url">鱼眼百分比信息图</a></h1>
+                <a class="post-title-link" href="/2017/05/28/炫彩仪表盘图表/" itemprop="url">炫彩仪表盘图表</a></h1>
         
 
         <div class="post-meta">
@@ -1263,8 +1264,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-05-27T19:11:30+08:00">
-                2017-05-27
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-05-28T08:55:27+08:00">
+                2017-05-28
               </time>
             
 
@@ -1286,8 +1287,8 @@ <h1 class="post-title" itemprop="name headline">
               
               
                 <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
-                  <a href="/categories/数据可视化/" itemprop="url" rel="index">
-                    <span itemprop="name">数据可视化</span>
+                  <a href="/categories/仪表盘/" itemprop="url" rel="index">
+                    <span itemprop="name">仪表盘</span>
                   </a>
                 </span>
 
@@ -1303,7 +1304,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/05/27/鱼眼百分比信息图/" class="leancloud_visitors" data-flag-title="鱼眼百分比信息图">
+             <span id="/2017/05/28/炫彩仪表盘图表/" class="leancloud_visitors" data-flag-title="炫彩仪表盘图表">
                <span class="post-meta-divider">|</span>
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@@ -1328,7 +1329,7 @@ <h1 class="post-title" itemprop="name headline">
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+                  733 字
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@@ -1363,11 +1364,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>该图表案例来源于某财经杂志，我是从刘万祥老师那里看来的，之后又在知乎上发现有人发帖求做法。我就抱着试一试的心态，用ggplot2尝试着做，没想到真的让我给弄出来了。</p>
-<p>这里分享给大家我的做法和思路：</p>
+          <p>该图表示利用ggplot2来模拟制作实际商务分析场景中应用的单值仪表盘。</p>
+<p>这种单值仪表盘最初发源于汽车驾驶舱的控制系统，也广泛用于飞行器、机械驾驶舱内的导航控制系统，但用在商务分析与决策系统却是别有一番风味。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/05/27/鱼眼百分比信息图/#more" rel="contents">
+            <a class="btn" href="/2017/05/28/炫彩仪表盘图表/#more" rel="contents">
               阅读全文 &raquo;
             </a>
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@@ -1413,7 +1414,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/05/27/北京历史天气emoji表情包可视化/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/05/27/鱼眼百分比信息图/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
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@@ -1432,7 +1433,7 @@ <h1 class="post-title" itemprop="name headline">
         
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+                <a class="post-title-link" href="/2017/05/27/鱼眼百分比信息图/" itemprop="url">鱼眼百分比信息图</a></h1>
         
 
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@@ -1444,7 +1445,7 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-05-27T09:35:27+08:00">
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-05-27T19:11:30+08:00">
                 2017-05-27
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-                  <a href="/categories/R语言/" itemprop="url" rel="index">
-                    <span itemprop="name">R语言</span>
+                  <a href="/categories/数据可视化/" itemprop="url" rel="index">
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@@ -1484,7 +1485,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
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+             <span id="/2017/05/27/鱼眼百分比信息图/" class="leancloud_visitors" data-flag-title="鱼眼百分比信息图">
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                <span class="post-meta-item-icon">
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@@ -1509,7 +1510,7 @@ <h1 class="post-title" itemprop="name headline">
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-                  6 分钟
+                  4 分钟
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@@ -1544,11 +1545,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>最近在网络上看到一个R圈大神开发的关于emoji表情包，可以将表情装入ggplot2的aes（）函数美学映射内。</p>
-<p>感觉这是一个很好的创意，我学着它的路子，抓取了北京历史天气数据，用该不同表情还原了一年中的不同天气。</p>
+          <p>该图表案例来源于某财经杂志，我是从刘万祥老师那里看来的，之后又在知乎上发现有人发帖求做法。我就抱着试一试的心态，用ggplot2尝试着做，没想到真的让我给弄出来了。</p>
+<p>这里分享给大家我的做法和思路：</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/05/27/北京历史天气emoji表情包可视化/#more" rel="contents">
+            <a class="btn" href="/2017/05/27/鱼眼百分比信息图/#more" rel="contents">
               阅读全文 &raquo;
             </a>
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   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/05/26/仿ECO事件圆环图/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/05/27/北京历史天气emoji表情包可视化/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
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-                <a class="post-title-link" href="/2017/05/26/仿ECO事件圆环图/" itemprop="url">仿ECO事件圆环图</a></h1>
+                <a class="post-title-link" href="/2017/05/27/北京历史天气emoji表情包可视化/" itemprop="url">北京历史天气emoji表情包可视化</a></h1>
         
 
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                 <span class="post-meta-item-text">发表于</span>
               
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-                  <a href="/categories/数据可视化/" itemprop="url" rel="index">
-                    <span itemprop="name">数据可视化</span>
+                  <a href="/categories/R语言/" itemprop="url" rel="index">
+                    <span itemprop="name">R语言</span>
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-             <span id="/2017/05/26/仿ECO事件圆环图/" class="leancloud_visitors" data-flag-title="仿ECO事件圆环图">
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+                  1,164 字
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-          <p>该案例取自刘万祥老师的博客——EexclPro。最初使用Excel完成，相当复杂，我自己是没有那个水平了，所以本例使用R语言完成。</p>
-<p>还原度相对来说比较高，但是该图实用性确实不很高，经济学人也只是偶尔亮出来装点门面而已。</p>
+          <p>最近在网络上看到一个R圈大神开发的关于emoji表情包，可以将表情装入ggplot2的aes（）函数美学映射内。</p>
+<p>感觉这是一个很好的创意，我学着它的路子，抓取了北京历史天气数据，用该不同表情还原了一年中的不同天气。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/05/26/仿ECO事件圆环图/#more" rel="contents">
+            <a class="btn" href="/2017/05/27/北京历史天气emoji表情包可视化/#more" rel="contents">
               阅读全文 &raquo;
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   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/05/26/中国经管类核心期刊地域分布数据可视化/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/05/26/仿ECO事件圆环图/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1794,7 +1795,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/05/26/中国经管类核心期刊地域分布数据可视化/" itemprop="url">中国经管类核心期刊地域分布数据可视化</a></h1>
+                <a class="post-title-link" href="/2017/05/26/仿ECO事件圆环图/" itemprop="url">仿ECO事件圆环图</a></h1>
         
 
         <div class="post-meta">
@@ -1806,7 +1807,7 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-05-26T09:35:37+08:00">
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-05-26T16:40:55+08:00">
                 2017-05-26
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@@ -1846,7 +1847,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/05/26/中国经管类核心期刊地域分布数据可视化/" class="leancloud_visitors" data-flag-title="中国经管类核心期刊地域分布数据可视化">
+             <span id="/2017/05/26/仿ECO事件圆环图/" class="leancloud_visitors" data-flag-title="仿ECO事件圆环图">
                <span class="post-meta-divider">|</span>
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                  <i class="fa fa-eye"></i>
@@ -1871,7 +1872,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  1,974 字
+                  797 字
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@@ -1887,7 +1888,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  10 分钟
+                  4 分钟
                 </span>
               
             </div>
@@ -1906,11 +1907,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>最近在看文献，看的有些烦躁了，想找点儿数据练练手，刚好看到百度百科有这个关于经管类核心期刊的汇总表，顺手就抓过来练习练习。</p>
-<p>本来百度百度中核心期刊栏目的列表里，关于经济学72中核心期刊的详细地址不全，我申请了编辑字条，编完一直在审核，想想算了，根据百度百科的审核流程和效率，估计不知道要申到猴年马月了，自己搜了确实的地址信息。</p>
+          <p>该案例取自刘万祥老师的博客——EexclPro。最初使用Excel完成，相当复杂，我自己是没有那个水平了，所以本例使用R语言完成。</p>
+<p>还原度相对来说比较高，但是该图实用性确实不很高，经济学人也只是偶尔亮出来装点门面而已。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/05/26/中国经管类核心期刊地域分布数据可视化/#more" rel="contents">
+            <a class="btn" href="/2017/05/26/仿ECO事件圆环图/#more" rel="contents">
               阅读全文 &raquo;
             </a>
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@@ -1956,7 +1957,7 @@ <h1 class="post-title" itemprop="name headline">
   
 
   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
-    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/05/25/实习僧招聘网招聘信息爬虫数据可视化/">
+    <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/05/26/中国经管类核心期刊地域分布数据可视化/">
 
     <span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
       <meta itemprop="name" content="RainDu">
@@ -1975,7 +1976,7 @@ <h1 class="post-title" itemprop="name headline">
         
           <h1 class="post-title" itemprop="name headline">
                 
-                <a class="post-title-link" href="/2017/05/25/实习僧招聘网招聘信息爬虫数据可视化/" itemprop="url">实习僧招聘网招聘信息爬虫数据可视化</a></h1>
+                <a class="post-title-link" href="/2017/05/26/中国经管类核心期刊地域分布数据可视化/" itemprop="url">中国经管类核心期刊地域分布数据可视化</a></h1>
         
 
         <div class="post-meta">
@@ -1987,8 +1988,8 @@ <h1 class="post-title" itemprop="name headline">
               
                 <span class="post-meta-item-text">发表于</span>
               
-              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-05-25T16:51:59+08:00">
-                2017-05-25
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-05-26T09:35:37+08:00">
+                2017-05-26
               </time>
             
 
@@ -2027,7 +2028,7 @@ <h1 class="post-title" itemprop="name headline">
 
           
           
-             <span id="/2017/05/25/实习僧招聘网招聘信息爬虫数据可视化/" class="leancloud_visitors" data-flag-title="实习僧招聘网招聘信息爬虫数据可视化">
+             <span id="/2017/05/26/中国经管类核心期刊地域分布数据可视化/" class="leancloud_visitors" data-flag-title="中国经管类核心期刊地域分布数据可视化">
                <span class="post-meta-divider">|</span>
                <span class="post-meta-item-icon">
                  <i class="fa fa-eye"></i>
@@ -2052,7 +2053,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">字数统计</span>
                 
