diff --git a/.gitignore b/.gitignore
index f6206b9..8389366 100644
--- a/.gitignore
+++ b/.gitignore
@@ -6,3 +6,7 @@ data/weibo_predict_data.txt
 test.py
 
 *.pyc
+
+data/*
+
+result/*
diff --git a/.ipynb_checkpoints/OfflineTest-checkpoint.ipynb b/.ipynb_checkpoints/OfflineTest-checkpoint.ipynb
new file mode 100644
index 0000000..2f2ba58
--- /dev/null
+++ b/.ipynb_checkpoints/OfflineTest-checkpoint.ipynb
@@ -0,0 +1,9 @@
+{
+ "metadata": {
+  "name": "",
+  "signature": "sha256:480a61f83fafd9111c6a52450d3a81014ae1526eb4f01a61b956bf134e17ba02"
+ },
+ "nbformat": 3,
+ "nbformat_minor": 0,
+ "worksheets": []
+}
\ No newline at end of file
diff --git a/DataExploration.ipynb b/DataExploration.ipynb
index 5d005c7..6742f63 100644
--- a/DataExploration.ipynb
+++ b/DataExploration.ipynb
@@ -1,7 +1,7 @@
 {
  "metadata": {
   "name": "",
-  "signature": "sha256:30ae2321776e72aed06a961d4a4489b80d8256344b3593d343df2c23394e82de"
+  "signature": "sha256:e7b3de14f861be5f73ed89468b6e7ae54e1de4f2c70be111862ad981a076e890"
  },
  "nbformat": 3,
  "nbformat_minor": 0,
@@ -3769,7 +3769,7 @@
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 1
+     "prompt_number": 2
     },
     {
      "cell_type": "code",
@@ -3780,7 +3780,7 @@
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 2
+     "prompt_number": 3
     },
     {
      "cell_type": "code",
@@ -4080,7 +4080,7 @@
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 12
+     "prompt_number": 1
     },
     {
      "cell_type": "code",
@@ -5784,6 +5784,2880 @@
      "source": [
       "\u5728sublime\u91cc\u8f6c\u6362\u683c\u5f0f\uff1a,(?=\\d,\\d,\\d)"
      ]
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "from sklearn.cluster import KMeans"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 4
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "import numpy as np"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 5
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "idx = KMeans(n_clusters=10).fit_predict(fw.weibo_train_data[['forward_count','comment_count','like_count']].astype(float))"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 6
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "KMeans(n_clusters=10).fit_predict(fw.weibo_train_data[['forward_count','comment_count','like_count']].astype(float)).score()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "ename": "AttributeError",
+       "evalue": "'numpy.ndarray' object has no attribute 'score'",
+       "output_type": "pyerr",
+       "traceback": [
+        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
+        "\u001b[0;32m<ipython-input-146-ab5d6308a0bd>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mKMeans\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn_clusters\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit_predict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfw\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mweibo_train_data\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'forward_count'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'comment_count'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'like_count'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfloat\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscore\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+        "\u001b[0;31mAttributeError\u001b[0m: 'numpy.ndarray' object has no attribute 'score'"
+       ]
+      }
+     ],
+     "prompt_number": 146
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "Series(idx).hist()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 9,
+       "text": [
+        "<matplotlib.axes.AxesSubplot at 0x10d109f50>"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "display_data",
+       "png": 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+       "text": [
+        "<matplotlib.figure.Figure at 0x10d109990>"
+       ]
+      }
+     ],
+     "prompt_number": 9
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "Series(idx).value_counts()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 10,
+       "text": [
+        "0    1619983\n",
+        "9       5978\n",
+        "7        438\n",
+        "5        295\n",
+        "4         34\n",
+        "8         15\n",
+        "2          4\n",
+        "6          1\n",
+        "3          1\n",
+        "1          1\n",
+        "dtype: int64"
+       ]
+      }
+     ],
+     "prompt_number": 10
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "idx = Series(idx)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 11
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.weibo_train_data[idx==1]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>uid</th>\n",
+        "      <th>mid</th>\n",
+        "      <th>time</th>\n",
+        "      <th>forward_count</th>\n",
+        "      <th>comment_count</th>\n",
+        "      <th>like_count</th>\n",
+        "      <th>context</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>1531579</th>\n",
+        "      <td> 8507f224ff141fcdc92d6cca325a948a</td>\n",
+        "      <td> 4b7b9be602d54eb9658d507ada86e949</td>\n",
+        "      <td> 2014-08-20</td>\n",
+        "      <td> 50486</td>\n",
+        "      <td> 559</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> \u4eb2\u7231\u7684\uff0c\u4f60\u77e5\u9053\u5417\uff0c\u963f\u91cc\u4e915\u5c81\u5566\uff01\u795d\u751f\u65e5\u5feb\u4e50\u30025\u5e74\u7684\u6210\u957f\u79ef\u6dc0\uff0c\u6210\u5c31\u4e94\u5f69\u4e91\u7aef\uff0c\u611f\u8c22\u4e00\u8def\u6709\u4f60\u3002\u5173\u6ce8...</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 22,
+       "text": [
+        "                                      uid                               mid  \\\n",
+        "1531579  8507f224ff141fcdc92d6cca325a948a  4b7b9be602d54eb9658d507ada86e949   \n",
+        "\n",
+        "               time  forward_count  comment_count  like_count  \\\n",
+        "1531579  2014-08-20          50486            559           2   \n",
+        "\n",
+        "                                                   context  \n",
+        "1531579  \u4eb2\u7231\u7684\uff0c\u4f60\u77e5\u9053\u5417\uff0c\u963f\u91cc\u4e915\u5c81\u5566\uff01\u795d\u751f\u65e5\u5feb\u4e50\u30025\u5e74\u7684\u6210\u957f\u79ef\u6dc0\uff0c\u6210\u5c31\u4e94\u5f69\u4e91\u7aef\uff0c\u611f\u8c22\u4e00\u8def\u6709\u4f60\u3002\u5173\u6ce8...  "
+       ]
+      }
+     ],
+     "prompt_number": 22
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.weibo_train_data.forward_count[(fw.weibo_train_data.forward_count>0) & \n",
+      "                                   (fw.weibo_train_data.forward_count<=20)].hist(bins=20)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 81,
+       "text": [
+        "<matplotlib.axes.AxesSubplot at 0x152bf6b50>"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "display_data",
+       "png": "iVBORw0KGgoAAAANSUhEUgAAAYsAAAEACAYAAABCl1qQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSZIkSZIkSZIkSZIkSZKkifD/D0KAMZLFX9kAAAAASUVORK5CYII=\n",
+       "text": [
+        "<matplotlib.figure.Figure at 0x153ce3d50>"
+       ]
+      }
+     ],
+     "prompt_number": 81
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.weibo_train_data.forward_count.describe()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 84,
+       "text": [
+        "count    1626750.000000\n",
+        "mean           2.306879\n",
+        "std           92.491569\n",
+        "min            0.000000\n",
+        "25%            0.000000\n",
+        "50%            0.000000\n",
+        "75%            0.000000\n",
+        "max        81851.000000\n",
+        "dtype: float64"
+       ]
+      }
+     ],
+     "prompt_number": 84
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "percent = DataFrame()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 133
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fc=Series([fw.weibo_train_data.forward_count[fw.weibo_train_data.forward_count<=i].count()*1.0/fw.weibo_train_data.forward_count.count() for i in range(10)])"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 135
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "cc=Series([fw.weibo_train_data.comment_count[fw.weibo_train_data.comment_count<=i].count()*1.0/fw.weibo_train_data.comment_count.count() for i in range(10)])"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 136
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "lc=Series([fw.weibo_train_data.like_count[fw.weibo_train_data.like_count<=i].count()*1.0/fw.weibo_train_data.like_count.count() for i in range(10)])"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 143
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "percent['fc']=fc"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 139
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "percent['cc']=cc"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 140
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "percent['lc']=lc"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 144
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "percent.plot()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 145,
+       "text": [
+        "<matplotlib.axes.AxesSubplot at 0x10e20d1d0>"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "display_data",
+       "png": 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cdgBThsi4SAZ/P5gpt05hQIsBrv0wIUSZV+Z78CuaPU3VZnXpu9q1ywJEJ0bT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\nH1hkN0MAAAAASUVORK5CYII=\n",
+       "text": [
+        "<matplotlib.figure.Figure at 0x11fe7be10>"
+       ]
+      }
+     ],
+     "prompt_number": 145
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "K = range(5,105,5)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 154
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "K"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 155,
+       "text": [
+        "[5,\n",
+        " 10,\n",
+        " 15,\n",
+        " 20,\n",
+        " 25,\n",
+        " 30,\n",
+        " 35,\n",
+        " 40,\n",
+        " 45,\n",
+        " 50,\n",
+        " 55,\n",
+        " 60,\n",
+        " 65,\n",
+        " 70,\n",
+        " 75,\n",
+        " 80,\n",
+        " 85,\n",
+        " 90,\n",
+        " 95,\n",
+        " 100]"
+       ]
+      }
+     ],
+     "prompt_number": 155
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "models = [KMeans(n_clusters=k).fit(fw.weibo_train_data[['forward_count','comment_count','like_count']].astype(float)) for k in K]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 157
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "scores = [-m.score(fw.weibo_train_data[['forward_count','comment_count','like_count']].astype(float)) for m in models]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 159
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "Series(scores).plot()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 162,
+       "text": [
+        "<matplotlib.axes.AxesSubplot at 0x10e29c590>"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "display_data",
+       "png": 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+       "text": [