                 <span title="字数统计">
-                  5,018 字
+                  1,974 字
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@@ -2068,7 +2069,7 @@ <h1 class="post-title" itemprop="name headline">
                   <span class="post-meta-item-text">阅读时长</span>
                 
                 <span title="阅读时长">
-                  23 分钟
+                  10 分钟
                 </span>
               
             </div>
@@ -2087,10 +2088,11 @@ <h1 class="post-title" itemprop="name headline">
 
       
         
-          <p>这一篇是在最近开始接触RSelenium以来，第一次尝试使用该工具操控浏览器获取网页数据，确实方便不少。第一次操作能够这么顺利确实令我非常诧异，仅以此篇纪念我的学习经历！</p>
+          <p>最近在看文献，看的有些烦躁了，想找点儿数据练练手，刚好看到百度百科有这个关于经管类核心期刊的汇总表，顺手就抓过来练习练习。</p>
+<p>本来百度百度中核心期刊栏目的列表里，关于经济学72中核心期刊的详细地址不全，我申请了编辑字条，编完一直在审核，想想算了，根据百度百科的审核流程和效率，估计不知道要申到猴年马月了，自己搜了确实的地址信息。</p>
           <!--noindex-->
           <div class="post-button text-center">
-            <a class="btn" href="/2017/05/25/实习僧招聘网招聘信息爬虫数据可视化/#more" rel="contents">
+            <a class="btn" href="/2017/05/26/中国经管类核心期刊地域分布数据可视化/#more" rel="contents">
               阅读全文 &raquo;
             </a>
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@@ -2176,7 +2178,7 @@ <h1 class="post-title" itemprop="name headline">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
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 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
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index 5b2a3b19..80d0e5e2 100644
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+                
+                <a class="post-title-link" href="/2017/05/25/实习僧招聘网招聘信息爬虫数据可视化/" itemprop="url">实习僧招聘网招聘信息爬虫数据可视化</a></h1>
+        
+
+        <div class="post-meta">
+          <span class="post-time">
+            
+              <span class="post-meta-item-icon">
+                <i class="fa fa-calendar-o"></i>
+              </span>
+              
+                <span class="post-meta-item-text">发表于</span>
+              
+              <time title="创建于" itemprop="dateCreated datePublished" datetime="2017-05-25T16:51:59+08:00">
+                2017-05-25
+              </time>
+            
+
+            
+
+            
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+          
+            <span class="post-category" >
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+              <span class="post-meta-divider">|</span>
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+              <span class="post-meta-item-icon">
+                <i class="fa fa-folder-o"></i>
+              </span>
+              
+                <span class="post-meta-item-text">分类于</span>
+              
+              
+                <span itemprop="about" itemscope itemtype="http://schema.org/Thing">
+                  <a href="/categories/数据可视化/" itemprop="url" rel="index">
+                    <span itemprop="name">数据可视化</span>
+                  </a>
+                </span>
+
+                
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+          
+
+          
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+             <span id="/2017/05/25/实习僧招聘网招聘信息爬虫数据可视化/" class="leancloud_visitors" data-flag-title="实习僧招聘网招聘信息爬虫数据可视化">
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+                 <span class="post-meta-item-text">阅读次数 </span>
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+                 <span class="leancloud-visitors-count"></span>
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+                  <span class="post-meta-item-text">字数统计</span>
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+                <span title="字数统计">
+                  5,018 字
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+                  23 分钟
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+    <div class="post-body" itemprop="articleBody">
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+          <p>这一篇是在最近开始接触RSelenium以来，第一次尝试使用该工具操控浏览器获取网页数据，确实方便不少。第一次操作能够这么顺利确实令我非常诧异，仅以此篇纪念我的学习经历！</p>
+          <!--noindex-->
+          <div class="post-button text-center">
+            <a class="btn" href="/2017/05/25/实习僧招聘网招聘信息爬虫数据可视化/#more" rel="contents">
+              阅读全文 &raquo;
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   <article class="post post-type-normal " itemscope itemtype="http://schema.org/Article">
     <link itemprop="mainEntityOfPage" href="http://www.raindu.com/2017/05/24/山东省公共财政预算数据可视化/">
 
@@ -913,7 +1093,7 @@ <h3 id="数据获取"><a href="#数据获取" class="headerlink" title="数据
           
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               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -1044,7 +1224,7 @@ <h3 id="数据获取"><a href="#数据获取" class="headerlink" title="数据
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
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diff --git a/search.xml b/search.xml
index 45e4ce1b..9b6766fe 100644
--- a/search.xml
+++ b/search.xml
@@ -1,5 +1,18 @@
 <?xml version="1.0" encoding="utf-8"?>
 <search>
+  <entry>
+    <title><![CDATA[大连市2016年空气质量数据可视化~]]></title>
+    <url>%2F2017%2F08%2F30%2F%E5%A4%A7%E8%BF%9E%E5%B8%822016%E5%B9%B4%E7%A9%BA%E6%B0%94%E8%B4%A8%E9%87%8F%E6%95%B0%E6%8D%AE%E5%8F%AF%E8%A7%86%E5%8C%96%2F</url>
+    <content type="text"><![CDATA[前几天发现了一个很有趣的包——openair，可以将年度时间序列刻画成周年日历热图，感觉这种形式非常适合用于呈现年度空气质量可视化，所以抓空爬了一些大连市2016年年度空气质量数据拿来玩玩，目标网站网页结构比较简单，爬取过程很轻松，界面部分很规律，感觉这个代码可以作为模板用，感兴趣的小伙伴儿可以试着玩一玩！ ###数据准备 12345678910library(RCurl)library(XML)library(dplyr)library(ggplot2)library(stringr)library(rvest)library(lubridate)library("DT")library(openair)library(ggplot2) ###数据爬取过程： 构造月度url地址（网站是按照月度数据存储的，需要按月爬取）12345678urlbase&lt;-"https://www.aqistudy.cn/historydata/"url&lt;-"https://www.aqistudy.cn/historydata/monthdata.php?city=大连"rd &lt;- getURL(url,.encoding="UTF-8")rdhtml &lt;- htmlParse(rd,encoding="UTF-8")otherpage&lt;-getNodeSet(rdhtml,"//a")allurl&lt;-laply(otherpage,xmlGetAttr,name='href')%&gt;%grep("2016",.,value=T)%&gt;%sub("麓贸脕卢","大连",.)#以上还是编码出了问题，不知道那个乱码是什么鬼！只能强行替换了！allurl&lt;-paste0(urlbase,allurl) 以上过程也可先通过观察大连市的月度空气质量url地址规律，然后通过paste函数直接生成。 1allurl&lt;-paste0("https://www.aqistudy.cn/historydata/daydata.php?city=大连&amp;month=",201601:201612) 这是简单粗暴的方式，但是不保证任何网址都可以使用 先写完一个看下具体情况 1tbls&lt;-read_html(allurl[1],encoding="utf-8")%&gt;%html_table(.,header=TRUE,trim=TRUE);tbls&lt;-tbls[[1]] 编写单次爬取函数，使用for循环遍历网址进行数据获取（原谅我又用了for循环）123456789mytable&lt;-data.frame()for (i in allurl)&#123;Sys.sleep(sample(1:5,1))fun&lt;-function(m)&#123;table&lt;-read_html(m,encoding="utf-8")%&gt;%html_table(.,header=TRUE,trim=TRUE)table&lt;-table[[1]]&#125;mytable&lt;-rbind(mytable,fun(i))&#125; 使用动态表格查看数据1datatable(mytable) 备份一份数据，以防原数据损坏1mytableb&lt;-mytable ###调整时间变量1mytable$日期&lt;-as.Date(mytable$日期);names(mytable)[1]&lt;-"date" AQI指数年度分布日力图1calendarPlot(mytable,pollutant="AQI",year=2016) PM2.5指数年度分布日力图1calendarPlot(mytable,pollutant="PM2.5",year=2016) ###使用ggplot函数制作同样的日力图1dat &lt;- mytable 这次使用lubridate包来处理时间日期变量（超级好用）123456dat$month&lt;-as.numeric(as.POSIXlt(dat$date)$mon+1)dat$monthf&lt;-factor(dat$month,levels=as.character(1:12),labels=c("Jan","Feb","Mar","Apr","May","Jun","Jul","Aug","Sep","Oct","Nov","Dec"),ordered=TRUE)dat$weekday&lt;-as.POSIXlt(dat$date)$wdaydat$weekdayf&lt;-factor(dat$weekday,levels=rev(0:6),labels=rev(c("Sun","Mon","Tue","Wed","Thu","Fri","Sat")),ordered=TRUE)dat$week &lt;- as.numeric(format(dat$date,"%W"))dat&lt;-ddply(dat,.(monthf),transform,monthweek=1+week-min(week)) AQI指数为污染级别以上的天数分布1234567windowsFonts(myFont = windowsFont("微软雅黑"))ggplot(dat,aes(monthweek,weekdayf,fill=AQI))+ geom_tile(colour='white') + facet_wrap(~monthf ,nrow=3) + scale_fill_gradient(space="Lab",limits=c(100, max(dat$AQI)),low="yellow", high="red") + labs(title="大连市2016年空气日历热图",subtitle="AQI指数为污染级别以上的天数分布（AQI&gt;=100）",x="Week of Month",y="")+ theme(title=element_text(family="myFont")) PM2.5指数为污染级别以上的天数分布123456ggplot(dat,aes(monthweek,weekdayf,fill=PM2.5))+ geom_tile(colour='white') + facet_wrap(~monthf ,nrow=3) + scale_fill_gradient(space="Lab",limits=c(75, max(dat$PM2.5)),low="yellow", high="red") + labs(title="大连市2016年气温日历热图",subtitle="PM2.5指数为污染级别以上的天数分布（PM2.5&gt;=75）",x="Week of Month",y="")+ theme(title=element_text(family="myFont")) 大体来看，大连整个2016年度污染天气相对来讲，还算是挺良心的，跟帝都比起来要好很多。AQI和PM2.5在污染级别以上的天数不超过两个月。 ###时间维度考察 接下来呢，我们做一些详细的统计工作，具体就是从时间细分维度来查看季度、月度、周度等平均AQI、PM2.5指数分布情况123data3&lt;-mytable[,c(1,2,4,5)]data3&lt;-transform(data3,Quarter=quarter(date),Month=month(date),Week=week(date))data3$质量等级&lt;-factor(data3$质量等级,levels=c("重度污染","中度污染","轻度污染","良","优"),labels=c("重度污染","中度污染","轻度污染","良","优"),order=T) 首选查看五个污染级别在2016年度出现的频率：123456789101112131415countd&lt;-count(data3$质量等级)%&gt;%arrange(.,-freq)ggplot(countd,aes(reorder(x,freq),freq))+geom_bar(fill="#0C8DC4",stat="identity")+coord_flip()+labs(title="大连市2016年度空气质量分布",subtitle="污染级别频率分布图",caption="https://www.aqistudy.cn/")+geom_text(aes(label=freq),hjust=1,colour="white",size=8)+theme_bw()+theme( text=element_text(family="myFont"), panel.border=element_blank(), panel.grid.major=element_line(linetype="dashed"), panel.grid.minor=element_blank(), plot.caption=element_text(hjust=0,size=10), axis.title=element_blank() ) 基于季度空气质量平均水平分布图：1234567891011121314Quarter&lt;-aggregate(AQI~Quarter,data=data3,FUN=mean)ggplot(Quarter,aes(reorder(Quarter,-AQI),AQI))+geom_bar(fill="#0C8DC4",stat="identity")+labs(title="大连市2016年度空气质量分布",subtitle="AQI污染指数季度指标平均分布图",caption="https://www.aqistudy.cn/")+geom_text(aes(label=round(AQI)),vjust=1.5,colour="white",size=8)+theme_bw()+theme( text=element_text(family="myFont"), panel.border=element_blank(), panel.grid.major=element_line(linetype="dashed"), panel.grid.minor=element_blank(), plot.caption=element_text(hjust=0,size=10), axis.title=element_blank() ) 基于月度空气质量平均水平分布图：1234567891011121314Month&lt;-aggregate(AQI~Month,data=data3,FUN=mean)ggplot(Month,aes(reorder(Month,-AQI),AQI))+geom_bar(fill="#0C8DC4",stat="identity")+labs(title="大连市2016年度空气质量分布",subtitle="AQI污染指数月度指标平均分布图",caption="https://www.aqistudy.cn/")+geom_text(aes(label=round(AQI)),vjust=1.5,colour="white",size=6)+theme_bw()+theme( text=element_text(family="myFont"), panel.border=element_blank(), panel.grid.major=element_line(linetype="dashed"), panel.grid.minor=element_blank(), plot.caption=element_text(hjust=0,size=10), axis.title=element_blank() ) 基于月度空气质量平均水平分布图：1234567891011121314Week&lt;-aggregate(AQI~Week,data=data3,FUN=mean)ggplot(Week,aes(factor(Week,order=T),AQI,group=1))+geom_line(col="#0C8DC4")+labs(title="大连市2016年度空气质量分布",subtitle="AQI污染指数周度指标平均分布图",caption="https://www.aqistudy.cn/")+geom_text(aes(label=ifelse(Week&gt;100,Week,"")),vjust=1.5,colour="white",size=6)+theme_bw()+theme( text=element_text(family="myFont"), panel.border=element_blank(), panel.grid.major=element_line(linetype="dashed"), panel.grid.minor=element_blank(), plot.caption=element_text(hjust=0,size=10), axis.title=element_blank() ) 从以上周度AQI平均指标上来看，大连市2016年度的周度平均AQI指数大部分周都在100以下，看到这个感觉生活在大连还是蛮幸福的，看着北上的小伙伴儿隔三差五的在朋友圈晒人间仙境也是一件很有趣的事哈哈！ 联系方式：wechat：ljty1991Mail:578708965@qq.com个人公众号：数据小魔方（datamofang）团队公众号：EasyChartsqq交流群：[魔方学院]298236508 个人简介：杜雨财经专业研究僧；伪数据可视化达人；文科背景的编程小白；喜欢研究商务图表与地理信息数据可视化，爱倒腾PowerBI、SAP DashBoard、Tableau、R ggplot2、Think-cell chart等诸如此类的数据可视化软件，创建并运营微信公众号“数据小魔方”。Mail:578708965@qq.com 备注信息：本作品采用知识共享署名-非商业性使用 4.0 国际许可协议]]></content>
+      <categories>
+        <category>数据可视化</category>
+      </categories>
+      <tags>
+        <tag>R语言</tag>
+        <tag>数据可视化</tag>
+        <tag>ggplot2</tag>
+      </tags>
+  </entry>
   <entry>
     <title><![CDATA[一篇文章揭开office配色模板的的神秘面纱~]]></title>
     <url>%2F2017%2F08%2F29%2F%E4%B8%80%E7%AF%87%E6%96%87%E7%AB%A0%E6%8F%AD%E5%BC%80office%E9%85%8D%E8%89%B2%E6%A8%A1%E6%9D%BF%E7%9A%84%E7%9A%84%E7%A5%9E%E7%A7%98%E9%9D%A2%E7%BA%B1%2F</url>
@@ -16,7 +29,7 @@
   <entry>
     <title><![CDATA[一篇文章教你搞定JSON素材，从此告别SHP时代~]]></title>
     <url>%2F2017%2F08%2F28%2F%E4%B8%80%E7%AF%87%E6%96%87%E7%AB%A0%E6%95%99%E4%BD%A0%E6%90%9E%E5%AE%9AJSON%E7%B4%A0%E6%9D%90%EF%BC%8C%E4%BB%8E%E6%AD%A4%E5%91%8A%E5%88%ABSHP%E6%97%B6%E4%BB%A3%2F</url>
-    <content type="text"><![CDATA[最近几天推送频率之所以下降了，不是因为偷懒，是在攻克一个难题~ 还记得前一篇推送，关于山东省财政数据可视化那一篇，因为没有精准、最新的山东省县级市边界地图素材数据，花了好多冤枉功夫，搜地图素材各种碰壁，最后的得到的地图数据并不尽如人意。 现在shp的素材相比json整体都不太流行了，无论是制作成本上还是占用内存上以及与实际行政区划的更新速度上，json地图素材轻便、时效、易获取，很多网站都提供这种轻量级的数据文件。 可是json文件遵循的JS语法，导入R中之后，全部被强制转化为各种嵌套的list、data.frame、array等混合体，如果没有对R数据结构很好的把握，基本看上一眼就绝望了。 ###json数据预览： 记事本打开的json数据 R中打开的json数据 网页渲染后的json数据代码 虽然难以理解，但是又不得不用，所以再难也得拿下~ ###json数据类型： 这里先说明一下，Json数据格式分为两类，一类是geojson，内部的数据类型显示FeatureCollection，这种类型数据文件里面直接存储的是解码后的经纬度数据，另一类是topojson，这种类型是需要通过坐标转换后才能使用，因为每一个点不是真实经纬度，所以下载的时候一定要看清楚。 这里提供给大家三个网址：geojson.io 以上网址自选、也可以通过导入shp数据转换格式（其中就可以将topojson转化为geojson）。mapshaperdatav ###数据准备： 以下过程我用两个示例展示提取json地图数据的过程：12345library("jsonlite")library("ggplot2")library(plyr)library(dplyr)setwd("D:/R/mapdata/City/") 提取济南市json地图数据：12345json_data &lt;- fromJSON("370100.json")city&lt;-json_data$features$propertiesnames(city)[2]&lt;-"code"city$id&lt;-1:nrow(city)city$sale&lt;-round(rnorm(nrow(city),100,20),0) 这里提取了济南市各区的名称、代码，并生成了虚拟指标 济南市各区边界点坐标：1234567891011citydata&lt;-json_data$features$geometry$coordinatesmapdata&lt;-data.frame()for( i in 1:length(citydata))&#123;citymapdata&lt;-citydata[[i]]dim(citymapdata)=c(length(citymapdata)/2,2)citymapdata&lt;-data.frame(citymapdata);names(citymapdata)[1:2]&lt;-c("lon","lat")citymapdata$id&lt;-icitymapdata$group&lt;-as.numeric(paste0(i,".",1))citymapdata$order&lt;-1:dim(citymapdata)[1]mapdata&lt;-rbind(mapdata,citymapdata)&#125; 以上过程通过循环函数提取了济南市各区的边界点经纬度坐标，并生成了分组依据group、指定了单个区边界点顺序，生成id变量便于和各区合并1mymapdata&lt;-merge(mapdata,city) 合并边界点数据和各区名称与分组依据（主要是ggplot映射时作为分组变量使用） 因为各区的行政中心经纬度未知，这里暂时提取多边形中心作为其参考值 12midpos &lt;- function(x) mean(range(x,na.rm=TRUE))centres &lt;- ddply(dongsansheng_map_data,.(city),colwise(midpos,.(long,lat))) 以上过程展示了如何从json格式的数据文件中提取我们制作数据地图所需要的指标（核心指标由三个：lon、lat、group），但是以上只够我们画出一幅单色地图，因为没有指定任何指标，在素材提取过程中，之所以先提各区的代码和id,目的是之后与边界经纬度信息合并，这样，所有指标都可以通过合并进入整体的边界点经纬度信息数据文件中，指标（无论是连续还是分类型）可以作为映射规则（大小、颜色、形状）。 