+        "<matplotlib.figure.Figure at 0x10e2a3fd0>"
+       ]
+      }
+     ],
+     "prompt_number": 162
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "idx.hist()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 164,
+       "text": [
+        "<matplotlib.axes.AxesSubplot at 0x10e327150>"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "display_data",
+       "png": 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+       "text": [
+        "<matplotlib.figure.Figure at 0x10e2afbd0>"
+       ]
+      }
+     ],
+     "prompt_number": 164
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "idx_10 = idx"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 165
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "idx_15 = models[2].predict(fw.weibo_train_data[['forward_count','comment_count','like_count']].astype(float))"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 166
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "idx_15 = Series(idx_15)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 167
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "idx_15.value_counts()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 169,
+       "text": [
+        "0     1617275\n",
+        "10       8281\n",
+        "5         617\n",
+        "7         331\n",
+        "4         131\n",
+        "11         74\n",
+        "6          22\n",
+        "8           8\n",
+        "3           3\n",
+        "14          2\n",
+        "12          2\n",
+        "13          1\n",
+        "9           1\n",
+        "2           1\n",
+        "1           1\n",
+        "dtype: int64"
+       ]
+      }
+     ],
+     "prompt_number": 169
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.weibo_train_data[idx_15==5]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>uid</th>\n",
+        "      <th>mid</th>\n",
+        "      <th>time</th>\n",
+        "      <th>forward_count</th>\n",
+        "      <th>comment_count</th>\n",
+        "      <th>like_count</th>\n",
+        "      <th>context</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>1737   </th>\n",
+        "      <td> 10a7991398ae2402b9fe861236b53d74</td>\n",
+        "      <td> 5bfbb4aebaffc6fc4361b1e127a9f64d</td>\n",
+        "      <td> 2014-10-24</td>\n",
+        "      <td> 1266</td>\n",
+        "      <td> 418</td>\n",
+        "      <td>  21</td>\n",
+        "      <td> 1024\u8282\u514d\u8d39\u9001\u51fa\u73cd\u85cf\u7248\u64b8\u59b9820\u4e00\u679a\uff0c\u5f53\u5e74WP\u4ea7\u54c1\u7ec4\u9001\u7ed9\u6211\u7684\u5f00\u53d1\u673a\uff0c\u5df2\u7ecf\u5237\u6e2f\u7248\u56fa\u4ef6\u6240\u4ee5\u652f\u6301...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>37709  </th>\n",
+        "      <td> 0fc614b92dec3bcaa0992b025f3ac8ff</td>\n",
+        "      <td> a824ca591ee1cea3a20062c91f4a2150</td>\n",
+        "      <td> 2014-12-24</td>\n",
+        "      <td>  569</td>\n",
+        "      <td>  35</td>\n",
+        "      <td>  46</td>\n",
+        "      <td> Lwan\uff0c \u4e09\u5e74\u78e8\u4e00\u5251\u7684\u7eafC\u8bed\u8a00\u5199\u7684\u9ad8\u6027\u80fdHTTP Server\uff0c\u4ee3\u7801\u7b80\u6d01\u903b\u8f91\u6e05\u6670\uff0c epo...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>41361  </th>\n",
+        "      <td> 8f8e923fcfea68d20240d5ae9979795d</td>\n",
+        "      <td> 7ff58b1d8bd36560c1bcbfb848e4b9c3</td>\n",
+        "      <td> 2014-08-08</td>\n",
+        "      <td> 1032</td>\n",
+        "      <td>  83</td>\n",
+        "      <td>  44</td>\n",
+        "      <td> \u4eca\u5929\u5728qq\u7fa4\u4e2d\u770b\u5230\u4e86\u4e00\u4e2a\u6bb5\u5b50\uff1a \u5c0f\u5b66\u8bed\u6587\u9898\u5173\u8054\u8bcd\u586b\u7a7a\uff1a \u4ed6____\u727a\u7272\u751f\u547d\uff0c____\u51fa\u5356\u7ec4\u7ec7...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>48045  </th>\n",
+        "      <td> fbbe9745e1c04b798c36c800ba596c9a</td>\n",
+        "      <td> 98d39749e8c32ea680d99e26cc44aa3f</td>\n",
+        "      <td> 2014-11-20</td>\n",
+        "      <td>  513</td>\n",
+        "      <td> 388</td>\n",
+        "      <td>   1</td>\n",
+        "      <td> \u9a91\u884c\u5230\u5e7f\u5dde\u6709\u70b9\u8ff7\u8def\uff0c\u6253\u5f00iPhone\u81ea\u5e26\u7684\u9ad8\u5fb7\u5730\u56fe\u5bfc\u822a\u4e00\u4e0b\uff0c\u7ed3\u679c\u5148\u8ba9\u6211\u4e0a\u6865\u518d\u8ba9\u6211\u4e0a\u96a7\u9053\uff0c\u95ee\u9898...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>51491  </th>\n",
+        "      <td> 760fa4fd25badf70e1c2657b2a4cf072</td>\n",
+        "      <td> 012b63a9b41b9965f84f37c027c5186a</td>\n",
+        "      <td> 2014-08-08</td>\n",
+        "      <td>  468</td>\n",
+        "      <td>  40</td>\n",
+        "      <td>  20</td>\n",
+        "      <td>                                  Skype\u8fd9\u4ee3\u7801\u662f\u5b9e\u4e60\u751f\u5199\u7684\u5417\uff1f</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>51993  </th>\n",
+        "      <td> 363f43e20869e73b16785830f03c754b</td>\n",
+        "      <td> 9ad7cb04caa36a2b1d8587a359479d73</td>\n",
+        "      <td> 2014-12-04</td>\n",
+        "      <td>  774</td>\n",
+        "      <td> 172</td>\n",
+        "      <td>  14</td>\n",
+        "      <td>                 \u5c31\u662f\u4efb\u6027\uff01\u5c31\u662f\u9001\uff01\u53ef\u4ee5\u4e48\uff1f[\u6316\u9f3b\u5c4e]\u8f6c\u8d77\u6765\uff0c\u5468\u4e00\u5f00\u5956\u3002[haha]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>58943  </th>\n",
+        "      <td> 69beba48aac7d55ffc0849313963857a</td>\n",
+        "      <td> 2aa84c6099c188d7a3ad1bcec454b209</td>\n",
+        "      <td> 2014-10-11</td>\n",
+        "      <td>  575</td>\n",
+        "      <td>  54</td>\n",
+        "      <td>  24</td>\n",
+        "      <td> \u3010\u7889\u5821\u4e86!Apache Spark\u75281/10\u7684\u8282\u70b9\u6253\u7834\u4e86\u539f\u6765MapReduce 100TB\u548c...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>59131  </th>\n",
+        "      <td> 69beba48aac7d55ffc0849313963857a</td>\n",
+        "      <td> 388c3b61bf2229d5603cbfbe6b90e402</td>\n",
+        "      <td> 2014-11-13</td>\n",
+        "      <td>  568</td>\n",
+        "      <td>  43</td>\n",
+        "      <td>  10</td>\n",
+        "      <td> \u3010\u9006\u5929\u4e86\uff0c\u5fae\u8f6f\u5ba3\u5e03.Net\u6838\u5fc3\u8fd0\u884c\u5e93\u5f00\u6e90\u5e76\u8de8\u5e73\u53f0\u8fd0\u884c\u3011http://t.cn/R7eyMdn...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>59677  </th>\n",
+        "      <td> 7e78be07526d0b520f534ebbbde4a805</td>\n",
+        "      <td> 6918dc5dbb4dbe5ad34b3b7108264b9b</td>\n",
+        "      <td> 2014-08-04</td>\n",
+        "      <td>  732</td>\n",
+        "      <td> 203</td>\n",
+        "      <td> 422</td>\n",
+        "      <td> \u4e00\u9ad8\u4e2d\u540c\u5b66\u7684\u6bcd\u4eb2\u5728\u5730\u9707\u4e2d\u6ca1\u4e86\uff0c\u4e09\u767e\u591a\u4eba\u53ea\u662f\u4e2a\u6570\u5b57\uff0c\u80cc\u540e\u662f\u4e09\u767e\u591a\u4e2a\u5bb6\u5ead\uff0c\u90a3\u8fb9\u7684\u4ea4\u901a\u5f88\u843d\u540e\u5f88\u843d\u540e...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>62286  </th>\n",
+        "      <td> eea84c3720716f8fbea0fa39bbb2d87a</td>\n",
+        "      <td> b88b97d429b910239d16c40bb1a7a0cb</td>\n",
+        "      <td> 2014-07-25</td>\n",
+        "      <td>  607</td>\n",
+        "      <td> 110</td>\n",
+        "      <td>   9</td>\n",
+        "      <td> \u30102014Q2\u56e2\u8d2dAPP\u4e0b\u8f7d\u91cf\uff1a\u767e\u5ea6\u7cef\u7c73\u6708\u5747\u589e\u901f\u6700\u5feb\u3011\u56e2\u8d2d\u9886\u57df\u4ecd\u4ee5\u7f8e\u56e2\u56e2\u8d2d\u3001\u767e\u5ea6\u7cef\u7c73\u3001\u62c9\u624b\u56e2...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>71890  </th>\n",
+        "      <td> f66d19a337fee82545e71cdbe0e8a726</td>\n",
+        "      <td> 35e945ed6d8e4e5ec6e5894f3e2646d8</td>\n",
+        "      <td> 2014-07-12</td>\n",
+        "      <td> 1165</td>\n",
+        "      <td> 478</td>\n",
+        "      <td> 102</td>\n",
+        "      <td>                                            I quit</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>74497  </th>\n",
+        "      <td> 20211cdf6251c00cf8f6948e657ed60a</td>\n",
+        "      <td> 1d8fd1c4ecc10e3335f854e9bef103e6</td>\n",
+        "      <td> 2014-10-14</td>\n",
+        "      <td>  505</td>\n",
+        "      <td>  21</td>\n",
+        "      <td>  64</td>\n",
+        "      <td> \u4e2d\u5c71\u5927\u5b66\u53d1\u73b0 M1 \u5929\u7136\u75c5\u6bd2\u80fd\u7cbe\u786e\u6740\u706d\u764c\u7ec6\u80de\uff0c\u771f\u7684\u5417\uff08\u5206\u4eab\u81ea @\u77e5\u4e4e\u65e5\u62a5 \uff09 http://...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>83978  </th>\n",
+        "      <td> 59fa4fd25594e1006756dc277f0b6706</td>\n",
+        "      <td> 86df9e19cc0513d9460fc0e3033e1c97</td>\n",
+        "      <td> 2014-09-28</td>\n",
+        "      <td>  556</td>\n",
+        "      <td> 209</td>\n",
+        "      <td>  24</td>\n",
+        "      <td> \u544a\u8bc9\u4f60\u4ec0\u4e48\u624d\u53eb\u7cfb\u7edf\u5b89\u5168\u6027\u3002@\u674e\u6960\u6216kkk \u8bf4\u8bbe\u8ba1\u4e0e\u4ea4\u4e92\u8fd8\u662fFlyme\uff0c\u90a3\u4e48\u6211\u60f3\u8bf7\u95ee\u6960\u603b\uff0cFl...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>95005  </th>\n",
+        "      <td> 7018c33400bdef5938515fa2b8a0c9ae</td>\n",
+        "      <td> 9ed3b67c554b0dbabefe207260386b73</td>\n",
+        "      <td> 2014-09-11</td>\n",
+        "      <td>  785</td>\n",
+        "      <td>  35</td>\n",
+        "      <td>   1</td>\n",
+        "      <td> #\u6784\u5efa\u4e91\u901a\u8bafPAAS\u5e73\u53f0\u7684\u6311\u6218\u548c\u5e94\u5bf9\u4e4b\u9053#\u5373\u523b\u8d77\u81f39\u670818\u65e5\uff0c\u5173\u6ce8@ CSDN\u4e91\u8ba1\u7b97\uff0c\u8f6c\u53d1\u6b64...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>99205  </th>\n",
+        "      <td> 885d8b99f59d5749d3eb1a716a04e451</td>\n",
+        "      <td> 8828816fa6385b767815e52aeefcd95a</td>\n",
+        "      <td> 2014-12-10</td>\n",
+        "      <td>  502</td>\n",
+        "      <td>   1</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> \u3010\u805a\u96c61000\u4eba\uff0c\u767d\u9001\u5343\u5143\u793c\u3011\u6234\u5c14\u5343\u5143\u793c\u5305\u706b\u62fc\u5f00\u59cb\uff0c\u56e2\u7ed3\u5c31\u662f\u94b1\uff01\u52a0\u5927\u793c\u5305\u91d1\u989d\uff0c\u6bcf\u53ec\u96c6\u4e00\u4e2a\u5c0f\u4f19...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>105745 </th>\n",
+        "      <td> 31863e1b7b5f6b29d136a5fe5bef1ccf</td>\n",
+        "      <td> 95e79c510b0f54d29afcc85ad28e4710</td>\n",
+        "      <td> 2014-12-30</td>\n",
+        "      <td>  476</td>\n",
+        "      <td>  85</td>\n",
+        "      <td>  70</td>\n",
+        "      <td> \u505a App \u7684\u670b\u53cb\u90fd\u5bf9\u6211\u8bf4\u4e0d\u8981\u505a\u4e86\uff0c\u8fd9\u4e2a App \u4e0d\u53ef\u80fd\u4e0a\u67b6\u3002\u6211\u8fd8\u662f\u575a\u6301\u505a\u4e86\uff0c\u4e00\u8fb9\u5e26\u5b69\u5b50\uff0c\u4e00...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>118907 </th>\n",
+        "      <td> 3441ebc772a5f5b15c1c41c7f58be2ae</td>\n",
+        "      <td> 655564b1623ad540a418deb6712956e3</td>\n",
+        "      <td> 2014-07-22</td>\n",