1234567891011ggplot(dongsansheng_map_data,aes(long,lat)) + geom_polygon(aes(group=group,fill=zhibiao),colour="grey95") + scale_fill_gradient(low="white",high="steelblue") + geom_text(aes(label=city),data=centres) + theme( panel.grid = element_blank(), panel.background = element_blank(), axis.text = element_blank(), axis.ticks = element_blank(), axis.title = element_blank() ) 因为只是讲解数据提取过程， 这里就不展示最终的图形了。 但是针对省级边界的json数据文件，相对就要复杂得多，因为很多省份内的城市辖区可能地域上是分割开的（比如河北的廊坊、安徽的铜陵等），但是R语言通过多边形映射的时候，是将分离的多边形分别定义（依据就是上面的group变量），然后通过将具有相同行政隶属关系的多边形指定一个相同的ID（我们的所有指标型数据都是跟id挂钩的，与group无关，只有在该地区行政辖区内各子行政单位没有出现地域分割的情况，此时基于行政单位编号的id和基于多边形编号的group才会一一对应，否则不会出现严格对应关系）。 12setwd("D:/R/mapdata/Province/")anhui_data &lt;- fromJSON("anhui.json") 接下来以安徽省的json数据结构为例来说明： 我们可以看到经纬度数据都存在名称为properties的子list里面，首先提取出来安徽市级行政单位的属性信息（代码、名称）。123456anhui_city_data1&lt;-anhui_data$features$properties[,1:2]anhui_city_data2&lt;-anhui_data$features$properties$centeranhui_city&lt;-cbind(anhui_city_data1,anhui_city_data2)names(anhui_city)[2]&lt;-"code"anhui_city$id&lt;-1:nrow(anhui_city)anhui_city$sale&lt;-round(rnorm(nrow(anhui_city),100,20),0) 接下来问题来了，安徽省的各市级单位经纬度信息数据看起来在list不是同级的，即有些城市是单独一个list，有些城市是一个list里面嵌套好几个子list（这就解释了上面所讲过的，有些城市辖区不接壤，需要分别对其进行多边形描述和定义）。 这里写了个自定义函数，具体示意呢，不太好讲，全凭感觉写的，这个还真的看具体情况来分析，如果作为模板使用，换一个省份可能不一定还能用，但是可以作为参考，修修改改也能省不少事儿！12345678910111213141516171819202122232425262728293031323334anhui_map_data&lt;-anhui_data $features$geometry$coordinatesmapdata1&lt;-data.frame()mapdata2&lt;-data.frame()for( i in 1:length(anhui_map_data))&#123;citymapdata&lt;-anhui_map_data[[i]] if (length(citymapdata)&lt;50)&#123; for(m in 1:length(citymapdata))&#123; citymapdata1&lt;-data.frame(citymapdata[[m]]);names(citymapdata1)&lt;-c("lon","lat") citymapdata1$id&lt;-i citymapdata1$group&lt;-as.numeric(paste0(i,".",m,1)) citymapdata1$order&lt;-1:dim(citymapdata1)[1] mapdata1&lt;-rbind(mapdata1,citymapdata1) &#125; &#125;else&#123;dim(citymapdata)=c(length(citymapdata)/2,2)citymapdata2&lt;-data.frame(citymapdata);names(citymapdata2)&lt;-c("lon","lat")citymapdata2$id&lt;-icitymapdata2$group&lt;-as.numeric(paste0(i,".",1))citymapdata2$order&lt;-1:dim(citymapdata2)[1]mapdata2&lt;-rbind(mapdata2,citymapdata2) &#125;mydatanew&lt;-rbind(mapdata1,mapdata2)&#125;mydatanew&lt;-arrange(mydatanew,id,order)mydatanew_map_data&lt;-merge(mydatanew,anhui_city[,c(-3,-4)],by="id")ggplot(mydatanew_map_data,aes(lon,lat,group=group,fill=sale))+geom_polygon(col="white")+ theme( panel.grid = element_blank(), panel.background = element_blank(), axis.text = element_blank(), axis.ticks = element_blank(), axis.title = element_blank() ) 啊噢，完美的搞定json数据，你肯定看不出来这根使用shp导入的地图数据做出来的图有啥区别，因为根本就没有任何区别（排除两者在经纬度算法上的差异），因为我们并没有使用shp或者json中声明的任何关于地图素材的格式属性，我们只是提取了有用的经纬度变量信息。 下一篇，跟大家细讲关于ggplot在制作数据地图过程中的变量映射规则和注意事项。 联系方式：wechat：ljty1991Mail:578708965@qq.com个人公众号：数据小魔方（datamofang）团队公众号：EasyChartsqq交流群：[魔方学院]298236508 个人简介：杜雨财经专业研究僧；伪数据可视化达人；文科背景的编程小白；喜欢研究商务图表与地理信息数据可视化，爱倒腾PowerBI、SAP DashBoard、Tableau、R ggplot2、Think-cell chart等诸如此类的数据可视化软件，创建并运营微信公众号“数据小魔方”。Mail:578708965@qq.com 备注信息：本作品采用知识共享署名-非商业性使用 4.0 国际许可协议]]></content>
+    <content type="text"><![CDATA[最近几天推送频率之所以下降了，不是因为偷懒，是在攻克一个难题~ 还记得前一篇推送，关于山东省财政数据可视化那一篇，因为没有精准、最新的山东省县级市边界地图素材数据，花了好多冤枉功夫，搜地图素材各种碰壁，最后的得到的地图数据并不尽如人意。 现在shp的素材相比json整体都不太流行了，无论是制作成本上还是占用内存上以及与实际行政区划的更新速度上，json地图素材轻便、时效、易获取，很多网站都提供这种轻量级的数据文件。 可是json文件遵循的JS语法，导入R中之后，全部被强制转化为各种嵌套的list、data.frame、array等混合体，如果没有对R数据结构很好的把握，基本看上一眼就绝望了。 json数据预览：记事本打开的json数据 R中打开的json数据 网页渲染后的json数据代码 虽然难以理解，但是又不得不用，所以再难也得拿下~ json数据类型：这里先说明一下，Json数据格式分为两类，一类是geojson，内部的数据类型显示FeatureCollection，这种类型数据文件里面直接存储的是解码后的经纬度数据，另一类是topojson，这种类型是需要通过坐标转换后才能使用，因为每一个点不是真实经纬度，所以下载的时候一定要看清楚。 这里提供给大家三个网址：geojson.io 以上网址自选、也可以通过导入shp数据转换格式（其中就可以将topojson转化为geojson）。mapshaperdatav 数据准备：以下过程我用两个示例展示提取json地图数据的过程：12345library("jsonlite")library("ggplot2")library(plyr)library(dplyr)setwd("D:/R/mapdata/City/") 提取济南市json地图数据：12345json_data &lt;- fromJSON("370100.json")city&lt;-json_data$features$propertiesnames(city)[2]&lt;-"code"city$id&lt;-1:nrow(city)city$sale&lt;-round(rnorm(nrow(city),100,20),0) 这里提取了济南市各区的名称、代码，并生成了虚拟指标 济南市各区边界点坐标：1234567891011citydata&lt;-json_data$features$geometry$coordinatesmapdata&lt;-data.frame()for( i in 1:length(citydata))&#123;citymapdata&lt;-citydata[[i]]dim(citymapdata)=c(length(citymapdata)/2,2)citymapdata&lt;-data.frame(citymapdata);names(citymapdata)[1:2]&lt;-c("lon","lat")citymapdata$id&lt;-icitymapdata$group&lt;-as.numeric(paste0(i,".",1))citymapdata$order&lt;-1:dim(citymapdata)[1]mapdata&lt;-rbind(mapdata,citymapdata)&#125; 以上过程通过循环函数提取了济南市各区的边界点经纬度坐标，并生成了分组依据group、指定了单个区边界点顺序，生成id变量便于和各区合并1mymapdata&lt;-merge(mapdata,city) 合并边界点数据和各区名称与分组依据（主要是ggplot映射时作为分组变量使用） 因为各区的行政中心经纬度未知，这里暂时提取多边形中心作为其参考值 12midpos &lt;- function(x) mean(range(x,na.rm=TRUE))centres &lt;- ddply(dongsansheng_map_data,.(city),colwise(midpos,.(long,lat))) 以上过程展示了如何从json格式的数据文件中提取我们制作数据地图所需要的指标（核心指标由三个：lon、lat、group），但是以上只够我们画出一幅单色地图，因为没有指定任何指标，在素材提取过程中，之所以先提各区的代码和id,目的是之后与边界经纬度信息合并，这样，所有指标都可以通过合并进入整体的边界点经纬度信息数据文件中，指标（无论是连续还是分类型）可以作为映射规则（大小、颜色、形状）。 1234567891011ggplot(dongsansheng_map_data,aes(long,lat)) + geom_polygon(aes(group=group,fill=zhibiao),colour="grey95") + scale_fill_gradient(low="white",high="steelblue") + geom_text(aes(label=city),data=centres) + theme( panel.grid = element_blank(), panel.background = element_blank(), axis.text = element_blank(), axis.ticks = element_blank(), axis.title = element_blank() ) 因为只是讲解数据提取过程， 这里就不展示最终的图形了。 但是针对省级边界的json数据文件，相对就要复杂得多，因为很多省份内的城市辖区可能地域上是分割开的（比如河北的廊坊、安徽的铜陵等），但是R语言通过多边形映射的时候，是将分离的多边形分别定义（依据就是上面的group变量），然后通过将具有相同行政隶属关系的多边形指定一个相同的ID（我们的所有指标型数据都是跟id挂钩的，与group无关，只有在该地区行政辖区内各子行政单位没有出现地域分割的情况，此时基于行政单位编号的id和基于多边形编号的group才会一一对应，否则不会出现严格对应关系）。 12setwd("D:/R/mapdata/Province/")anhui_data &lt;- fromJSON("anhui.json") 接下来以安徽省的json数据结构为例来说明： 我们可以看到经纬度数据都存在名称为properties的子list里面，首先提取出来安徽市级行政单位的属性信息（代码、名称）。123456anhui_city_data1&lt;-anhui_data$features$properties[,1:2]anhui_city_data2&lt;-anhui_data$features$properties$centeranhui_city&lt;-cbind(anhui_city_data1,anhui_city_data2)names(anhui_city)[2]&lt;-"code"anhui_city$id&lt;-1:nrow(anhui_city)anhui_city$sale&lt;-round(rnorm(nrow(anhui_city),100,20),0) 接下来问题来了，安徽省的各市级单位经纬度信息数据看起来在list不是同级的，即有些城市是单独一个list，有些城市是一个list里面嵌套好几个子list（这就解释了上面所讲过的，有些城市辖区不接壤，需要分别对其进行多边形描述和定义）。 这里写了个自定义函数，具体示意呢，不太好讲，全凭感觉写的，这个还真的看具体情况来分析，如果作为模板使用，换一个省份可能不一定还能用，但是可以作为参考，修修改改也能省不少事儿！12345678910111213141516171819202122232425262728293031323334anhui_map_data&lt;-anhui_data $features$geometry$coordinatesmapdata1&lt;-data.frame()mapdata2&lt;-data.frame()for( i in 1:length(anhui_map_data))&#123;citymapdata&lt;-anhui_map_data[[i]] if (length(citymapdata)&lt;50)&#123; for(m in 1:length(citymapdata))&#123; citymapdata1&lt;-data.frame(citymapdata[[m]]);names(citymapdata1)&lt;-c("lon","lat") citymapdata1$id&lt;-i citymapdata1$group&lt;-as.numeric(paste0(i,".",m,1)) citymapdata1$order&lt;-1:dim(citymapdata1)[1] mapdata1&lt;-rbind(mapdata1,citymapdata1) &#125; &#125;else&#123;dim(citymapdata)=c(length(citymapdata)/2,2)citymapdata2&lt;-data.frame(citymapdata);names(citymapdata2)&lt;-c("lon","lat")citymapdata2$id&lt;-icitymapdata2$group&lt;-as.numeric(paste0(i,".",1))citymapdata2$order&lt;-1:dim(citymapdata2)[1]mapdata2&lt;-rbind(mapdata2,citymapdata2) &#125;mydatanew&lt;-rbind(mapdata1,mapdata2)&#125;mydatanew&lt;-arrange(mydatanew,id,order)mydatanew_map_data&lt;-merge(mydatanew,anhui_city[,c(-3,-4)],by="id")ggplot(mydatanew_map_data,aes(lon,lat,group=group,fill=sale))+geom_polygon(col="white")+ theme( panel.grid = element_blank(), panel.background = element_blank(), axis.text = element_blank(), axis.ticks = element_blank(), axis.title = element_blank() ) 啊噢，完美的搞定json数据，你肯定看不出来这根使用shp导入的地图数据做出来的图有啥区别，因为根本就没有任何区别（排除两者在经纬度算法上的差异），因为我们并没有使用shp或者json中声明的任何关于地图素材的格式属性，我们只是提取了有用的经纬度变量信息。 下一篇，跟大家细讲关于ggplot在制作数据地图过程中的变量映射规则和注意事项。 联系方式：wechat：ljty1991Mail:578708965@qq.com个人公众号：数据小魔方（datamofang）团队公众号：EasyChartsqq交流群：[魔方学院]298236508 个人简介：杜雨财经专业研究僧；伪数据可视化达人；文科背景的编程小白；喜欢研究商务图表与地理信息数据可视化，爱倒腾PowerBI、SAP DashBoard、Tableau、R ggplot2、Think-cell chart等诸如此类的数据可视化软件，创建并运营微信公众号“数据小魔方”。Mail:578708965@qq.com 备注信息：本作品采用知识共享署名-非商业性使用 4.0 国际许可协议]]></content>
       <categories>
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@@ -341,8 +354,8 @@
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         <tag>R语言</tag>
         <tag>数据可视化</tag>
-        <tag>ggplot2</tag>
         <tag>图表美化</tag>
+        <tag>ggplot2</tag>
         <tag>ggtech</tag>
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@@ -556,8 +569,8 @@
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         <tag>数据可视化</tag>
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-        <tag>动态图表</tag>
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+        <tag>动态图表</tag>
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@@ -823,9 +836,9 @@
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         <tag>数据可视化</tag>
-        <tag>json</tag>
         <tag>地理信息可视化</tag>
         <tag>在线地图</tag>
+        <tag>json</tag>
         <tag>leaflet</tag>
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@@ -857,8 +870,8 @@
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         <tag>在线地图</tag>
-        <tag>leaflet</tag>
         <tag>路径图</tag>
+        <tag>leaflet</tag>
         <tag>mini柱形/条形图</tag>
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index 6fb79143..8ce25cae 100644
--- a/sitemap.xml
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+    <loc>http://www.raindu.com/2017/08/30/%E5%A4%A7%E8%BF%9E%E5%B8%822016%E5%B9%B4%E7%A9%BA%E6%B0%94%E8%B4%A8%E9%87%8F%E6%95%B0%E6%8D%AE%E5%8F%AF%E8%A7%86%E5%8C%96/</loc>
     