+        "      <td>  754</td>\n",
+        "      <td>  45</td>\n",
+        "      <td>  29</td>\n",
+        "      <td>                                   \u817e\u8baf\u5fae\u535a\u4e8b\u4e1a\u90e8\u64a4\u9500\u6389\u4e86\u3002\u3002\u3002\u3002</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>119137 </th>\n",
+        "      <td> 36766ae73e56c6aa14e8811798ddfe0e</td>\n",
+        "      <td> 7ce46548262eb9e8245d2a4cb16768e4</td>\n",
+        "      <td> 2014-07-10</td>\n",
+        "      <td>  630</td>\n",
+        "      <td> 155</td>\n",
+        "      <td>   5</td>\n",
+        "      <td> #\u798f\u5229# \u53ea\u9700\u8f6c\u53d1\u5c31\u6709\u673a\u4f1a\u83b7\u5f97\uff0c\u9001\u51fa3\u672c\uff0c\u622a\u6b627\u670812\u65e5\u4e2d\u534812:00\u3002\u4e66\u540d\uff1a\u300aPython...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>119248 </th>\n",
+        "      <td> 36766ae73e56c6aa14e8811798ddfe0e</td>\n",
+        "      <td> 6330d5d636bffbf81c982fbdd08b5b81</td>\n",
+        "      <td> 2014-08-27</td>\n",
+        "      <td>  959</td>\n",
+        "      <td> 164</td>\n",
+        "      <td>  16</td>\n",
+        "      <td> #\u798f\u5229# \u7ed9\u529b\u9001\u51fa10\u672c\u5927\u5e08\u7ecf\u5178\u4f5c\u54c1[\u73ab\u7470]\uff0c\u8f6c\u53d1\u5c31\u6709\u673a\u4f1a\u8d62\u53d6\uff0c\u4e66\u540d\u300a\u54a8\u8be2\u7684\u5965\u79d8\uff1a\u5bfb\u6c42\u548c\u63d0\u51fa...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>119423 </th>\n",
+        "      <td> 36766ae73e56c6aa14e8811798ddfe0e</td>\n",
+        "      <td> 7f5e2e37cacc28f7b236c9f6758a36de</td>\n",
+        "      <td> 2014-12-03</td>\n",
+        "      <td> 1347</td>\n",
+        "      <td> 227</td>\n",
+        "      <td>  30</td>\n",
+        "      <td> #\u9884\u70ed\u8d60\u4e66# \u9001\u51fa10\u672c\u300a\u6211\u4eec\u8981\u81ea\u5b66\u300b\uff0c\u8f6c\u53d1\u62bd\u53d6\uff0c\u622a\u6b6212\u670811\u65e500:00\u3002\u751f\u547d\u7684\u7cbe\u5f69\u7a0b\u5ea6...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>121487 </th>\n",
+        "      <td> c45800dd5cb17495015b2514f8d80fc4</td>\n",
+        "      <td> 57a249e0f563138a0d90a449180f7893</td>\n",
+        "      <td> 2014-12-25</td>\n",
+        "      <td>  472</td>\n",
+        "      <td> 101</td>\n",
+        "      <td>  13</td>\n",
+        "      <td> \u201c\u5927\u91cf12306\u7528\u6237\u6570\u636e\u5728\u4e92\u8054\u7f51\u75af\u4f20\u5305\u62ec\u7528\u6237\u5e10\u53f7\u3001\u660e\u6587\u5bc6\u7801\u3001\u8eab\u4efd\u8bc1\u90ae\u7bb1\u7b49\uff08\u6cc4\u6f0f\u9014\u5f84\u76ee\u524d\u672a\u77e5\uff09...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>130366 </th>\n",
+        "      <td> 6d53498b871cd02f68279aa1f96a0e2b</td>\n",
+        "      <td> 51eee2f55f2741edcd301de59cbd28a6</td>\n",
+        "      <td> 2014-07-31</td>\n",
+        "      <td>  937</td>\n",
+        "      <td> 761</td>\n",
+        "      <td>  12</td>\n",
+        "      <td> #\u4f60\u770b\u4e13\u9898\u8f6c\u53d1\uff0c\u6211\u5c31\u9001\u4f60\u793c\u54c1#8\u67084\u65e5~8\u670815\u65e5\uff0c\u70b9\u51fb\u94fe\u63a5http://t.cn/RPtS...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>130465 </th>\n",
+        "      <td> 465b808b7744fa9b84987fb73b50f629</td>\n",
+        "      <td> 10090cf7e4c65c398a1df8547ca9b204</td>\n",
+        "      <td> 2014-09-07</td>\n",
+        "      <td>  679</td>\n",
+        "      <td>  52</td>\n",
+        "      <td>  23</td>\n",
+        "      <td> \u3010\u52a0\u5dde\u4e00\u5927\u5b66\u6559\u6388\u662f\u72af\u7f6a\u56e2\u4f19\u5934\u5b50 \u582a\u6bd4\u7535\u5f71\u3011\u767d\u5929\uff0c\u4ed6\u662f\u4e00\u4f4d\u53d7\u4eba\u5c0a\u656c\u7684\u7ec8\u8eab\u6559\u6388\uff0c\u5b66\u751f\u548c\u5927\u5b66\u540c\u4e8b\u4eec...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>151848 </th>\n",
+        "      <td> ac4e754e41c3f328f1bf18c7fc381511</td>\n",
+        "      <td> 5b1b2bbb1874ee9eeff9e80d7b62f8a0</td>\n",
+        "      <td> 2014-07-01</td>\n",
+        "      <td>  443</td>\n",
+        "      <td>  35</td>\n",
+        "      <td> 137</td>\n",
+        "      <td> \u3010Bravo\uff01\uff01\uff01\u8d85\u70ab\u7684\u53ef\u7231\u52a8\u6548\u3011\u770b\u8fd9\u4e9b\u7f8e\u7f8e\u7684\u8272\u5f69\u600e\u6837\u51fb\u4e2d\u4f60\u7684\u5c0f\u5fc3\u810f\uff01\u70b9\u51fb\u67e5\u770bGIF\u5927\u56fe\uff01\u5c0f...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>151853 </th>\n",
+        "      <td> ac4e754e41c3f328f1bf18c7fc381511</td>\n",
+        "      <td> 217ff5b50a27ac0288ecaaedf1074c88</td>\n",
+        "      <td> 2014-07-01</td>\n",
+        "      <td>  719</td>\n",
+        "      <td> 144</td>\n",
+        "      <td>   9</td>\n",
+        "      <td> \u3010\u4f18\u8bbe\u597d\u4e66\u5468\u5468\u9001\u3011\u8f6c\u53d1\u5c31\u6709\u673a\u4f1a\u62e5\u6709\u53f2\u4e0a\u6700\u5b9e\u7528\u7684\u521b\u610f\u5de5\u4f5c\u6cd5\u5927\u5168\uff01\u6bcf\u59575\u518c\uff0c\u4ef7\u503c160\u7684\u300a\u521b\u610f\u7b14...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>151861 </th>\n",
+        "      <td> ac4e754e41c3f328f1bf18c7fc381511</td>\n",
+        "      <td> 03a6ce52c1cd2c60adc0850a76579f5b</td>\n",
+        "      <td> 2014-07-02</td>\n",
+        "      <td>  442</td>\n",
+        "      <td>  73</td>\n",
+        "      <td> 164</td>\n",
+        "      <td>  \u3010\u665a\u5b89\uff01\u4e00\u7ec4\u80fd\u6cbb\u6108\u5931\u7720\u4fc3\u8fdb\u591a\u5df4\u80fa\u5206\u6ccc\u7684GIF\u52a8\u56fe\u3011\u56feby David Whyte \u91c7\u7f16ina\u7434\u68a8</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>151863 </th>\n",
+        "      <td> ac4e754e41c3f328f1bf18c7fc381511</td>\n",
+        "      <td> 50f4431051943c4efb7f548248f90fd7</td>\n",
+        "      <td> 2014-07-02</td>\n",
+        "      <td>  611</td>\n",
+        "      <td>  56</td>\n",
+        "      <td> 159</td>\n",
+        "      <td> \u3010\u8fd8\u5728\u95ee\u201c\u8fd9\u662f\u4ec0\u4e48\u5b57\u4f53\uff1f\u201d\u56db\u6b3e\u795e\u5668\u5e2e\u5230\u4f60\uff01\u3011\u6709\u5f88\u591a\u7ae5\u978b\u770b\u5230\u4e00\u4e9b\u8bbe\u8ba1\u4f5c\u54c1\u65f6\uff0c\u7ecf\u5e38\u5728\u8bc4\u8bba\u4e0b\u6025\u6c42\u5b57...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>151907 </th>\n",
+        "      <td> ac4e754e41c3f328f1bf18c7fc381511</td>\n",
+        "      <td> 3ed9ce17c5a483bb2b1f37c4ba6a409a</td>\n",
+        "      <td> 2014-07-05</td>\n",
+        "      <td>  494</td>\n",
+        "      <td>  17</td>\n",
+        "      <td>  98</td>\n",
+        "      <td> \u3010\u5927\u795e\u63a8\u8350\uff0130\u79cd\u6700\u7f8e\u82f1\u6587\u624b\u5199\u4f53\u6253\u5305\u4e0b\u8f7d\uff01\u3011SixRevisions\u603b\u7f16Jacob Gube...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>151914 </th>\n",
+        "      <td> ac4e754e41c3f328f1bf18c7fc381511</td>\n",
+        "      <td> 724f9a25f1778ca869b810d02f943e57</td>\n",
+        "      <td> 2014-07-05</td>\n",
+        "      <td>  557</td>\n",
+        "      <td>  31</td>\n",
+        "      <td> 191</td>\n",
+        "      <td> \u3010PS\u4fee\u56fe\u5c0f\u6559\u7a0b\uff01\u6f02\u4eae\u8272\u8c03\u4e00\u79d2\u8c03\u51fa\u6765\u3011@\u817e\u8bafisux sami \u4f5c\u4e3a\u4e00\u4e2a\u7231\u73a9\u513f\u7684\u59b9\u7eb8\uff0c\u51fa\u95e8\u548c...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>151918 </th>\n",
+        "      <td> ac4e754e41c3f328f1bf18c7fc381511</td>\n",
+        "      <td> 3c56bb8f49df4b0743bb655834127e7e</td>\n",
+        "      <td> 2014-07-05</td>\n",
+        "      <td>  648</td>\n",
+        "      <td>  21</td>\n",
+        "      <td> 210</td>\n",
+        "      <td> \u3010\u56fd\u5916\u5b66PS\u6559\u7a0b\u4e0d\u5f97\u4e0d\u77e5\u768440\u4e2a\u7f51\u7ad9\u3011http://t.cn/8kF2RqH \u301050\u4e2aPS\u4eba...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>...</th>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1504095</th>\n",
+        "      <td> d481d5e9ec5b6966148f060481f2d02a</td>\n",
+        "      <td> 9c9ac87c4e9200369bd1e67e6c638e39</td>\n",
+        "      <td> 2014-12-09</td>\n",
+        "      <td>  612</td>\n",
+        "      <td>  79</td>\n",
+        "      <td>  20</td>\n",
+        "      <td> #\u7c89\u4e1d\u798f\u5229# @IT\u7a0b\u5e8f\u733f \u8054\u5408@\u56fe\u7075\u6559\u80b2 \u9001\u51fa5\u672c\u300a\u7a0b\u5e8f\u5458\u5fc5\u8bfb\u4e4b\u8f6f\u4ef6\u67b6\u6784\u300b\uff01\u622a\u6b6212\u670813...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1504126</th>\n",
+        "      <td> d481d5e9ec5b6966148f060481f2d02a</td>\n",
+        "      <td> 2ad9ba9b182cf08d3d143bf4923237f7</td>\n",
+        "      <td> 2014-12-10</td>\n",
+        "      <td>  439</td>\n",
+        "      <td> 440</td>\n",
+        "      <td>   8</td>\n",
+        "      <td>          \u6211\u5df2\u7ecf\u611f\u53d7\u5230\u4e86\u5c04\u9e21\u5e08\u6df1\u6df1\u7684\u6076\u610f\uff0c\u4e0b\u73ed\u522b\u8d70\uff0c\u6709\u4eba\u627e\uff01[doge]\uff08\u56fe\u7247\u6765\u6e90\u4e8e\u7f51\u7edc\uff09</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1504202</th>\n",
+        "      <td> d481d5e9ec5b6966148f060481f2d02a</td>\n",
+        "      <td> 680ecb6692423a8413a1ab295ea51592</td>\n",
+        "      <td> 2014-12-16</td>\n",
+        "      <td>  570</td>\n",
+        "      <td>  63</td>\n",
+        "      <td>  13</td>\n",
+        "      <td> #\u7c89\u4e1d\u798f\u5229# @IT\u7a0b\u5e8f\u733f \u8054\u5408@\u56fe\u7075\u6559\u80b2 \u9001\u51fa5\u672c\u300a\u4ee3\u7801\u672c\u8272\u300b\uff01\u622a\u6b6212\u670820\u65e524:00...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1504301</th>\n",
+        "      <td> d481d5e9ec5b6966148f060481f2d02a</td>\n",
+        "      <td> 345ad58919c0fdcfe2bdae3ed6b5df03</td>\n",
+        "      <td> 2014-12-22</td>\n",
+        "      <td> 1183</td>\n",
+        "      <td>   8</td>\n",
+        "      <td>   6</td>\n",
+        "      <td>                  \u5317\u4eac\u7684\u4e92\u8054\u7f51\u516c\u53f8\u591a\u5b66\u5b66\u4eba\u5bb6\u638c\u9605\uff0c\u5730\u94c1\u6da8\u4ef7\u8f66\u8865\u4e5f\u8981\u8ddf\u7740\u6da8\uff0c\u8f6c\u8d77\u6765\uff01</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1504333</th>\n",
+        "      <td> d481d5e9ec5b6966148f060481f2d02a</td>\n",
+        "      <td> 80132db9eb6d93c0d6ea1a9830ac8fc6</td>\n",
+        "      <td> 2014-12-23</td>\n",
+        "      <td> 1183</td>\n",
+        "      <td>  51</td>\n",
+        "      <td>  15</td>\n",
+        "      <td> \u5e74\u7ec8party\u54ea\u5bb6\u5f3a\uff1f\u6211\u53ea\u80fd\u544a\u8bc9\u4f60\uff0c\u6ca1\u6765Win8\u5e73\u677f\u5dc5\u5cf0\u5927\u8db4\uff0c\u540e\u6094\u7edd\u5bf9\u4e0d\u6b62\u4e00\u5e74~~~\u54b3\u54b3\uff0c\u597d...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1513240</th>\n",
+        "      <td> 09391bffa426a0109c62ce85229368ff</td>\n",
+        "      <td> 17a5cace4ba65cdb37f4424ae6f5188e</td>\n",
+        "      <td> 2014-07-09</td>\n",
+        "      <td>  675</td>\n",
+        "      <td> 750</td>\n",
+        "      <td>  16</td>\n",
+        "      <td> \u6211\u53d1\u8d77\u4e86\u4e00\u4e2a\u56f4\u8116\u6295\u7968\u300a\u5c0f\u65f6\u4ee33\u548c\u540e\u4f1a\u65e0\u671f\u4f60\u770b\u597d\u54ea\u4e2a\uff1f\u300b\uff0c\u5feb\u6765\u6295\u7968\u5427 \u70b9\u51fb\u94fe\u63a5\u8fdb\u5165 http:...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1530002</th>\n",