-    <lastmod>2017-08-29T12:23:20.076Z</lastmod>
+    <lastmod>2017-08-30T11:30:35.404Z</lastmod>
     
   </url>
   
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     <loc>http://www.raindu.com/2017/08/28/%E4%B8%80%E7%AF%87%E6%96%87%E7%AB%A0%E6%95%99%E4%BD%A0%E6%90%9E%E5%AE%9AJSON%E7%B4%A0%E6%9D%90%EF%BC%8C%E4%BB%8E%E6%AD%A4%E5%91%8A%E5%88%ABSHP%E6%97%B6%E4%BB%A3/</loc>
     
-    <lastmod>2017-08-28T04:15:18.861Z</lastmod>
+    <lastmod>2017-08-29T12:27:24.629Z</lastmod>
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+  </url>
+  
+  <url>
+    <loc>http://www.raindu.com/2017/08/29/%E4%B8%80%E7%AF%87%E6%96%87%E7%AB%A0%E6%8F%AD%E5%BC%80office%E9%85%8D%E8%89%B2%E6%A8%A1%E6%9D%BF%E7%9A%84%E7%9A%84%E7%A5%9E%E7%A7%98%E9%9D%A2%E7%BA%B1/</loc>
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diff --git a/tags/Excel/index.html b/tags/Excel/index.html
index 80abd85b..0afe6514 100644
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+++ "b/tags/R\350\257\255\350\250\200/index.html"
@@ -322,6 +322,34 @@ <h1>R语言<small>标签</small>
     
       
 
+  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
+    <header class="post-header">
+
+      <h2 class="post-title">
+        
+            <a class="post-title-link" href="/2017/08/30/大连市2016年空气质量数据可视化/" itemprop="url">
+              
+                <span itemprop="name">大连市2016年空气质量数据可视化~</span>
+              
+            </a>
+        
+      </h2>
+
+      <div class="post-meta">
+        <time class="post-time" itemprop="dateCreated"
+              datetime="2017-08-30T19:15:45+08:00"
+              content="2017-08-30" >
+          08-30
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+
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+            <a class="post-title-link" href="/2017/06/29/重要的是图表思维，而不是工具/" itemprop="url">
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+              
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+
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@@ -780,7 +780,7 @@ <h2 class="post-title">
 
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-  <span class="post-count">博客全站共126.2k字</span>
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@@ -322,6 +322,34 @@ <h1>R语言<small>标签</small>
     
       
 
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+              
+                <span itemprop="name">R语言可视化——数据地图离散百分比填充（环渤海）</span>
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+
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+
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@@ -322,6 +322,34 @@ <h1>R语言<small>标签</small>
     
       
 
+  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
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+
+      <h2 class="post-title">
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+            <a class="post-title-link" href="/2017/06/16/学习R语言我都做了那些有趣的事情！！！/" itemprop="url">
+              
+                <span itemprop="name">学习R语言我都做了那些有趣的事情！！！</span>
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+        <time class="post-time" itemprop="dateCreated"
+              datetime="2017-06-16T09:01:29+08:00"
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+
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+
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@@ -780,7 +780,7 @@ <h2 class="post-title">
 
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@@ -322,6 +322,34 @@ <h1>R语言<small>标签</small>
     
       
 
+  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
+    <header class="post-header">
+
+      <h2 class="post-title">
+        
+            <a class="post-title-link" href="/2017/06/08/R语言可视化——REmapH-中心热度图/" itemprop="url">
+              
+                <span itemprop="name">R语言可视化——REmapH(中心热度图)</span>
+              
+            </a>
+        
+      </h2>
+
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+        <time class="post-time" itemprop="dateCreated"
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+
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-                <span class="site-state-item-count">83</span>
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@@ -780,7 +780,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
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-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
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@@ -322,6 +322,34 @@ <h1>R语言<small>标签</small>
     
       
 