+        "      <td> 57e09eb5d3f7006da66b60b3ae7efc00</td>\n",
+        "      <td> 8ad318f5df0bbd229fcddae1e669142c</td>\n",
+        "      <td> 2014-08-14</td>\n",
+        "      <td> 1177</td>\n",
+        "      <td>  99</td>\n",
+        "      <td> 200</td>\n",
+        "      <td>                  \u53cb\u76df7\u6708\u4efd\u7684\u6570\u636e\u7ec8\u4e8e\u51fa\u6765\u4e86\u30022S\u4f9d\u7136\u6392\u5728\u7b2c\u4e00\u4f4d\uff0c\u7c733\u6392\u5230\u4e86\u7b2c\u4e8c\u3002</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1531170</th>\n",
+        "      <td> 0d786e24662cebefa77c58c3e9c46572</td>\n",
+        "      <td> 88dcf23fd957dd9f0c5fb95d1fc5cc0e</td>\n",
+        "      <td> 2014-12-01</td>\n",
+        "      <td>  849</td>\n",
+        "      <td>  78</td>\n",
+        "      <td> 204</td>\n",
+        "      <td>       \u4eca\u5929\u662f\u4e16\u754c\u827e\u6ecb\u75c5\u65e5\uff0c\u6709\u4e00\u4f4d\u4e0d\u5e73\u51e1\u7684\u4e2d\u56fd\u9000\u4f11\u5973\u533b\u751f\uff0c\u633d\u6551\u4e86\u8bb8\u591a\u4eba\u7684\u751f\u547d\uff0c\u503c\u5f97\u5927\u5bb6\u8bb0\u4f4f\u5979\u3002</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1531574</th>\n",
+        "      <td> 8507f224ff141fcdc92d6cca325a948a</td>\n",
+        "      <td> 61a549992f7a5b540037c1c55f76245a</td>\n",
+        "      <td> 2014-08-19</td>\n",
+        "      <td>  447</td>\n",
+        "      <td> 113</td>\n",
+        "      <td>  34</td>\n",
+        "      <td> \u963f\u91cc\u4e91\u8ba1\u7b97\u603b\u88c1\u738b\u6587\u5f6c\u8868\u793a\uff1a\u8d8a\u6765\u8d8a\u591a\u4f01\u4e1a\u62e5\u62b1\u4e92\u8054\u7f51\uff0c\u4eceIT\u8d70\u5411DT\u3002\u6211\u4eec\u5e0c\u671b\u8ddf\u5927\u5bb6\u4e00\u8d77\u5171\u5efa\u65b0\u7684...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1531660</th>\n",
+        "      <td> 8507f224ff141fcdc92d6cca325a948a</td>\n",
+        "      <td> 8621d76fc619c52477eae688be2a9330</td>\n",
+        "      <td> 2014-09-23</td>\n",
+        "      <td>  501</td>\n",
+        "      <td>  88</td>\n",
+        "      <td>  66</td>\n",
+        "      <td> \u3010\u963f\u91cc\u4e91\u4e07\u79d1\u6253\u9020\u201c\u672a\u6765\u5c0f\u533a\u201d\u30119\u670823\u65e5\uff0c\u963f\u91cc\u4e91\u4e0e\u4e07\u79d1\u5ba3\u5e03\u8fbe\u6210\u6218\u7565\u5408\u4f5c\uff0c\u53cc\u65b9\u5c06\u901a\u8fc7\u5e94\u7528\u4e91\u8ba1\u7b97...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1532008</th>\n",
+        "      <td> 8507f224ff141fcdc92d6cca325a948a</td>\n",
+        "      <td> 272910adcabb37ae0ac81cbd14f5f1c5</td>\n",
+        "      <td> 2014-12-20</td>\n",
+        "      <td> 1114</td>\n",
+        "      <td> 136</td>\n",
+        "      <td> 257</td>\n",
+        "      <td> \u4eca\u5929\u4e0a\u5348\uff0c\u5357\u4eac\u5927\u5b66\u7684\u9a6c\u5065\u7b496\u540d90\u540e\u5927\u5b66\u751f\uff0c\u4ece\u963f\u91cc\u5df4\u5df4\u96c6\u56e2CTO\u738b\u575a\u624b\u4e0a\u63a5\u8fc7\u4e86\u4e00\u5f20\u4e00\u767e\u4e07\u5143\u7684...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1532016</th>\n",
+        "      <td> 8507f224ff141fcdc92d6cca325a948a</td>\n",
+        "      <td> bbceacf6d71a2f95465df73e271d024b</td>\n",
+        "      <td> 2014-12-24</td>\n",
+        "      <td>  760</td>\n",
+        "      <td> 196</td>\n",
+        "      <td> 140</td>\n",
+        "      <td> \u3010\u58f0\u660e\u3011 12\u670820\u65e5-21\u65e5\uff0c\u90e8\u7f72\u5728\u963f\u91cc\u4e91\u4e0a\u7684\u4e00\u5bb6\u77e5\u540d\u6e38\u620f\u516c\u53f8\uff0c\u906d\u9047\u4e86\u5168\u7403\u4e92\u8054\u7f51\u53f2\u4e0a\u6700\u5927\u7684...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1533846</th>\n",
+        "      <td> 2945cceecb5fc717154386b6b079a6b2</td>\n",
+        "      <td> aa346a54c79f656c771e560d1790bd3a</td>\n",
+        "      <td> 2014-12-31</td>\n",
+        "      <td>  488</td>\n",
+        "      <td>  61</td>\n",
+        "      <td> 148</td>\n",
+        "      <td> \uff3b\u5b59\u949f\u79c0 \u3002\u300a\u64cd\u4f5c\u7cfb\u7edf\u6559\u7a0b\u300b \u3002\u6ce8\u91ca\uff3d\uff08\u5168\uff09\uff081-8\u7ae0\uff09\u3002\u5386\u7ecf\u4e00\u5e74\uff0c\u7ec8\u4e8e\u5b8c\u6210\u3002\u6df1\u611f\u81ea\u5df1\u624d\u758f\u5b66...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1536105</th>\n",
+        "      <td> 91bc59e3b98ba36eddd17ff8796828b7</td>\n",
+        "      <td> e263e8aa354ff731ce7cae91b7fee134</td>\n",
+        "      <td> 2014-07-20</td>\n",
+        "      <td>  732</td>\n",
+        "      <td>  36</td>\n",
+        "      <td>  26</td>\n",
+        "      <td> \u3010\u63a5\u89e6\u4eba\u6027\u9634\u6697\u9762\u6700\u591a\u7684\u662f\u54ea\u79cd\u804c\u4e1a\uff1f\u3011\u732b\u4e0d\u7fa4 : \u4f60\u4eec\u80af\u5b9a\u4e0d\u4e86\u89e3\u4e2d\u56fd\u7684\u5fc3\u7406\u54a8\u8be2\u5e08\u3002 \u6211\u73b0\u5728\u90fd\u65e0...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1582274</th>\n",
+        "      <td> b864ecdc49e47dfd3713ce6ce0bd8bcd</td>\n",
+        "      <td> 64a653e730c1251ff1412983f1d18775</td>\n",
+        "      <td> 2014-07-04</td>\n",
+        "      <td>  773</td>\n",
+        "      <td>  38</td>\n",
+        "      <td> 108</td>\n",
+        "      <td> \u8bb8\u591a\u8ba1\u7b97\u673a\u80cc\u666f\u51fa\u751f\u7684\u540c\u5b66\u90fd\u6ca1\u6709\u7cfb\u7edf\u5730\u5b66\u8fc7\u7edf\u8ba1\uff0c\u6240\u4ee5\u76f4\u63a5\u5b66Machine Learning\u7684\u65f6...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1582295</th>\n",
+        "      <td> b864ecdc49e47dfd3713ce6ce0bd8bcd</td>\n",
+        "      <td> fa273e2d97c15c27a13fa8a89bdb7e1e</td>\n",
+        "      <td> 2014-07-22</td>\n",
+        "      <td>  464</td>\n",
+        "      <td>  29</td>\n",
+        "      <td>  48</td>\n",
+        "      <td> #\u4ece\u6570\u636e\u76f4\u63a5\u751f\u6210\u7edf\u8ba1\u62a5\u544a# \u7ed9Zoubin Ghahramani\u548cJoshua Tenenb...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1582377</th>\n",
+        "      <td> b864ecdc49e47dfd3713ce6ce0bd8bcd</td>\n",
+        "      <td> 6ddd9360b84754f26b1352573a0eef70</td>\n",
+        "      <td> 2014-09-19</td>\n",
+        "      <td> 1094</td>\n",
+        "      <td>  46</td>\n",
+        "      <td>  23</td>\n",
+        "      <td> \u5927\u65b0\u95fb\uff1a\u7f8e\u56fd\u5fae\u8f6f\u603b\u90e8\u4eca\u5929\u5ba3\u5e03\u88c1\u54582100\u4eba\u3002\u5176\u4e2d\uff0c\u5fae\u8f6f\u7814\u7a76\u9662\u7845\u8c37\u7814\u7a76\u9662\u6574\u4e2a\u88ab\u88c1\u6389\uff0c\u660e\u5929\u5c06\u5173\u95e8...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1582394</th>\n",
+        "      <td> b864ecdc49e47dfd3713ce6ce0bd8bcd</td>\n",
+        "      <td> f01c2ba6a31c536bee1da7443adba0a7</td>\n",
+        "      <td> 2014-09-29</td>\n",
+        "      <td>  553</td>\n",
+        "      <td>  51</td>\n",
+        "      <td> 277</td>\n",
+        "      <td> \u300a\u7ebf\u6027\u4ee3\u6570\u300b\u662f\u300a\u673a\u5668\u5b66\u4e60\u300b\u7684\u91cd\u8981\u6570\u5b66\u5148\u5bfc\u8bfe\u7a0b\u3002\u5176\u5b9e\u300a\u7ebf\u4ee3\u300b\u8fd9\u95e8\u8bfe\u8bb2\u5f97\u6d45\u663e\u6613\u61c2\u7279\u522b\u4e0d\u5bb9\u6613\uff0c\u5982\u679c...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1582487</th>\n",
+        "      <td> b864ecdc49e47dfd3713ce6ce0bd8bcd</td>\n",
+        "      <td> 186ab0e77620c1ca748c1d1d6034ae7f</td>\n",
+        "      <td> 2014-12-03</td>\n",
+        "      <td>  621</td>\n",
+        "      <td>  32</td>\n",
+        "      <td>  58</td>\n",
+        "      <td> \u52a0\u5dde\u4f2f\u514b\u5229\u5927\u5b66\u535a\u58ebAria Haghighi\u5199\u4e86\u4e00\u7bc7\u8d85\u8d5e\u7684\u6570\u503c\u4f18\u5316\u535a\u6587\uff0c\u4ece\u725b\u987f\u6cd5\u8bb2\u5230\u62df\u725b\u987f\u6cd5...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1582879</th>\n",
+        "      <td> 26f52cc2a034e178e08339c7d4dca4d6</td>\n",
+        "      <td> cb0a13755c78ff5ed5cdb39174c7e7e6</td>\n",
+        "      <td> 2014-12-06</td>\n",
+        "      <td> 1086</td>\n",
+        "      <td>  43</td>\n",
+        "      <td>  64</td>\n",
+        "      <td>                                  \u7406\u60f3\u4e2d\u7684\u591a\u7ebf\u7a0b\uff1b\u73b0\u5b9e\u4e2d\u7684\u591a\u7ebf\u7a0b\u3002</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1584040</th>\n",
+        "      <td> 0f24ca3980734abb64119b0c47f63872</td>\n",
+        "      <td> b4d6ad1806cf73c9f673e1acb72520a5</td>\n",
+        "      <td> 2014-07-08</td>\n",
+        "      <td>  619</td>\n",
+        "      <td> 205</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> #\u4e16\u754c\u676f# \u660e\u6668\u56db\u70b9\uff0c\u5fb7\u56fd\u5df4\u897f\u4f1a\u5e08\u534a\u51b3\u8d5b\uff01\u672c\u5c4a\u4e16\u754c\u676f\uff0c\u65b0\u751f\u4ee3\u7403\u5458\u9996\u53d1\u8fc7\u534a\uff0c\u4f5c\u4e3a\u201c\u5fb7\u56fd\u6218\u8f66\u4e2d\u573a...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1584224</th>\n",
+        "      <td> 0f24ca3980734abb64119b0c47f63872</td>\n",
+        "      <td> 1e57252d380cccc6af81059cfc3060c3</td>\n",
+        "      <td> 2014-09-18</td>\n",
+        "      <td>  532</td>\n",
+        "      <td> 104</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> \u4f20\u7edfIT\u7cfb\u7edf\u75db\u70b9\u91cd\u91cd\uff0c#IT\u5347\u7ea7\uff0c\u523b\u4e0d\u5bb9\u7f13#\uff0c\u53ea\u6709\u63d0\u9ad8\u6570\u636e\u5904\u7406\u80fd\u529b\u624d\u80fd\u63d0\u9ad8\u7814\u7a76\u6210\u679c\uff0c\u95ea\u5b58\u53ef\u4e3a...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1584230</th>\n",
+        "      <td> 0f24ca3980734abb64119b0c47f63872</td>\n",
+        "      <td> ebab837205d775c6ce720a06ae702d72</td>\n",
+        "      <td> 2014-09-19</td>\n",
+        "      <td>  532</td>\n",
+        "      <td>  64</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> #IBM\u518d\u9020\u5b58\u50a8#\u867d\u7136IBM\u662f\u786c\u76d8\u7684\u53d1\u660e\u8005\uff0c\u4f46\u662fIBM\u5b58\u50a8\u4e00\u76f4\u6ca1\u6709\u627e\u5230\u6b63\u786e\u7684\u53d1\u58f0\u3002\u73b0\u5728\uff0cIB...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1584568</th>\n",
+        "      <td> ac6e81af78cc371eef0f756cb90797e8</td>\n",
+        "      <td> cedcf1b9fbd116efa98abf92639b600f</td>\n",
+        "      <td> 2014-10-29</td>\n",
+        "      <td>  870</td>\n",
+        "      <td> 322</td>\n",
+        "      <td>   8</td>\n",
+        "      <td> \u6bd4\u7279\u5e01\u5386\u7ecf\u4e94\u5e74\u53d1\u5c55\uff0c\u76f8\u5173\u4ea7\u4e1a\u767e\u82b1\u9f50\u653e\uff0c\u84ec\u52c3\u53d1\u5c55[\u7ed9\u529b]\u4e0e\u6b64\u540c\u65f6@\u4e2d\u56fd\u6bd4\u7279\u5e01\u5b98\u65b9\u5fae\u535a \u5e7f\u53d1\u82f1\u96c4...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1584975</th>\n",
+        "      <td> bc546c983a8b0abd77c2f0834aeed24c</td>\n",
+        "      <td> cd5b498938688518ffc3afad3ab968f5</td>\n",
+        "      <td> 2014-11-14</td>\n",
+        "      <td>  533</td>\n",
+        "      <td> 515</td>\n",
+        "      <td>   2</td>\n",