+  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
+    <header class="post-header">
+
+      <h2 class="post-title">
+        
+            <a class="post-title-link" href="/2017/06/02/动态地理信息可视化——leaflet在线地图简介/" itemprop="url">
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 <div class="theme-info">
diff --git a/tags/index.html b/tags/index.html
index 157baad5..75e099e9 100644
--- a/tags/index.html
+++ b/tags/index.html
@@ -388,7 +388,7 @@ <h1 class="post-title" itemprop="name headline">tags</h1>
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -519,7 +519,7 @@ <h1 class="post-title" itemprop="name headline">tags</h1>
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git a/tags/json/index.html b/tags/json/index.html
index 46ecd77f..c45b6823 100644
--- a/tags/json/index.html
+++ b/tags/json/index.html
@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git a/tags/leaflet/index.html b/tags/leaflet/index.html
index 45145abd..b7733859 100644
--- a/tags/leaflet/index.html
+++ b/tags/leaflet/index.html
@@ -589,7 +589,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -720,7 +720,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git a/tags/minicharts/index.html b/tags/minicharts/index.html
index d2639b45..9c81f0e7 100644
--- a/tags/minicharts/index.html
+++ b/tags/minicharts/index.html
@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/mini\345\257\274\350\210\252\347\252\227\345\217\243/index.html" "b/tags/mini\345\257\274\350\210\252\347\252\227\345\217\243/index.html"
index 7e08ae9e..ca6f046b 100644
--- "a/tags/mini\345\257\274\350\210\252\347\252\227\345\217\243/index.html"
+++ "b/tags/mini\345\257\274\350\210\252\347\252\227\345\217\243/index.html"
@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/mini\346\237\261\345\275\242-\346\235\241\345\275\242\345\233\276/index.html" "b/tags/mini\346\237\261\345\275\242-\346\235\241\345\275\242\345\233\276/index.html"
index 80226767..f8c25192 100644
--- "a/tags/mini\346\237\261\345\275\242-\346\235\241\345\275\242\345\233\276/index.html"
+++ "b/tags/mini\346\237\261\345\275\242-\346\235\241\345\275\242\345\233\276/index.html"
@@ -477,7 +477,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -608,7 +608,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/mini\351\245\274\345\233\276/index.html" "b/tags/mini\351\245\274\345\233\276/index.html"
index cb380ac0..13f08698 100644
--- "a/tags/mini\351\245\274\345\233\276/index.html"
+++ "b/tags/mini\351\245\274\345\233\276/index.html"
@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git a/tags/office/index.html b/tags/office/index.html
index 35312b67..515864ec 100644
--- a/tags/office/index.html
+++ b/tags/office/index.html
@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git a/tags/revst/index.html b/tags/revst/index.html
index 951dab41..8c4e1454 100644
--- a/tags/revst/index.html
+++ b/tags/revst/index.html
@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git a/tags/rvest/index.html b/tags/rvest/index.html
index de546ff4..04dc6917 100644
--- a/tags/rvest/index.html
+++ b/tags/rvest/index.html
@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git a/tags/theme/index.html b/tags/theme/index.html
index 948c2386..9e572543 100644
--- a/tags/theme/index.html
+++ b/tags/theme/index.html
@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\344\270\273\351\242\230\345\256\232\345\210\266/index.html" "b/tags/\344\270\273\351\242\230\345\256\232\345\210\266/index.html"
index 2af4451d..384ac9bd 100644
--- "a/tags/\344\270\273\351\242\230\345\256\232\345\210\266/index.html"
+++ "b/tags/\344\270\273\351\242\230\345\256\232\345\210\266/index.html"
@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\344\271\235\346\256\265\347\272\277/index.html" "b/tags/\344\271\235\346\256\265\347\272\277/index.html"
index ea5d4044..a5eea9b1 100644
--- "a/tags/\344\271\235\346\256\265\347\272\277/index.html"
+++ "b/tags/\344\271\235\346\256\265\347\272\277/index.html"
@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\344\273\252\350\241\250\347\233\230/index.html" "b/tags/\344\273\252\350\241\250\347\233\230/index.html"
index debeb71e..57fb1b8c 100644
--- "a/tags/\344\273\252\350\241\250\347\233\230/index.html"
+++ "b/tags/\344\273\252\350\241\250\347\233\230/index.html"
@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\344\277\241\346\201\257\345\233\276/index.html" "b/tags/\344\277\241\346\201\257\345\233\276/index.html"
index be173d56..1c094551 100644
--- "a/tags/\344\277\241\346\201\257\345\233\276/index.html"
+++ "b/tags/\344\277\241\346\201\257\345\233\276/index.html"
@@ -533,7 +533,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -664,7 +664,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\345\212\250\346\200\201\345\233\276\350\241\250/index.html" "b/tags/\345\212\250\346\200\201\345\233\276\350\241\250/index.html"
index 326b4f91..92498d29 100644
--- "a/tags/\345\212\250\346\200\201\345\233\276\350\241\250/index.html"
+++ "b/tags/\345\212\250\346\200\201\345\233\276\350\241\250/index.html"
@@ -421,7 +421,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -552,7 +552,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\345\212\250\346\200\201\345\234\260\345\233\276/index.html" "b/tags/\345\212\250\346\200\201\345\234\260\345\233\276/index.html"
index 539bd4f6..e399095f 100644
--- "a/tags/\345\212\250\346\200\201\345\234\260\345\233\276/index.html"
+++ "b/tags/\345\212\250\346\200\201\345\234\260\345\233\276/index.html"
@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\345\225\206\345\212\241\345\233\276\350\241\250/index.html" "b/tags/\345\225\206\345\212\241\345\233\276\350\241\250/index.html"
index 86cd5797..377c8122 100644
--- "a/tags/\345\225\206\345\212\241\345\233\276\350\241\250/index.html"
+++ "b/tags/\345\225\206\345\212\241\345\233\276\350\241\250/index.html"
@@ -589,7 +589,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -720,7 +720,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\345\225\206\345\212\241\346\231\272\350\203\275/index.html" "b/tags/\345\225\206\345\212\241\346\231\272\350\203\275/index.html"
index 0fcdde0a..ae39e92b 100644
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+++ "b/tags/\345\225\206\345\212\241\346\231\272\350\203\275/index.html"
@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\345\233\275\344\272\247\347\224\265\345\275\261/index.html" "b/tags/\345\233\275\344\272\247\347\224\265\345\275\261/index.html"
index ce8c8ebf..d6c48fa2 100644
--- "a/tags/\345\233\275\344\272\247\347\224\265\345\275\261/index.html"
+++ "b/tags/\345\233\275\344\272\247\347\224\265\345\275\261/index.html"
@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\345\233\276\345\261\202\346\216\247\345\210\266/index.html" "b/tags/\345\233\276\345\261\202\346\216\247\345\210\266/index.html"
index 4b2728cf..dbf41d5d 100644
--- "a/tags/\345\233\276\345\261\202\346\216\247\345\210\266/index.html"
+++ "b/tags/\345\233\276\345\261\202\346\216\247\345\210\266/index.html"
@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\345\233\276\350\241\250\347\276\216\345\214\226/index.html" "b/tags/\345\233\276\350\241\250\347\276\216\345\214\226/index.html"
index 583abcd6..5f3ee86c 100644
--- "a/tags/\345\233\276\350\241\250\347\276\216\345\214\226/index.html"
+++ "b/tags/\345\233\276\350\241\250\347\276\216\345\214\226/index.html"
@@ -477,7 +477,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -608,7 +608,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\345\234\206\347\216\257\345\233\276/index.html" "b/tags/\345\234\206\347\216\257\345\233\276/index.html"
index bc7e737d..1e896708 100644
--- "a/tags/\345\234\206\347\216\257\345\233\276/index.html"
+++ "b/tags/\345\234\206\347\216\257\345\233\276/index.html"
@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\345\234\250\347\272\277\345\234\260\345\233\276/index.html" "b/tags/\345\234\250\347\272\277\345\234\260\345\233\276/index.html"
index 86250036..7c90ee76 100644
--- "a/tags/\345\234\250\347\272\277\345\234\260\345\233\276/index.html"
+++ "b/tags/\345\234\250\347\272\277\345\234\260\345\233\276/index.html"
@@ -649,7 +649,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -780,7 +780,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\345\234\250\347\272\277\345\234\260\345\233\276/page/2/index.html" "b/tags/\345\234\250\347\272\277\345\234\260\345\233\276/page/2/index.html"
index 8779aab6..ea19436b 100644
--- "a/tags/\345\234\250\347\272\277\345\234\260\345\233\276/page/2/index.html"
+++ "b/tags/\345\234\250\347\272\277\345\234\260\345\233\276/page/2/index.html"
@@ -425,7 +425,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -556,7 +556,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226/index.html" "b/tags/\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226/index.html"
index ec021397..e663f5ed 100644
--- "a/tags/\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226/index.html"
+++ "b/tags/\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226/index.html"
@@ -649,7 +649,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -780,7 +780,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226/page/2/index.html" "b/tags/\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226/page/2/index.html"
index 1c58844d..94618f6b 100644
--- "a/tags/\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226/page/2/index.html"
+++ "b/tags/\345\234\260\347\220\206\344\277\241\346\201\257\345\217\257\350\247\206\345\214\226/page/2/index.html"
@@ -565,7 +565,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -696,7 +696,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\345\241\253\345\205\205\345\234\260\345\233\276/index.html" "b/tags/\345\241\253\345\205\205\345\234\260\345\233\276/index.html"
index f7bc19ef..994166a9 100644
--- "a/tags/\345\241\253\345\205\205\345\234\260\345\233\276/index.html"
+++ "b/tags/\345\241\253\345\205\205\345\234\260\345\233\276/index.html"
@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\345\241\253\350\211\262\345\234\260\345\233\276/index.html" "b/tags/\345\241\253\350\211\262\345\234\260\345\233\276/index.html"
index 22da5325..f12dacf6 100644
--- "a/tags/\345\241\253\350\211\262\345\234\260\345\233\276/index.html"
+++ "b/tags/\345\241\253\350\211\262\345\234\260\345\233\276/index.html"
@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\345\244\232\350\276\271\345\275\242\345\241\253\345\205\205/index.html" "b/tags/\345\244\232\350\276\271\345\275\242\345\241\253\345\205\205/index.html"
index 013c562f..2996dccb 100644
--- "a/tags/\345\244\232\350\276\271\345\275\242\345\241\253\345\205\205/index.html"
+++ "b/tags/\345\244\232\350\276\271\345\275\242\345\241\253\345\205\205/index.html"
@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\345\255\227\347\254\246\344\270\262/index.html" "b/tags/\345\255\227\347\254\246\344\270\262/index.html"
index b9d1fa87..67858c9e 100644
--- "a/tags/\345\255\227\347\254\246\344\270\262/index.html"
+++ "b/tags/\345\255\227\347\254\246\344\270\262/index.html"
@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\346\216\222\347\211\210/index.html" "b/tags/\346\216\222\347\211\210/index.html"
index fbf63ab0..89e79afb 100644
--- "a/tags/\346\216\222\347\211\210/index.html"
+++ "b/tags/\346\216\222\347\211\210/index.html"
@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\346\225\260\346\215\256\345\210\206\346\236\220/index.html" "b/tags/\346\225\260\346\215\256\345\210\206\346\236\220/index.html"
index 1e9ce99c..55884d72 100644
--- "a/tags/\346\225\260\346\215\256\345\210\206\346\236\220/index.html"
+++ "b/tags/\346\225\260\346\215\256\345\210\206\346\236\220/index.html"
@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/index.html" "b/tags/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/index.html"
index 6b8daef9..d3abbbc8 100644
--- "a/tags/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/index.html"
+++ "b/tags/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/index.html"
@@ -322,6 +322,34 @@ <h1>数据可视化<small>标签</small>
     