+        "      <td> \u65e0\u89c6\uff0c\u5426\u8ba4\uff0c\u4fdd\u7559\u6cd5\u5f8b\u8ffd\u6c42\uff0c\u8c03\u67e5\uff0c\u53ec\u56de\uff0c\u9053\u6b49\uff0c\u4e0d\u627f\u8ba4\u2026\u2026\u8fd9\u4e9b\u5173\u952e\u8bcd\u662f\u5927\u4f17\u8fd9\u6b21\u505a\u4e8b\u7684\u7f29\u5f71\u3002 \u5927\u4f17...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1594174</th>\n",
+        "      <td> 9e8107b9d8a6f1f4ca28a60d0f009aad</td>\n",
+        "      <td> 4c0a046890e6f9725b6b80fdb9f80883</td>\n",
+        "      <td> 2014-08-16</td>\n",
+        "      <td>  722</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> \uff02fun-\u4eab\uff02@\u534e\u5357\u7406\u5de5\u5927\u5b66MBA \u9879\u76ee\u63a8\u5e7f\u5927\u8d5b\u706b\u70ed\u8fdb\u884c\u4e2d\uff0c\u6211\u4e3a\u75af\u72c2\u961f\u559d\u5f69 http://t...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1596825</th>\n",
+        "      <td> bf9f0a5aa92e6a177a1474a9aa3197e6</td>\n",
+        "      <td> d63f384148a10bf88f286162893b44fc</td>\n",
+        "      <td> 2014-10-30</td>\n",
+        "      <td>  472</td>\n",
+        "      <td>  57</td>\n",
+        "      <td>  84</td>\n",
+        "      <td>                                    \u4e92\u8054\u7f51\u5df2\u7ecf\u628a\u4eba\u6027\u770b\u7a7f\u4e86\uff08\u8f6c\uff09</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1596915</th>\n",
+        "      <td> bf9f0a5aa92e6a177a1474a9aa3197e6</td>\n",
+        "      <td> 32cbfd8d0f62009b8a3339e8bbf07af7</td>\n",
+        "      <td> 2014-11-26</td>\n",
+        "      <td>  661</td>\n",
+        "      <td> 157</td>\n",
+        "      <td>  11</td>\n",
+        "      <td> \u4e3a\u4e86\u611f\u8c22\u7c89\u4e1d\u4eec\u7684\u652f\u6301\uff0c\u505a\u4e2a\u8f6c\u53d1\u62bd\u5956\u6d3b\u52a8[\u592a\u5f00\u5fc3]\u53ea\u8981\u5173\u6ce8\u6211\uff0c\u7136\u540e\u8f6c\u53d1\u672c\u6761\u5fae\u535a\uff0c\u5c31\u6709\u673a\u4f1a\u62bd\u5230\u300c...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1596931</th>\n",
+        "      <td> bf9f0a5aa92e6a177a1474a9aa3197e6</td>\n",
+        "      <td> 2042dd77363838b01230e1f15fee50e8</td>\n",
+        "      <td> 2014-12-02</td>\n",
+        "      <td>  739</td>\n",
+        "      <td> 178</td>\n",
+        "      <td>  12</td>\n",
+        "      <td> \u3010#SAE\u7c89\u4e1d\u798f\u5229#\u3011SAE\u541b\u8054\u5408 @\u56fe\u7075\u6559\u80b2 \u53d1\u798f\u5229\u55bd\uff01\u9001\u51fa7\u672c\u300aPHP\u7f16\u7a0b\u5b9e\u6218\u300b\uff0c\u5173\u6ce8S...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1621314</th>\n",
+        "      <td> 974ed7b04ba9d9f6c0ef23bc970fbee7</td>\n",
+        "      <td> 3cb3b9c4a54ee554b34cd437f99d5dea</td>\n",
+        "      <td> 2014-11-13</td>\n",
+        "      <td>  466</td>\n",
+        "      <td>  77</td>\n",
+        "      <td>  49</td>\n",
+        "      <td> #Connect# \u8de8\u5e73\u53f0Linux\u3001iOS\u3001Windows\uff0c.NET\u7a0b\u5e8f\u5458\u96c4\u8d77\uff01\u5fae\u8f6f\u5151\u73b0\u5176...</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "<p>617 rows \u00d7 7 columns</p>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 182,
+       "text": [
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+        "151918   ac4e754e41c3f328f1bf18c7fc381511  3c56bb8f49df4b0743bb655834127e7e   \n",
+        "...                                   ...                               ...   \n",
+        "1504095  d481d5e9ec5b6966148f060481f2d02a  9c9ac87c4e9200369bd1e67e6c638e39   \n",
+        "1504126  d481d5e9ec5b6966148f060481f2d02a  2ad9ba9b182cf08d3d143bf4923237f7   \n",
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+        "1504301  d481d5e9ec5b6966148f060481f2d02a  345ad58919c0fdcfe2bdae3ed6b5df03   \n",
+        "1504333  d481d5e9ec5b6966148f060481f2d02a  80132db9eb6d93c0d6ea1a9830ac8fc6   \n",
+        "1513240  09391bffa426a0109c62ce85229368ff  17a5cace4ba65cdb37f4424ae6f5188e   \n",
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+        "1531574  8507f224ff141fcdc92d6cca325a948a  61a549992f7a5b540037c1c55f76245a   \n",
+        "1531660  8507f224ff141fcdc92d6cca325a948a  8621d76fc619c52477eae688be2a9330   \n",
+        "1532008  8507f224ff141fcdc92d6cca325a948a  272910adcabb37ae0ac81cbd14f5f1c5   \n",
+        "1532016  8507f224ff141fcdc92d6cca325a948a  bbceacf6d71a2f95465df73e271d024b   \n",
+        "1533846  2945cceecb5fc717154386b6b079a6b2  aa346a54c79f656c771e560d1790bd3a   \n",
+        "1536105  91bc59e3b98ba36eddd17ff8796828b7  e263e8aa354ff731ce7cae91b7fee134   \n",
+        "1582274  b864ecdc49e47dfd3713ce6ce0bd8bcd  64a653e730c1251ff1412983f1d18775   \n",
+        "1582295  b864ecdc49e47dfd3713ce6ce0bd8bcd  fa273e2d97c15c27a13fa8a89bdb7e1e   \n",
+        "1582377  b864ecdc49e47dfd3713ce6ce0bd8bcd  6ddd9360b84754f26b1352573a0eef70   \n",
+        "1582394  b864ecdc49e47dfd3713ce6ce0bd8bcd  f01c2ba6a31c536bee1da7443adba0a7   \n",
+        "1582487  b864ecdc49e47dfd3713ce6ce0bd8bcd  186ab0e77620c1ca748c1d1d6034ae7f   \n",
+        "1582879  26f52cc2a034e178e08339c7d4dca4d6  cb0a13755c78ff5ed5cdb39174c7e7e6   \n",
+        "1584040  0f24ca3980734abb64119b0c47f63872  b4d6ad1806cf73c9f673e1acb72520a5   \n",
+        "1584224  0f24ca3980734abb64119b0c47f63872  1e57252d380cccc6af81059cfc3060c3   \n",
+        "1584230  0f24ca3980734abb64119b0c47f63872  ebab837205d775c6ce720a06ae702d72   \n",
+        "1584568  ac6e81af78cc371eef0f756cb90797e8  cedcf1b9fbd116efa98abf92639b600f   \n",
+        "1584975  bc546c983a8b0abd77c2f0834aeed24c  cd5b498938688518ffc3afad3ab968f5   \n",
+        "1594174  9e8107b9d8a6f1f4ca28a60d0f009aad  4c0a046890e6f9725b6b80fdb9f80883   \n",
+        "1596825  bf9f0a5aa92e6a177a1474a9aa3197e6  d63f384148a10bf88f286162893b44fc   \n",
+        "1596915  bf9f0a5aa92e6a177a1474a9aa3197e6  32cbfd8d0f62009b8a3339e8bbf07af7   \n",
+        "1596931  bf9f0a5aa92e6a177a1474a9aa3197e6  2042dd77363838b01230e1f15fee50e8   \n",
+        "1621314  974ed7b04ba9d9f6c0ef23bc970fbee7  3cb3b9c4a54ee554b34cd437f99d5dea   \n",
+        "\n",
+        "               time  forward_count  comment_count  like_count  \\\n",
+        "1737     2014-10-24           1266            418          21   \n",
+        "37709    2014-12-24            569             35          46   \n",
+        "41361    2014-08-08           1032             83          44   \n",
+        "48045    2014-11-20            513            388           1   \n",
+        "51491    2014-08-08            468             40          20   \n",
+        "51993    2014-12-04            774            172          14   \n",
+        "58943    2014-10-11            575             54          24   \n",
+        "59131    2014-11-13            568             43          10   \n",
+        "59677    2014-08-04            732            203         422   \n",
+        "62286    2014-07-25            607            110           9   \n",
+        "71890    2014-07-12           1165            478         102   \n",
+        "74497    2014-10-14            505             21          64   \n",
+        "83978    2014-09-28            556            209          24   \n",
+        "95005    2014-09-11            785             35           1   \n",
+        "99205    2014-12-10            502              1           0   \n",
+        "105745   2014-12-30            476             85          70   \n",
+        "118907   2014-07-22            754             45          29   \n",
+        "119137   2014-07-10            630            155           5   \n",
+        "119248   2014-08-27            959            164          16   \n",
+        "119423   2014-12-03           1347            227          30   \n",
+        "121487   2014-12-25            472            101          13   \n",
+        "130366   2014-07-31            937            761          12   \n",
+        "130465   2014-09-07            679             52          23   \n",
+        "151848   2014-07-01            443             35         137   \n",
+        "151853   2014-07-01            719            144           9   \n",
+        "151861   2014-07-02            442             73         164   \n",
+        "151863   2014-07-02            611             56         159   \n",
+        "151907   2014-07-05            494             17          98   \n",
+        "151914   2014-07-05            557             31         191   \n",
+        "151918   2014-07-05            648             21         210   \n",
+        "...             ...            ...            ...         ...   \n",
+        "1504095  2014-12-09            612             79          20   \n",
+        "1504126  2014-12-10            439            440           8   \n",
+        "1504202  2014-12-16            570             63          13   \n",
+        "1504301  2014-12-22           1183              8           6   \n",
+        "1504333  2014-12-23           1183             51          15   \n",
+        "1513240  2014-07-09            675            750          16   \n",
+        "1530002  2014-08-14           1177             99         200   \n",
+        "1531170  2014-12-01            849             78         204   \n",
+        "1531574  2014-08-19            447            113          34   \n",
+        "1531660  2014-09-23            501             88          66   \n",
+        "1532008  2014-12-20           1114            136         257   \n",
+        "1532016  2014-12-24            760            196         140   \n",
+        "1533846  2014-12-31            488             61         148   \n",
+        "1536105  2014-07-20            732             36          26   \n",
+        "1582274  2014-07-04            773             38         108   \n",
+        "1582295  2014-07-22            464             29          48   \n",
+        "1582377  2014-09-19           1094             46          23   \n",
+        "1582394  2014-09-29            553             51         277   \n",
+        "1582487  2014-12-03            621             32          58   \n",
+        "1582879  2014-12-06           1086             43          64   \n",
+        "1584040  2014-07-08            619            205           0   \n",
+        "1584224  2014-09-18            532            104           0   \n",
+        "1584230  2014-09-19            532             64           0   \n",
+        "1584568  2014-10-29            870            322           8   \n",
+        "1584975  2014-11-14            533            515           2   \n",
+        "1594174  2014-08-16            722              0           0   \n",
+        "1596825  2014-10-30            472             57          84   \n",
+        "1596915  2014-11-26            661            157          11   \n",
+        "1596931  2014-12-02            739            178          12   \n",
+        "1621314  2014-11-13            466             77          49   \n",
+        "\n",
+        "                                                   context  \n",
+        "1737     1024\u8282\u514d\u8d39\u9001\u51fa\u73cd\u85cf\u7248\u64b8\u59b9820\u4e00\u679a\uff0c\u5f53\u5e74WP\u4ea7\u54c1\u7ec4\u9001\u7ed9\u6211\u7684\u5f00\u53d1\u673a\uff0c\u5df2\u7ecf\u5237\u6e2f\u7248\u56fa\u4ef6\u6240\u4ee5\u652f\u6301...  \n",
+        "37709    Lwan\uff0c \u4e09\u5e74\u78e8\u4e00\u5251\u7684\u7eafC\u8bed\u8a00\u5199\u7684\u9ad8\u6027\u80fdHTTP Server\uff0c\u4ee3\u7801\u7b80\u6d01\u903b\u8f91\u6e05\u6670\uff0c epo...  \n",
+        "41361    \u4eca\u5929\u5728qq\u7fa4\u4e2d\u770b\u5230\u4e86\u4e00\u4e2a\u6bb5\u5b50\uff1a \u5c0f\u5b66\u8bed\u6587\u9898\u5173\u8054\u8bcd\u586b\u7a7a\uff1a \u4ed6____\u727a\u7272\u751f\u547d\uff0c____\u51fa\u5356\u7ec4\u7ec7...  \n",
+        "48045    \u9a91\u884c\u5230\u5e7f\u5dde\u6709\u70b9\u8ff7\u8def\uff0c\u6253\u5f00iPhone\u81ea\u5e26\u7684\u9ad8\u5fb7\u5730\u56fe\u5bfc\u822a\u4e00\u4e0b\uff0c\u7ed3\u679c\u5148\u8ba9\u6211\u4e0a\u6865\u518d\u8ba9\u6211\u4e0a\u96a7\u9053\uff0c\u95ee\u9898...  \n",
+        "51491                                     Skype\u8fd9\u4ee3\u7801\u662f\u5b9e\u4e60\u751f\u5199\u7684\u5417\uff1f  \n",
+        "51993                    \u5c31\u662f\u4efb\u6027\uff01\u5c31\u662f\u9001\uff01\u53ef\u4ee5\u4e48\uff1f[\u6316\u9f3b\u5c4e]\u8f6c\u8d77\u6765\uff0c\u5468\u4e00\u5f00\u5956\u3002[haha]  \n",
+        "58943    \u3010\u7889\u5821\u4e86!Apache Spark\u75281/10\u7684\u8282\u70b9\u6253\u7834\u4e86\u539f\u6765MapReduce 100TB\u548c...  \n",
+        "59131    \u3010\u9006\u5929\u4e86\uff0c\u5fae\u8f6f\u5ba3\u5e03.Net\u6838\u5fc3\u8fd0\u884c\u5e93\u5f00\u6e90\u5e76\u8de8\u5e73\u53f0\u8fd0\u884c\u3011http://t.cn/R7eyMdn...  \n",
+        "59677    \u4e00\u9ad8\u4e2d\u540c\u5b66\u7684\u6bcd\u4eb2\u5728\u5730\u9707\u4e2d\u6ca1\u4e86\uff0c\u4e09\u767e\u591a\u4eba\u53ea\u662f\u4e2a\u6570\u5b57\uff0c\u80cc\u540e\u662f\u4e09\u767e\u591a\u4e2a\u5bb6\u5ead\uff0c\u90a3\u8fb9\u7684\u4ea4\u901a\u5f88\u843d\u540e\u5f88\u843d\u540e...  \n",
+        "62286    \u30102014Q2\u56e2\u8d2dAPP\u4e0b\u8f7d\u91cf\uff1a\u767e\u5ea6\u7cef\u7c73\u6708\u5747\u589e\u901f\u6700\u5feb\u3011\u56e2\u8d2d\u9886\u57df\u4ecd\u4ee5\u7f8e\u56e2\u56e2\u8d2d\u3001\u767e\u5ea6\u7cef\u7c73\u3001\u62c9\u624b\u56e2...  \n",
+        "71890                                               I quit  \n",
+        "74497    \u4e2d\u5c71\u5927\u5b66\u53d1\u73b0 M1 \u5929\u7136\u75c5\u6bd2\u80fd\u7cbe\u786e\u6740\u706d\u764c\u7ec6\u80de\uff0c\u771f\u7684\u5417\uff08\u5206\u4eab\u81ea @\u77e5\u4e4e\u65e5\u62a5 \uff09 http://...  \n",
+        "83978    \u544a\u8bc9\u4f60\u4ec0\u4e48\u624d\u53eb\u7cfb\u7edf\u5b89\u5168\u6027\u3002@\u674e\u6960\u6216kkk \u8bf4\u8bbe\u8ba1\u4e0e\u4ea4\u4e92\u8fd8\u662fFlyme\uff0c\u90a3\u4e48\u6211\u60f3\u8bf7\u95ee\u6960\u603b\uff0cFl...  \n",
+        "95005    #\u6784\u5efa\u4e91\u901a\u8bafPAAS\u5e73\u53f0\u7684\u6311\u6218\u548c\u5e94\u5bf9\u4e4b\u9053#\u5373\u523b\u8d77\u81f39\u670818\u65e5\uff0c\u5173\u6ce8@ CSDN\u4e91\u8ba1\u7b97\uff0c\u8f6c\u53d1\u6b64...  \n",
+        "99205    \u3010\u805a\u96c61000\u4eba\uff0c\u767d\u9001\u5343\u5143\u793c\u3011\u6234\u5c14\u5343\u5143\u793c\u5305\u706b\u62fc\u5f00\u59cb\uff0c\u56e2\u7ed3\u5c31\u662f\u94b1\uff01\u52a0\u5927\u793c\u5305\u91d1\u989d\uff0c\u6bcf\u53ec\u96c6\u4e00\u4e2a\u5c0f\u4f19...  \n",
+        "105745   \u505a App \u7684\u670b\u53cb\u90fd\u5bf9\u6211\u8bf4\u4e0d\u8981\u505a\u4e86\uff0c\u8fd9\u4e2a App \u4e0d\u53ef\u80fd\u4e0a\u67b6\u3002\u6211\u8fd8\u662f\u575a\u6301\u505a\u4e86\uff0c\u4e00\u8fb9\u5e26\u5b69\u5b50\uff0c\u4e00...  \n",
+        "118907                                     \u817e\u8baf\u5fae\u535a\u4e8b\u4e1a\u90e8\u64a4\u9500\u6389\u4e86\u3002\u3002\u3002\u3002  \n",
+        "119137   #\u798f\u5229# \u53ea\u9700\u8f6c\u53d1\u5c31\u6709\u673a\u4f1a\u83b7\u5f97\uff0c\u9001\u51fa3\u672c\uff0c\u622a\u6b627\u670812\u65e5\u4e2d\u534812:00\u3002\u4e66\u540d\uff1a\u300aPython...  \n",
+        "119248   #\u798f\u5229# \u7ed9\u529b\u9001\u51fa10\u672c\u5927\u5e08\u7ecf\u5178\u4f5c\u54c1[\u73ab\u7470]\uff0c\u8f6c\u53d1\u5c31\u6709\u673a\u4f1a\u8d62\u53d6\uff0c\u4e66\u540d\u300a\u54a8\u8be2\u7684\u5965\u79d8\uff1a\u5bfb\u6c42\u548c\u63d0\u51fa...  \n",
+        "119423   #\u9884\u70ed\u8d60\u4e66# \u9001\u51fa10\u672c\u300a\u6211\u4eec\u8981\u81ea\u5b66\u300b\uff0c\u8f6c\u53d1\u62bd\u53d6\uff0c\u622a\u6b6212\u670811\u65e500:00\u3002\u751f\u547d\u7684\u7cbe\u5f69\u7a0b\u5ea6...  \n",
+        "121487   \u201c\u5927\u91cf12306\u7528\u6237\u6570\u636e\u5728\u4e92\u8054\u7f51\u75af\u4f20\u5305\u62ec\u7528\u6237\u5e10\u53f7\u3001\u660e\u6587\u5bc6\u7801\u3001\u8eab\u4efd\u8bc1\u90ae\u7bb1\u7b49\uff08\u6cc4\u6f0f\u9014\u5f84\u76ee\u524d\u672a\u77e5\uff09...  \n",
+        "130366   #\u4f60\u770b\u4e13\u9898\u8f6c\u53d1\uff0c\u6211\u5c31\u9001\u4f60\u793c\u54c1#8\u67084\u65e5~8\u670815\u65e5\uff0c\u70b9\u51fb\u94fe\u63a5http://t.cn/RPtS...  \n",
+        "130465   \u3010\u52a0\u5dde\u4e00\u5927\u5b66\u6559\u6388\u662f\u72af\u7f6a\u56e2\u4f19\u5934\u5b50 \u582a\u6bd4\u7535\u5f71\u3011\u767d\u5929\uff0c\u4ed6\u662f\u4e00\u4f4d\u53d7\u4eba\u5c0a\u656c\u7684\u7ec8\u8eab\u6559\u6388\uff0c\u5b66\u751f\u548c\u5927\u5b66\u540c\u4e8b\u4eec...  \n",
+        "151848   \u3010Bravo\uff01\uff01\uff01\u8d85\u70ab\u7684\u53ef\u7231\u52a8\u6548\u3011\u770b\u8fd9\u4e9b\u7f8e\u7f8e\u7684\u8272\u5f69\u600e\u6837\u51fb\u4e2d\u4f60\u7684\u5c0f\u5fc3\u810f\uff01\u70b9\u51fb\u67e5\u770bGIF\u5927\u56fe\uff01\u5c0f...  \n",
+        "151853   \u3010\u4f18\u8bbe\u597d\u4e66\u5468\u5468\u9001\u3011\u8f6c\u53d1\u5c31\u6709\u673a\u4f1a\u62e5\u6709\u53f2\u4e0a\u6700\u5b9e\u7528\u7684\u521b\u610f\u5de5\u4f5c\u6cd5\u5927\u5168\uff01\u6bcf\u59575\u518c\uff0c\u4ef7\u503c160\u7684\u300a\u521b\u610f\u7b14...  \n",
+        "151861    \u3010\u665a\u5b89\uff01\u4e00\u7ec4\u80fd\u6cbb\u6108\u5931\u7720\u4fc3\u8fdb\u591a\u5df4\u80fa\u5206\u6ccc\u7684GIF\u52a8\u56fe\u3011\u56feby David Whyte \u91c7\u7f16ina\u7434\u68a8  \n",
+        "151863   \u3010\u8fd8\u5728\u95ee\u201c\u8fd9\u662f\u4ec0\u4e48\u5b57\u4f53\uff1f\u201d\u56db\u6b3e\u795e\u5668\u5e2e\u5230\u4f60\uff01\u3011\u6709\u5f88\u591a\u7ae5\u978b\u770b\u5230\u4e00\u4e9b\u8bbe\u8ba1\u4f5c\u54c1\u65f6\uff0c\u7ecf\u5e38\u5728\u8bc4\u8bba\u4e0b\u6025\u6c42\u5b57...  \n",
+        "151907   \u3010\u5927\u795e\u63a8\u8350\uff0130\u79cd\u6700\u7f8e\u82f1\u6587\u624b\u5199\u4f53\u6253\u5305\u4e0b\u8f7d\uff01\u3011SixRevisions\u603b\u7f16Jacob Gube...  \n",
+        "151914   \u3010PS\u4fee\u56fe\u5c0f\u6559\u7a0b\uff01\u6f02\u4eae\u8272\u8c03\u4e00\u79d2\u8c03\u51fa\u6765\u3011@\u817e\u8bafisux sami \u4f5c\u4e3a\u4e00\u4e2a\u7231\u73a9\u513f\u7684\u59b9\u7eb8\uff0c\u51fa\u95e8\u548c...  \n",
+        "151918   \u3010\u56fd\u5916\u5b66PS\u6559\u7a0b\u4e0d\u5f97\u4e0d\u77e5\u768440\u4e2a\u7f51\u7ad9\u3011http://t.cn/8kF2RqH \u301050\u4e2aPS\u4eba...  \n",
+        "...                                                    ...  \n",
+        "1504095  #\u7c89\u4e1d\u798f\u5229# @IT\u7a0b\u5e8f\u733f \u8054\u5408@\u56fe\u7075\u6559\u80b2 \u9001\u51fa5\u672c\u300a\u7a0b\u5e8f\u5458\u5fc5\u8bfb\u4e4b\u8f6f\u4ef6\u67b6\u6784\u300b\uff01\u622a\u6b6212\u670813...  \n",
+        "1504126           \u6211\u5df2\u7ecf\u611f\u53d7\u5230\u4e86\u5c04\u9e21\u5e08\u6df1\u6df1\u7684\u6076\u610f\uff0c\u4e0b\u73ed\u522b\u8d70\uff0c\u6709\u4eba\u627e\uff01[doge]\uff08\u56fe\u7247\u6765\u6e90\u4e8e\u7f51\u7edc\uff09  \n",
+        "1504202  #\u7c89\u4e1d\u798f\u5229# @IT\u7a0b\u5e8f\u733f \u8054\u5408@\u56fe\u7075\u6559\u80b2 \u9001\u51fa5\u672c\u300a\u4ee3\u7801\u672c\u8272\u300b\uff01\u622a\u6b6212\u670820\u65e524:00...  \n",
+        "1504301                   \u5317\u4eac\u7684\u4e92\u8054\u7f51\u516c\u53f8\u591a\u5b66\u5b66\u4eba\u5bb6\u638c\u9605\uff0c\u5730\u94c1\u6da8\u4ef7\u8f66\u8865\u4e5f\u8981\u8ddf\u7740\u6da8\uff0c\u8f6c\u8d77\u6765\uff01  \n",
+        "1504333  \u5e74\u7ec8party\u54ea\u5bb6\u5f3a\uff1f\u6211\u53ea\u80fd\u544a\u8bc9\u4f60\uff0c\u6ca1\u6765Win8\u5e73\u677f\u5dc5\u5cf0\u5927\u8db4\uff0c\u540e\u6094\u7edd\u5bf9\u4e0d\u6b62\u4e00\u5e74~~~\u54b3\u54b3\uff0c\u597d...  \n",
+        "1513240  \u6211\u53d1\u8d77\u4e86\u4e00\u4e2a\u56f4\u8116\u6295\u7968\u300a\u5c0f\u65f6\u4ee33\u548c\u540e\u4f1a\u65e0\u671f\u4f60\u770b\u597d\u54ea\u4e2a\uff1f\u300b\uff0c\u5feb\u6765\u6295\u7968\u5427 \u70b9\u51fb\u94fe\u63a5\u8fdb\u5165 http:...  \n",
+        "1530002                   \u53cb\u76df7\u6708\u4efd\u7684\u6570\u636e\u7ec8\u4e8e\u51fa\u6765\u4e86\u30022S\u4f9d\u7136\u6392\u5728\u7b2c\u4e00\u4f4d\uff0c\u7c733\u6392\u5230\u4e86\u7b2c\u4e8c\u3002  \n",
+        "1531170        \u4eca\u5929\u662f\u4e16\u754c\u827e\u6ecb\u75c5\u65e5\uff0c\u6709\u4e00\u4f4d\u4e0d\u5e73\u51e1\u7684\u4e2d\u56fd\u9000\u4f11\u5973\u533b\u751f\uff0c\u633d\u6551\u4e86\u8bb8\u591a\u4eba\u7684\u751f\u547d\uff0c\u503c\u5f97\u5927\u5bb6\u8bb0\u4f4f\u5979\u3002  \n",
+        "1531574  \u963f\u91cc\u4e91\u8ba1\u7b97\u603b\u88c1\u738b\u6587\u5f6c\u8868\u793a\uff1a\u8d8a\u6765\u8d8a\u591a\u4f01\u4e1a\u62e5\u62b1\u4e92\u8054\u7f51\uff0c\u4eceIT\u8d70\u5411DT\u3002\u6211\u4eec\u5e0c\u671b\u8ddf\u5927\u5bb6\u4e00\u8d77\u5171\u5efa\u65b0\u7684...  \n",
+        "1531660  \u3010\u963f\u91cc\u4e91\u4e07\u79d1\u6253\u9020\u201c\u672a\u6765\u5c0f\u533a\u201d\u30119\u670823\u65e5\uff0c\u963f\u91cc\u4e91\u4e0e\u4e07\u79d1\u5ba3\u5e03\u8fbe\u6210\u6218\u7565\u5408\u4f5c\uff0c\u53cc\u65b9\u5c06\u901a\u8fc7\u5e94\u7528\u4e91\u8ba1\u7b97...  \n",
+        "1532008  \u4eca\u5929\u4e0a\u5348\uff0c\u5357\u4eac\u5927\u5b66\u7684\u9a6c\u5065\u7b496\u540d90\u540e\u5927\u5b66\u751f\uff0c\u4ece\u963f\u91cc\u5df4\u5df4\u96c6\u56e2CTO\u738b\u575a\u624b\u4e0a\u63a5\u8fc7\u4e86\u4e00\u5f20\u4e00\u767e\u4e07\u5143\u7684...  \n",
+        "1532016  \u3010\u58f0\u660e\u3011 12\u670820\u65e5-21\u65e5\uff0c\u90e8\u7f72\u5728\u963f\u91cc\u4e91\u4e0a\u7684\u4e00\u5bb6\u77e5\u540d\u6e38\u620f\u516c\u53f8\uff0c\u906d\u9047\u4e86\u5168\u7403\u4e92\u8054\u7f51\u53f2\u4e0a\u6700\u5927\u7684...  \n",
+        "1533846  \uff3b\u5b59\u949f\u79c0 \u3002\u300a\u64cd\u4f5c\u7cfb\u7edf\u6559\u7a0b\u300b \u3002\u6ce8\u91ca\uff3d\uff08\u5168\uff09\uff081-8\u7ae0\uff09\u3002\u5386\u7ecf\u4e00\u5e74\uff0c\u7ec8\u4e8e\u5b8c\u6210\u3002\u6df1\u611f\u81ea\u5df1\u624d\u758f\u5b66...  \n",
+        "1536105  \u3010\u63a5\u89e6\u4eba\u6027\u9634\u6697\u9762\u6700\u591a\u7684\u662f\u54ea\u79cd\u804c\u4e1a\uff1f\u3011\u732b\u4e0d\u7fa4 : \u4f60\u4eec\u80af\u5b9a\u4e0d\u4e86\u89e3\u4e2d\u56fd\u7684\u5fc3\u7406\u54a8\u8be2\u5e08\u3002 \u6211\u73b0\u5728\u90fd\u65e0...  \n",
+        "1582274  \u8bb8\u591a\u8ba1\u7b97\u673a\u80cc\u666f\u51fa\u751f\u7684\u540c\u5b66\u90fd\u6ca1\u6709\u7cfb\u7edf\u5730\u5b66\u8fc7\u7edf\u8ba1\uff0c\u6240\u4ee5\u76f4\u63a5\u5b66Machine Learning\u7684\u65f6...  \n",
+        "1582295  #\u4ece\u6570\u636e\u76f4\u63a5\u751f\u6210\u7edf\u8ba1\u62a5\u544a# \u7ed9Zoubin Ghahramani\u548cJoshua Tenenb...  \n",
+        "1582377  \u5927\u65b0\u95fb\uff1a\u7f8e\u56fd\u5fae\u8f6f\u603b\u90e8\u4eca\u5929\u5ba3\u5e03\u88c1\u54582100\u4eba\u3002\u5176\u4e2d\uff0c\u5fae\u8f6f\u7814\u7a76\u9662\u7845\u8c37\u7814\u7a76\u9662\u6574\u4e2a\u88ab\u88c1\u6389\uff0c\u660e\u5929\u5c06\u5173\u95e8...  \n",
+        "1582394  \u300a\u7ebf\u6027\u4ee3\u6570\u300b\u662f\u300a\u673a\u5668\u5b66\u4e60\u300b\u7684\u91cd\u8981\u6570\u5b66\u5148\u5bfc\u8bfe\u7a0b\u3002\u5176\u5b9e\u300a\u7ebf\u4ee3\u300b\u8fd9\u95e8\u8bfe\u8bb2\u5f97\u6d45\u663e\u6613\u61c2\u7279\u522b\u4e0d\u5bb9\u6613\uff0c\u5982\u679c...  \n",