       
 
+  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
+    <header class="post-header">
+
+      <h2 class="post-title">
+        
+            <a class="post-title-link" href="/2017/08/30/大连市2016年空气质量数据可视化/" itemprop="url">
+              
+                <span itemprop="name">大连市2016年空气质量数据可视化~</span>
+              
+            </a>
+        
+      </h2>
+
+      <div class="post-meta">
+        <time class="post-time" itemprop="dateCreated"
+              datetime="2017-08-30T19:15:45+08:00"
+              content="2017-08-30" >
+          08-30
+        </time>
+      </div>
+
+    </header>
+  </article>
+
+
+    
+      
+
   <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
     <header class="post-header">
 
@@ -572,34 +600,6 @@ <h2 class="post-title">
 
 
     
-      
-
-  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
-    <header class="post-header">
-
-      <h2 class="post-title">
-        
-            <a class="post-title-link" href="/2017/07/08/小魔方不想跟你说话，并向你扔了一堆代码/" itemprop="url">
-              
-                <span itemprop="name">超强脑洞第一弹——子弹图~~~</span>
-              
-            </a>
-        
-      </h2>
-
-      <div class="post-meta">
-        <time class="post-time" itemprop="dateCreated"
-              datetime="2017-07-08T10:51:38+08:00"
-              content="2017-07-08" >
-          07-08
-        </time>
-      </div>
-
-    </header>
-  </article>
-
-
-    
   </div>
 
   
@@ -649,7 +649,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -780,7 +780,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/page/2/index.html" "b/tags/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/page/2/index.html"
index 4cac0538..3e1ffe3a 100644
--- "a/tags/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/page/2/index.html"
+++ "b/tags/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/page/2/index.html"
@@ -322,6 +322,34 @@ <h1>数据可视化<small>标签</small>
     
       
 
+  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
+    <header class="post-header">
+
+      <h2 class="post-title">
+        
+            <a class="post-title-link" href="/2017/07/08/小魔方不想跟你说话，并向你扔了一堆代码/" itemprop="url">
+              
+                <span itemprop="name">超强脑洞第一弹——子弹图~~~</span>
+              
+            </a>
+        
+      </h2>
+
+      <div class="post-meta">
+        <time class="post-time" itemprop="dateCreated"
+              datetime="2017-07-08T10:51:38+08:00"
+              content="2017-07-08" >
+          07-08
+        </time>
+      </div>
+
+    </header>
+  </article>
+
+
+    
+      
+
   <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
     <header class="post-header">
 
@@ -572,34 +600,6 @@ <h2 class="post-title">
 
 
     
-      
-
-  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
-    <header class="post-header">
-
-      <h2 class="post-title">
-        
-            <a class="post-title-link" href="/2017/06/22/R语言可视化——ggplot图表系统中的辅助线/" itemprop="url">
-              
-                <span itemprop="name">R语言可视化——ggplot图表系统中的辅助线</span>
-              
-            </a>
-        
-      </h2>
-
-      <div class="post-meta">
-        <time class="post-time" itemprop="dateCreated"
-              datetime="2017-06-22T21:07:34+08:00"
-              content="2017-06-22" >
-          06-22
-        </time>
-      </div>
-
-    </header>
-  </article>
-
-
-    
   </div>
 
   
@@ -649,7 +649,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -780,7 +780,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/page/3/index.html" "b/tags/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/page/3/index.html"
index c05ea884..f3c02830 100644
--- "a/tags/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/page/3/index.html"
+++ "b/tags/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/page/3/index.html"
@@ -322,6 +322,34 @@ <h1>数据可视化<small>标签</small>
     
       
 
+  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
+    <header class="post-header">
+
+      <h2 class="post-title">
+        
+            <a class="post-title-link" href="/2017/06/22/R语言可视化——ggplot图表系统中的辅助线/" itemprop="url">
+              
+                <span itemprop="name">R语言可视化——ggplot图表系统中的辅助线</span>
+              
+            </a>
+        
+      </h2>
+
+      <div class="post-meta">
+        <time class="post-time" itemprop="dateCreated"
+              datetime="2017-06-22T21:07:34+08:00"
+              content="2017-06-22" >
+          06-22
+        </time>
+      </div>
+
+    </header>
+  </article>
+
+
+    
+      
+
   <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
     <header class="post-header">
 
@@ -572,34 +600,6 @@ <h2 class="post-title">
 
 
     
-      
-
-  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
-    <header class="post-header">
-
-      <h2 class="post-title">
-        
-            <a class="post-title-link" href="/2017/06/17/R语言可视化——ggplot的theme订制/" itemprop="url">
-              
-                <span itemprop="name">R语言可视化——ggplot的theme订制</span>
-              
-            </a>
-        
-      </h2>
-
-      <div class="post-meta">
-        <time class="post-time" itemprop="dateCreated"
-              datetime="2017-06-17T21:41:13+08:00"
-              content="2017-06-17" >
-          06-17
-        </time>
-      </div>
-
-    </header>
-  </article>
-
-
-    
   </div>
 
   
@@ -649,7 +649,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -780,7 +780,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/page/4/index.html" "b/tags/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/page/4/index.html"
index 7d491dec..c92a78a5 100644
--- "a/tags/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/page/4/index.html"
+++ "b/tags/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/page/4/index.html"
@@ -322,6 +322,34 @@ <h1>数据可视化<small>标签</small>
     
       
 
+  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
+    <header class="post-header">
+
+      <h2 class="post-title">
+        
+            <a class="post-title-link" href="/2017/06/17/R语言可视化——ggplot的theme订制/" itemprop="url">
+              
+                <span itemprop="name">R语言可视化——ggplot的theme订制</span>
+              
+            </a>
+        
+      </h2>
+
+      <div class="post-meta">
+        <time class="post-time" itemprop="dateCreated"
+              datetime="2017-06-17T21:41:13+08:00"
+              content="2017-06-17" >
+          06-17
+        </time>
+      </div>
+
+    </header>
+  </article>
+
+
+    
+      
+
   <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
     <header class="post-header">
 
@@ -572,34 +600,6 @@ <h2 class="post-title">
 
 
     
-      
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-            <a class="post-title-link" href="/2017/06/11/R预设配色系统及自定义色板/" itemprop="url">
-              
-                <span itemprop="name">R预设配色系统及自定义色板</span>
-              
-            </a>
-        
-      </h2>
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-      <div class="post-meta">
-        <time class="post-time" itemprop="dateCreated"
-              datetime="2017-06-11T21:11:15+08:00"
-              content="2017-06-11" >
-          06-11
-        </time>
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-    </header>
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-    
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@@ -649,7 +649,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
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               </a>
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@@ -780,7 +780,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
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diff --git "a/tags/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/page/5/index.html" "b/tags/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/page/5/index.html"
index 322c8c94..2b0eb097 100644
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@@ -322,6 +322,34 @@ <h1>数据可视化<small>标签</small>
     
       
 
+  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
+    <header class="post-header">
+
+      <h2 class="post-title">
+        
+            <a class="post-title-link" href="/2017/06/11/R预设配色系统及自定义色板/" itemprop="url">
+              
+                <span itemprop="name">R预设配色系统及自定义色板</span>
+              
+            </a>
+        
+      </h2>
+
+      <div class="post-meta">
+        <time class="post-time" itemprop="dateCreated"
+              datetime="2017-06-11T21:11:15+08:00"
+              content="2017-06-11" >
+          06-11
+        </time>
+      </div>
+
+    </header>
+  </article>
+
+
+    
+      
+
   <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
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@@ -572,34 +600,6 @@ <h2 class="post-title">
 
 
     
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-      <h2 class="post-title">
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-              
-                <span itemprop="name">Leaflet在线地图进阶宝典——json素材操纵与图层面板控制</span>
-              
-            </a>
-        
-      </h2>
-
-      <div class="post-meta">
-        <time class="post-time" itemprop="dateCreated"
-              datetime="2017-06-05T21:52:37+08:00"
-              content="2017-06-05" >
-          06-05
-        </time>
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-    </header>
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-
-    
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@@ -649,7 +649,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
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               </a>
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@@ -780,7 +780,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
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diff --git "a/tags/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/page/6/index.html" "b/tags/\346\225\260\346\215\256\345\217\257\350\247\206\345\214\226/page/6/index.html"
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@@ -322,6 +322,34 @@ <h1>数据可视化<small>标签</small>
     
       
 