+        "1582487  \u52a0\u5dde\u4f2f\u514b\u5229\u5927\u5b66\u535a\u58ebAria Haghighi\u5199\u4e86\u4e00\u7bc7\u8d85\u8d5e\u7684\u6570\u503c\u4f18\u5316\u535a\u6587\uff0c\u4ece\u725b\u987f\u6cd5\u8bb2\u5230\u62df\u725b\u987f\u6cd5...  \n",
+        "1582879                                   \u7406\u60f3\u4e2d\u7684\u591a\u7ebf\u7a0b\uff1b\u73b0\u5b9e\u4e2d\u7684\u591a\u7ebf\u7a0b\u3002  \n",
+        "1584040  #\u4e16\u754c\u676f# \u660e\u6668\u56db\u70b9\uff0c\u5fb7\u56fd\u5df4\u897f\u4f1a\u5e08\u534a\u51b3\u8d5b\uff01\u672c\u5c4a\u4e16\u754c\u676f\uff0c\u65b0\u751f\u4ee3\u7403\u5458\u9996\u53d1\u8fc7\u534a\uff0c\u4f5c\u4e3a\u201c\u5fb7\u56fd\u6218\u8f66\u4e2d\u573a...  \n",
+        "1584224  \u4f20\u7edfIT\u7cfb\u7edf\u75db\u70b9\u91cd\u91cd\uff0c#IT\u5347\u7ea7\uff0c\u523b\u4e0d\u5bb9\u7f13#\uff0c\u53ea\u6709\u63d0\u9ad8\u6570\u636e\u5904\u7406\u80fd\u529b\u624d\u80fd\u63d0\u9ad8\u7814\u7a76\u6210\u679c\uff0c\u95ea\u5b58\u53ef\u4e3a...  \n",
+        "1584230  #IBM\u518d\u9020\u5b58\u50a8#\u867d\u7136IBM\u662f\u786c\u76d8\u7684\u53d1\u660e\u8005\uff0c\u4f46\u662fIBM\u5b58\u50a8\u4e00\u76f4\u6ca1\u6709\u627e\u5230\u6b63\u786e\u7684\u53d1\u58f0\u3002\u73b0\u5728\uff0cIB...  \n",
+        "1584568  \u6bd4\u7279\u5e01\u5386\u7ecf\u4e94\u5e74\u53d1\u5c55\uff0c\u76f8\u5173\u4ea7\u4e1a\u767e\u82b1\u9f50\u653e\uff0c\u84ec\u52c3\u53d1\u5c55[\u7ed9\u529b]\u4e0e\u6b64\u540c\u65f6@\u4e2d\u56fd\u6bd4\u7279\u5e01\u5b98\u65b9\u5fae\u535a \u5e7f\u53d1\u82f1\u96c4...  \n",
+        "1584975  \u65e0\u89c6\uff0c\u5426\u8ba4\uff0c\u4fdd\u7559\u6cd5\u5f8b\u8ffd\u6c42\uff0c\u8c03\u67e5\uff0c\u53ec\u56de\uff0c\u9053\u6b49\uff0c\u4e0d\u627f\u8ba4\u2026\u2026\u8fd9\u4e9b\u5173\u952e\u8bcd\u662f\u5927\u4f17\u8fd9\u6b21\u505a\u4e8b\u7684\u7f29\u5f71\u3002 \u5927\u4f17...  \n",
+        "1594174  \uff02fun-\u4eab\uff02@\u534e\u5357\u7406\u5de5\u5927\u5b66MBA \u9879\u76ee\u63a8\u5e7f\u5927\u8d5b\u706b\u70ed\u8fdb\u884c\u4e2d\uff0c\u6211\u4e3a\u75af\u72c2\u961f\u559d\u5f69 http://t...  \n",
+        "1596825                                     \u4e92\u8054\u7f51\u5df2\u7ecf\u628a\u4eba\u6027\u770b\u7a7f\u4e86\uff08\u8f6c\uff09  \n",
+        "1596915  \u4e3a\u4e86\u611f\u8c22\u7c89\u4e1d\u4eec\u7684\u652f\u6301\uff0c\u505a\u4e2a\u8f6c\u53d1\u62bd\u5956\u6d3b\u52a8[\u592a\u5f00\u5fc3]\u53ea\u8981\u5173\u6ce8\u6211\uff0c\u7136\u540e\u8f6c\u53d1\u672c\u6761\u5fae\u535a\uff0c\u5c31\u6709\u673a\u4f1a\u62bd\u5230\u300c...  \n",
+        "1596931  \u3010#SAE\u7c89\u4e1d\u798f\u5229#\u3011SAE\u541b\u8054\u5408 @\u56fe\u7075\u6559\u80b2 \u53d1\u798f\u5229\u55bd\uff01\u9001\u51fa7\u672c\u300aPHP\u7f16\u7a0b\u5b9e\u6218\u300b\uff0c\u5173\u6ce8S...  \n",
+        "1621314  #Connect# \u8de8\u5e73\u53f0Linux\u3001iOS\u3001Windows\uff0c.NET\u7a0b\u5e8f\u5458\u96c4\u8d77\uff01\u5fae\u8f6f\u5151\u73b0\u5176...  \n",
+        "\n",
+        "[617 rows x 7 columns]"
+       ]
+      }
+     ],
+     "prompt_number": 182
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "idx = [m.predict(fw.weibo_train_data[['forward_count','comment_count','like_count']].astype(float)) for m in models]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 183
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "import matplotlib.pyplot as plt"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 184
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "from mpl_toolkits.mplot3d.axes3d import Axes3D"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 186
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "Axes3D.plot3D(fw.weibo_train_data.forward_count, fw.weibo_train_data.comment_count, fw.weibo_train_data.like_count)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "ename": "TypeError",
+       "evalue": "unbound method plot() must be called with Axes3D instance as first argument (got Series instance instead)",
+       "output_type": "pyerr",
+       "traceback": [
+        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+        "\u001b[0;32m<ipython-input-187-6ed51dc5750c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mAxes3D\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot3D\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfw\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mweibo_train_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward_count\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfw\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mweibo_train_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcomment_count\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfw\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mweibo_train_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlike_count\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+        "\u001b[0;31mTypeError\u001b[0m: unbound method plot() must be called with Axes3D instance as first argument (got Series instance instead)"
+       ]
+      }
+     ],
+     "prompt_number": 187
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "import pylab as p"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 188
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "import mpl_toolkits.mplot3d.axes3d as p3"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 189
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fig=plt.figure()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "display_data",
+       "text": [
+        "<matplotlib.figure.Figure at 0x14434a410>"
+       ]
+      }
+     ],
+     "prompt_number": 212
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "ax = Axes3D(fig)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 214
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "ax.scatter([1,2,3],[1,2,3],[1,2,3])"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 221,
+       "text": [
+        "<mpl_toolkits.mplot3d.art3d.Patch3DCollection at 0x144253dd0>"
+       ]
+      }
+     ],
+     "prompt_number": 221
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "plt.show()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 222
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "Series(idx[19]).value_counts()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 205,
+       "text": [
+        "0     1381970\n",
+        "43     107780\n",
+        "51      62441\n",
+        "68      30799\n",
+        "70      10885\n",
+        "91       9878\n",
+        "25       4739\n",
+        "85       4485\n",
+        "81       2644\n",
+        "47       2241\n",
+        "64       1728\n",
+        "90       1317\n",
+        "6        1197\n",
+        "76        846\n",
+        "80        578\n",
+        "...\n",
+        "42    1\n",
+        "5     1\n",
+        "39    1\n",
+        "36    1\n",
+        "8     1\n",
+        "82    1\n",
+        "20    1\n",
+        "13    1\n",
+        "29    1\n",
+        "79    1\n",
+        "28    1\n",
+        "17    1\n",
+        "95    1\n",
+        "23    1\n",
+        "10    1\n",
+        "Length: 100, dtype: int64"
+       ]
+      }
+     ],
+     "prompt_number": 205
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.weibo_train_data[idx[19]==85]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>uid</th>\n",
+        "      <th>mid</th>\n",
+        "      <th>time</th>\n",
+        "      <th>forward_count</th>\n",
+        "      <th>comment_count</th>\n",
+        "      <th>like_count</th>\n",
+        "      <th>context</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>297    </th>\n",
+        "      <td> 347d60e2773f926141ce46f3ed2940ba</td>\n",
+        "      <td> e62a85c402535004ad04f0110085d79d</td>\n",
+        "      <td> 2014-11-27</td>\n",
+        "      <td> 50</td>\n",
+        "      <td>  4</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u8f9f\u4e2a\u8c23\uff1a\u5927\u5bb6\u4e0d\u7528\u7740\u6025\u53bb\u53d6\u533b\u4fdd\u5361\u7684\u94b1\uff01\u8ddf\u5317\u4eac\u94f6\u884c\u5de5\u4f5c\u4eba\u5458\u786e\u8ba4\u4e86\uff0c\u533b\u4fdd\u7cfb\u7edf\u5347\u7ea7\u53ea\u662f\u8bf4\u4ee5\u540e\u94b1\u4e0d\u518d\u6253...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2115   </th>\n",
+        "      <td> 588e25010ab2d70b5ead47bfaff2838f</td>\n",
+        "      <td> d928709b1f00a7296d26c80df383f213</td>\n",
+        "      <td> 2014-10-16</td>\n",
+        "      <td> 49</td>\n",
+        "      <td>  5</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> Docker and Microsoft: Integrating Docker with ...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2143   </th>\n",
+        "      <td> 588e25010ab2d70b5ead47bfaff2838f</td>\n",
+        "      <td> f36b9c3c066505e4ca6966c57166852d</td>\n",
+        "      <td> 2014-11-13</td>\n",
+        "      <td> 39</td>\n",
+        "      <td>  2</td>\n",
+        "      <td>  8</td>\n",
+        "      <td>      #Mono#\u5fae\u8f6f\u5f00\u653e.NET\u6846\u67b6\u6e90\u4ee3\u7801\u548cMono http://t.cn/R7eaqwl</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3650   </th>\n",
+        "      <td> 71789cd361b261705050c505183d45e3</td>\n",
+        "      <td> fbe94267d07ba2ce9cb3d3191a190d09</td>\n",
+        "      <td> 2014-10-17</td>\n",
+        "      <td> 61</td>\n",
+        "      <td>  4</td>\n",
+        "      <td>  3</td>\n",
+        "      <td> RT @jzhone: \u4f60\u4e0d\u77e5\u9053 5K \u5c4f\u5e55\u6709\u591a\u5927\uff1f\u7b80\u5355\u70b9\u8bf4\uff0c\u53ef\u4ee5\u540c\u65f6\u64ad\u653e 100 \u591a\u90e8 A...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3917   </th>\n",
+        "      <td> 72e81edbdebb09643c85667ecac77511</td>\n",
+        "      <td> ea65ff22312325e947a09a4be26d4cab</td>\n",
+        "      <td> 2014-08-29</td>\n",
+        "      <td> 38</td>\n",
+        "      <td> 18</td>\n",
+        "      <td>  8</td>\n",
+        "      <td>                                                 !</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3938   </th>\n",
+        "      <td> 72e81edbdebb09643c85667ecac77511</td>\n",
+        "      <td> 83e30bfba4295a6e99c9482c4372b812</td>\n",
+        "      <td> 2014-10-27</td>\n",
+        "      <td> 54</td>\n",
+        "      <td> 26</td>\n",
+        "      <td> 13</td>\n",
+        "      <td>                        Bong2 \u624b\u73af \u7ed9\u732b\u6234\u4e86\u51e0\u5929\uff0c\u8fd9\u662f\u5b83\u4e00\u5929\u7684\u6d3b\u52a8\u6570\u636e</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6694   </th>\n",
+        "      <td> 8a0bdc09a7650626e2c554591b6adbdb</td>\n",
+        "      <td> fede873a42808178398b9a9ba11ed9df</td>\n",
+        "      <td> 2014-11-18</td>\n",
+        "      <td> 48</td>\n",
+        "      <td>  6</td>\n",
+        "      <td> 13</td>\n",
+        "      <td> \u4e00\u4e9bMalware\u3001Virus\u3001Worm\u76f8\u5173\u7684\u6587\u6863\u548c\u7535\u5b50\u4e66\uff1ahttp://t.cn/Rz7zPrN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7142   </th>\n",
+        "      <td> 502f812a0b59f69a51573c133e4945ad</td>\n",
+        "      <td> fc912d6f008c0da101e37e1ff6c29b72</td>\n",
+        "      <td> 2014-09-09</td>\n",
+        "      <td> 39</td>\n",