+  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
+    <header class="post-header">
+
+      <h2 class="post-title">
+        
+            <a class="post-title-link" href="/2017/06/05/Leaflet在线地图进阶宝典——json素材操纵与图层面板控制/" itemprop="url">
+              
+                <span itemprop="name">Leaflet在线地图进阶宝典——json素材操纵与图层面板控制</span>
+              
+            </a>
+        
+      </h2>
+
+      <div class="post-meta">
+        <time class="post-time" itemprop="dateCreated"
+              datetime="2017-06-05T21:52:37+08:00"
+              content="2017-06-05" >
+          06-05
+        </time>
+      </div>
+
+    </header>
+  </article>
+
+
+    
+      
+
   <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
     <header class="post-header">
 
@@ -572,34 +600,6 @@ <h2 class="post-title">
 
 
     
-      
-
-  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
-    <header class="post-header">
-
-      <h2 class="post-title">
-        
-            <a class="post-title-link" href="/2017/05/30/R语言可视化——ggplot绘制中心密度辐射图/" itemprop="url">
-              
-                <span itemprop="name">R语言可视化——ggplot绘制中心密度辐射图</span>
-              
-            </a>
-        
-      </h2>
-
-      <div class="post-meta">
-        <time class="post-time" itemprop="dateCreated"
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-              content="2017-05-30" >
-          05-30
-        </time>
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-    </header>
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-    
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@@ -649,7 +649,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
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 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
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@@ -322,6 +322,34 @@ <h1>数据可视化<small>标签</small>
     
       
 
+  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
+    <header class="post-header">
+
+      <h2 class="post-title">
+        
+            <a class="post-title-link" href="/2017/05/30/R语言可视化——ggplot绘制中心密度辐射图/" itemprop="url">
+              
+                <span itemprop="name">R语言可视化——ggplot绘制中心密度辐射图</span>
+              
+            </a>
+        
+      </h2>
+
+      <div class="post-meta">
+        <time class="post-time" itemprop="dateCreated"
+              datetime="2017-05-30T16:05:43+08:00"
+              content="2017-05-30" >
+          05-30
+        </time>
+      </div>
+
+    </header>
+  </article>
+
+
+    
+      
+
   <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
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-    <header class="post-header">
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-      <h2 class="post-title">
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-              
-                <span itemprop="name">实习僧招聘网招聘信息爬虫数据可视化</span>
-              
-            </a>
-        
-      </h2>
-
-      <div class="post-meta">
-        <time class="post-time" itemprop="dateCreated"
-              datetime="2017-05-25T16:51:59+08:00"
-              content="2017-05-25" >
-          05-25
-        </time>
-      </div>
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-    </header>
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-    
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@@ -649,7 +649,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
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               </a>
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@@ -780,7 +780,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
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index 9e688293..d0ad5142 100644
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@@ -322,6 +322,34 @@ <h1>数据可视化<small>标签</small>
     
       
 
+  <article class="post post-type-normal" itemscope itemtype="http://schema.org/Article">
+    <header class="post-header">
+
+      <h2 class="post-title">
+        
+            <a class="post-title-link" href="/2017/05/25/实习僧招聘网招聘信息爬虫数据可视化/" itemprop="url">
+              
+                <span itemprop="name">实习僧招聘网招聘信息爬虫数据可视化</span>
+              
+            </a>
+        
+      </h2>
+
+      <div class="post-meta">
+        <time class="post-time" itemprop="dateCreated"
+              datetime="2017-05-25T16:51:59+08:00"
+              content="2017-05-25" >
+          05-25
+        </time>
+      </div>
+
+    </header>
+  </article>
+
+
+    
+      
+
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-                <span class="site-state-item-count">83</span>
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-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
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-                <span class="site-state-item-count">83</span>
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-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
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-                <span class="site-state-item-count">83</span>
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-  <span class="post-count">博客全站共126.2k字</span>
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-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
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             <div class="site-state-item site-state-posts">
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-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
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-  <span class="post-count">博客全站共126.2k字</span>
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+  <span class="post-count">博客全站共127.9k字</span>
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 <div class="theme-info">
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-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
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diff --git "a/tags/\347\203\255\345\212\233\345\234\260\345\233\276/index.html" "b/tags/\347\203\255\345\212\233\345\234\260\345\233\276/index.html"
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-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
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@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\347\210\254\350\231\253/index.html" "b/tags/\347\210\254\350\231\253/index.html"
index 1a04dcf5..fc5f4018 100644
--- "a/tags/\347\210\254\350\231\253/index.html"
+++ "b/tags/\347\210\254\350\231\253/index.html"
@@ -533,7 +533,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -664,7 +664,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\347\211\210\345\274\217\350\256\276\350\256\241/index.html" "b/tags/\347\211\210\345\274\217\350\256\276\350\256\241/index.html"
index 365c9f12..1f8adf3d 100644
--- "a/tags/\347\211\210\345\274\217\350\256\276\350\256\241/index.html"
+++ "b/tags/\347\211\210\345\274\217\350\256\276\350\256\241/index.html"
@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\347\211\210\351\235\242\346\216\247\345\210\266/index.html" "b/tags/\347\211\210\351\235\242\346\216\247\345\210\266/index.html"
index d22bf6da..6cd18033 100644
--- "a/tags/\347\211\210\351\235\242\346\216\247\345\210\266/index.html"
+++ "b/tags/\347\211\210\351\235\242\346\216\247\345\210\266/index.html"
@@ -421,7 +421,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -552,7 +552,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\347\211\210\351\235\242\350\256\276\350\256\241/index.html" "b/tags/\347\211\210\351\235\242\350\256\276\350\256\241/index.html"
index cd9ffed9..95c80ba3 100644
--- "a/tags/\347\211\210\351\235\242\350\256\276\350\256\241/index.html"
+++ "b/tags/\347\211\210\351\235\242\350\256\276\350\256\241/index.html"
@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\347\216\253\347\221\260\345\233\276/index.html" "b/tags/\347\216\253\347\221\260\345\233\276/index.html"
index eee1469f..e87dd583 100644
--- "a/tags/\347\216\253\347\221\260\345\233\276/index.html"
+++ "b/tags/\347\216\253\347\221\260\345\233\276/index.html"
@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\347\251\272\346\260\224\350\264\250\351\207\217\345\217\257\350\247\206\345\214\226/index.html" "b/tags/\347\251\272\346\260\224\350\264\250\351\207\217\345\217\257\350\247\206\345\214\226/index.html"
index 47d98b30..68312e7a 100644
--- "a/tags/\347\251\272\346\260\224\350\264\250\351\207\217\345\217\257\350\247\206\345\214\226/index.html"
+++ "b/tags/\347\251\272\346\260\224\350\264\250\351\207\217\345\217\257\350\247\206\345\214\226/index.html"
@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\347\275\221\347\273\234\346\212\223\345\217\226/index.html" "b/tags/\347\275\221\347\273\234\346\212\223\345\217\226/index.html"
index aec867d2..bb67b3bc 100644
--- "a/tags/\347\275\221\347\273\234\346\212\223\345\217\226/index.html"
+++ "b/tags/\347\275\221\347\273\234\346\212\223\345\217\226/index.html"
@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\347\275\221\347\273\234\347\210\254\350\231\253/index.html" "b/tags/\347\275\221\347\273\234\347\210\254\350\231\253/index.html"
index 392c8788..0192c584 100644
--- "a/tags/\347\275\221\347\273\234\347\210\254\350\231\253/index.html"
+++ "b/tags/\347\275\221\347\273\234\347\210\254\350\231\253/index.html"
@@ -477,7 +477,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -608,7 +608,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\350\247\206\350\247\211\344\277\241\345\217\267/index.html" "b/tags/\350\247\206\350\247\211\344\277\241\345\217\267/index.html"
index c81b0488..040fdc14 100644
--- "a/tags/\350\247\206\350\247\211\344\277\241\345\217\267/index.html"
+++ "b/tags/\350\247\206\350\247\211\344\277\241\345\217\267/index.html"
@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\350\267\257\345\276\204\345\233\276/index.html" "b/tags/\350\267\257\345\276\204\345\233\276/index.html"
index 18fedc44..c7185167 100644
--- "a/tags/\350\267\257\345\276\204\345\233\276/index.html"
+++ "b/tags/\350\267\257\345\276\204\345\233\276/index.html"
@@ -477,7 +477,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -608,7 +608,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\351\205\215\350\211\262/index.html" "b/tags/\351\205\215\350\211\262/index.html"
index 46843f86..4545dcd5 100644
--- "a/tags/\351\205\215\350\211\262/index.html"
+++ "b/tags/\351\205\215\350\211\262/index.html"
@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\351\205\215\350\211\262\346\212\200\345\267\247/index.html" "b/tags/\351\205\215\350\211\262\346\212\200\345\267\247/index.html"
index 182b64bb..d569e060 100644
--- "a/tags/\351\205\215\350\211\262\346\212\200\345\267\247/index.html"
+++ "b/tags/\351\205\215\350\211\262\346\212\200\345\267\247/index.html"
@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">
diff --git "a/tags/\351\245\274\345\233\276/index.html" "b/tags/\351\245\274\345\233\276/index.html"
index 1edadb77..4ec6bf2c 100644
--- "a/tags/\351\245\274\345\233\276/index.html"
+++ "b/tags/\351\245\274\345\233\276/index.html"
@@ -393,7 +393,7 @@ <h2 class="post-title">
           
             <div class="site-state-item site-state-posts">
               <a href="/archives">
-                <span class="site-state-item-count">83</span>
+                <span class="site-state-item-count">84</span>
                 <span class="site-state-item-name">日志</span>
               </a>
             </div>
@@ -524,7 +524,7 @@ <h2 class="post-title">
 
 <div class="theme-info">
   <div class="powered-by"></div>
-  <span class="post-count">博客全站共126.2k字</span>
+  <span class="post-count">博客全站共127.9k字</span>
 </div>
 
 <div class="theme-info">