+        "      <td> 21</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> #\u7528\u5bb6\u62db\u8058#\u641e\u4e86@\u7528\u5bb6app \u5927\u534a\u5e74\u3002\u4ece\u90a3\u5f20\u300ctest\u300d\u5230\u4eca\u5929\u7684\u300c\u5f97\u95f2\u996e\u8336\u300d\uff0c\u7ecf\u5386\u4e86n\u4e2a\u5c0f\u7248...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8796   </th>\n",
+        "      <td> 485c0d465d608c94d5372d90a50ef21a</td>\n",
+        "      <td> e4fa05469334afc536be1a9191954f57</td>\n",
+        "      <td> 2014-07-01</td>\n",
+        "      <td> 49</td>\n",
+        "      <td> 11</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u3010iPad \u4f7f\u7528AID-MDI\u6280\u672f\u6784\u5efa\u79fb\u52a8\u5f71\u50cf\u4ea7\u54c1\u3011\u4f01\u4e1a\u79fb\u52a8\u4e92\u8054\u987e\u95ee\u56e2\u4e86\u89e3\u5230\uff0c\u5f88\u591a\u4f01\u4e1a\u90fd\u5728\u8bd5...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8801   </th>\n",
+        "      <td> 485c0d465d608c94d5372d90a50ef21a</td>\n",
+        "      <td> ffaf1b379c3c4cdfe4d137bf8e987859</td>\n",
+        "      <td> 2014-07-02</td>\n",
+        "      <td> 45</td>\n",
+        "      <td> 11</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u3010\u667a\u80fd\u5316\u5bf9\u9152\u5e97\u7ba1\u7406\u7684\u5f71\u54cd\u3011\u4f01\u4e1a\u79fb\u52a8\u4e92\u8054\u987e\u95ee\u56e2\u4e86\u89e3\u5230\uff0c\u5f88\u591a\u4f01\u4e1a\u90fd\u5728\u8bd5\u56fe\u901a\u8fc7\u79fb\u52a8\u4e92\u8054\u53bb\u5e2e\u52a9\u4e1a\u52a1\u6210...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9068   </th>\n",
+        "      <td> 485c0d465d608c94d5372d90a50ef21a</td>\n",
+        "      <td> 050e5a7adad4d51fb62ff9e9719b25fa</td>\n",
+        "      <td> 2014-07-30</td>\n",
+        "      <td> 54</td>\n",
+        "      <td>  7</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u3010\u56fe\u89e3\u60e0\u666eHelion\u3011HP\u4f5c\u4e3a\u4e00\u5bb6\u4ee5\u786c\u4ef6\u4e3a\u57fa\u7840\u7684\u516c\u53f8\uff0c\u6301\u7eed\u5728\u786c\u4ef6\u4e0a\u9762\u6295\u5165\uff0c\u5f53\u7136\u786c\u4ef6\u79bb\u4e0d\u5f00\u8f6f...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9120   </th>\n",
+        "      <td> 485c0d465d608c94d5372d90a50ef21a</td>\n",
+        "      <td> ebb716dfbd53ef21640aa78c5c549675</td>\n",
+        "      <td> 2014-08-06</td>\n",
+        "      <td> 55</td>\n",
+        "      <td> 13</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u3010HP Helion\u2014\u2014\u591a\u5feb\u597d\u7701\u7684\u4f01\u4e1aIT\u67b6\u6784\u3011\u5f00\u653e\u3001\u5b89\u5168\u548c\u654f\u6377\u7684\u67b6\u6784\u6210\u4e3a\u4f01\u4e1aIT\u57fa\u7840\u8bbe\u65bd\u7684...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9179   </th>\n",
+        "      <td> 485c0d465d608c94d5372d90a50ef21a</td>\n",
+        "      <td> ba591d552bd2c2368fba4f12918397a7</td>\n",
+        "      <td> 2014-08-13</td>\n",
+        "      <td> 44</td>\n",
+        "      <td>  9</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u3010\u60e0\u666eHelion\u52a9\u7528\u6237\u63d0\u5347\u4e91\u8ba1\u7b97\u4f53\u9a8c\u3011\u5728\u4f01\u4e1a\u4e91\u9700\u6c42\u8d8a\u6765\u8d8a\u591a\u6837\u5316\u7684\u8d8b\u52bf\u4e0b\uff0c\u7528\u6237\u6240\u9700\u8981\u7684\u662f\u5168\u65b9...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9233   </th>\n",
+        "      <td> 485c0d465d608c94d5372d90a50ef21a</td>\n",
+        "      <td> d396357f186b81dea8c306d0c2c86816</td>\n",
+        "      <td> 2014-08-19</td>\n",
+        "      <td> 60</td>\n",
+        "      <td> 10</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u3010\u56fe\u89e3HP Helion\u89e3\u51b3\u65b9\u6848\u6574\u5408\u80fd\u529b\u3011\u4e3a\u4e86\u8d62\u5f97\u5f53\u4eca\u7684\u7ade\u4e89\uff0cIT\u90e8\u95e8\u9700\u8981\u4f01\u4e1a\u7ea7IT\u89e3\u51b3\u65b9\u6848...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9472   </th>\n",
+        "      <td> 485c0d465d608c94d5372d90a50ef21a</td>\n",
+        "      <td> 7e81b7a84cc7956d69a7ba01b8a1e3ce</td>\n",
+        "      <td> 2014-09-15</td>\n",
+        "      <td> 48</td>\n",
+        "      <td> 10</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u6570\u636e\u5bf9\u4e8e\u4f01\u4e1a\u7684\u91cd\u8981\u6027\u65e0\u9700\u591a\u8a00\uff0c\u5df2\u7ecf\u6210\u4e3a\u65b0\u5e94\u7528\u4e0e\u5546\u4e1a\u51b3\u7b56\u6839\u57fa\u3002\u800c\u76f8\u4e92\u72ec\u7acb\u7684\u5b58\u50a8\u5e73\u53f0\u6210\u4e3a\u4f01\u4e1a\u628a\u63e1...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9482   </th>\n",
+        "      <td> 485c0d465d608c94d5372d90a50ef21a</td>\n",
+        "      <td> 4c96edc05e726ffbefa19a8d16ee48be</td>\n",
+        "      <td> 2014-09-16</td>\n",
+        "      <td> 41</td>\n",
+        "      <td>  9</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> PowerLinux\u6570\u636e\u4e2d\u5fc3\u4e0eX86\u6570\u636e\u4e2d\u5fc3\u5728\u516c\u6587\u67e5\u8be2\u603b\u4f53\u54cd\u5e94\u65f6\u95f4\u65b9\u9762\uff0cX86\u54cd\u5e94\u65f6\u95f4\u4e3a72...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9490   </th>\n",
+        "      <td> 485c0d465d608c94d5372d90a50ef21a</td>\n",
+        "      <td> ebee0b2417ed57502dd7c3bfbdcd8e2c</td>\n",
+        "      <td> 2014-09-17</td>\n",
+        "      <td> 58</td>\n",
+        "      <td> 11</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u901a\u8fc7\u5bf9TCO\u5404\u7c7b\u76ee\u7684\u5bf9\u6bd4\uff0cPowerLinux\u6570\u636e\u4e2d\u5fc3\u4e0eX86\u6570\u636e\u4e2d\u5fc3\u5728\u6027\u80fd\u76f8\u540c\u7684\u60c5\u51b5\u4e0b\u7684\u4ef7...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9494   </th>\n",
+        "      <td> 485c0d465d608c94d5372d90a50ef21a</td>\n",
+        "      <td> c2185a77d1d0efd43f49a71e71078d08</td>\n",
+        "      <td> 2014-09-17</td>\n",
+        "      <td> 48</td>\n",
+        "      <td> 11</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u3010\u5c0f\u8c03\u67e5\u3011\u5728\u6570\u636e\u4e2d\u5fc3\u5efa\u8bbe\u4ee5\u53ca\u8fd0\u8425\u7684\u8fc7\u7a0b\u4e2d\uff0c\u4e00\u5b9a\u4f1a\u6709\u51e0\u4e2a\u95ee\u9898\u662f\u60a8\u6240\u5934\u75bc\u7684  \u3002\u5728\u9762\u5bf9\u5927\u89c4\u6a21\u7684\u6570...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9502   </th>\n",
+        "      <td> 485c0d465d608c94d5372d90a50ef21a</td>\n",
+        "      <td> 3d70fd0b14d75f8923688ae6fcfde194</td>\n",
+        "      <td> 2014-09-17</td>\n",
+        "      <td> 65</td>\n",
+        "      <td> 12</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u5b58\u50a8\u865a\u62df\u5316\u8fd9\u575b\u5b58\u50a8\u9886\u57df\u201c\u9648\u5e74\u8001\u9152\u201d\u5728\u5927\u6570\u636e\u65f6\u4ee3\u4f3c\u4e4e\u53c8\u6709\u4e86\u66f4\u91cd\u8981\u7684\u610f\u4e49\u3002\u53d1\u6325\u5f02\u6784\u5b58\u50a8\u6574\u5408\u7684\u72ec\u6709...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9558   </th>\n",
+        "      <td> 485c0d465d608c94d5372d90a50ef21a</td>\n",
+        "      <td> c43f376c3f631aa34ae59d8afdc22ae8</td>\n",
+        "      <td> 2014-09-24</td>\n",
+        "      <td> 39</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u3010SVC\u5e94\u7528\u5b9e\u8df5\u3011\u6570\u636e\u4e0d\u80fd\u6574\u5408\u5e38\u5e38\u8ba9\u4eba\u6293\u72c2\uff0c\u6570\u636e\u4e2d\u5fc3\u7684\u4e00\u4e9b\u5c0f\u6545\u969c\u6709\u65f6\u4e5f\u8981\u53d1\u52a8\u5168\u4f53\u5458\u5de5\u52a0\u73ed\u7ef4\u4fee...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9566   </th>\n",
+        "      <td> 485c0d465d608c94d5372d90a50ef21a</td>\n",
+        "      <td> a8aadbaf55de697e14a17159fa9bb1c9</td>\n",
+        "      <td> 2014-09-25</td>\n",
+        "      <td> 60</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u3010\u4e91\u8ba1\u7b97\u8fc7\u65f6? Power\u786c\u4ef6\u7ea7\u8d44\u6e90\u6c60\u6539\u53d8\u6e38\u620f\u89c4\u5219\u3011IT\u6280\u672f\u53d1\u5c55\u8fd9\u4e48\u591a\u5e74\u5230\u73b0\u5728\uff0c\u5c42\u51fa\u4e0d\u7a77\u7684\u89e3...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9847   </th>\n",
+        "      <td> 485c0d465d608c94d5372d90a50ef21a</td>\n",
+        "      <td> 5050381fa55a1ad8ce118b233062ddf2</td>\n",
+        "      <td> 2014-10-31</td>\n",
+        "      <td> 55</td>\n",
+        "      <td> 13</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> \u3010\u6570\u636e\u4e2d\u5fc32014\uff1a\u751f\u6001\u7cfb\u7edf\u4e0e\u89c4\u6a21\u7684\u89d2\u529b\u3011\u65e2\u7136\u786c\u4ef6\u91cd\u6784\u4e0e\u8f6f\u4ef6\u5b9a\u4e49\u5df2\u7ecf\u662f\u4e1a\u754c\u8d8b\u52bf\uff0c\u6211\u4eec\u4e0d\u4ec5\u8981\u5173...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10008  </th>\n",
+        "      <td> 485c0d465d608c94d5372d90a50ef21a</td>\n",
+        "      <td> 8d5bdcfc532530c2e6d7fd7e78765589</td>\n",
+        "      <td> 2014-11-25</td>\n",
+        "      <td> 46</td>\n",
+        "      <td> 12</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u3010\u6570\u636e\u4e2d\u5fc32014\uff1a\u751f\u6001\u7cfb\u7edf\u4e0e\u89c4\u6a21\u7684\u89d2\u529b\u3011\u65e2\u7136\u786c\u4ef6\u91cd\u6784\u4e0e\u8f6f\u4ef6\u5b9a\u4e49\u5df2\u7ecf\u662f\u4e1a\u754c\u8d8b\u52bf\uff0c\u6211\u4eec\u4e0d\u4ec5\u8981\u5173...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10057  </th>\n",
+        "      <td> 485c0d465d608c94d5372d90a50ef21a</td>\n",
+        "      <td> c28c9b2a1313874197f1df80995cd859</td>\n",
+        "      <td> 2014-12-01</td>\n",
+        "      <td> 41</td>\n",
+        "      <td> 10</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> \u3010\u4ece\u5b58\u50a8\u8f6f\u4ef6\u5230\u8f6f\u4ef6\u5b9a\u4e49\u5b58\u50a8\u7684\u6f14\u7ece\u53f2\u3011\u8f6f\u4ef6\u5b9a\u4e49\u5b58\u50a8\u4e4b\u6240\u4ee5\u80fd\u591f\u5982\u6b64\u84ec\u52c3\u7684\u53d1\u5c55\uff0c\u5f97\u76ca\u4e8e\u8d8a\u6765\u8d8a\u591a\u89e3\u51b3...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10093  </th>\n",
+        "      <td> 485c0d465d608c94d5372d90a50ef21a</td>\n",
+        "      <td> a3d24db982395835ff30a7d6fb60842b</td>\n",
+        "      <td> 2014-12-08</td>\n",
+        "      <td> 61</td>\n",
+        "      <td> 14</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u3010\u6570\u636e\u4e2d\u5fc32014\uff1a\u8f6f\u4ef6\u5b9a\u4e49\u7684\u8ba1\u7b97\u3011\u5728\u300a\u6570\u636e\u4e2d\u5fc32013\uff1a\u786c\u4ef6\u91cd\u6784\u4e0e\u8f6f\u4ef6\u5b9a\u4e49\u300b\u5f53\u4e2d\uff0c\u6211\u4eec\u5df2\u7ecf...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10151  </th>\n",
+        "      <td> 485c0d465d608c94d5372d90a50ef21a</td>\n",
+        "      <td> fe9fccb4c534009b19508c81564bc89f</td>\n",
+        "      <td> 2014-12-15</td>\n",
+        "      <td> 55</td>\n",
+        "      <td> 13</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u3010\u6570\u636e\u4e2d\u5fc32014\uff1a\u8f6f\u4ef6\u5b9a\u4e49\u7684\u7f51\u7edc\u3011\u8f6f\u4ef6\u5b9a\u4e49\u7f51\u7edcSDN\u5728\u6570\u5e74\u524d\u5174\u8d77\uff0c\u5e76\u8fc5\u901f\u5f15\u8d77\u4e86\u8f6f\u4ef6\u5b9a\u4e49\u7684\u98ce...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10152  </th>\n",
+        "      <td> 485c0d465d608c94d5372d90a50ef21a</td>\n",
+        "      <td> fd838b2f10367760078cf4016543d7a2</td>\n",
+        "      <td> 2014-12-16</td>\n",
+        "      <td> 59</td>\n",
+        "      <td> 14</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u3010\u6570\u636e\u4e2d\u5fc32014\uff1a\u8f6f\u4ef6\u5b9a\u4e49\u8ba1\u7b97\u3011\u6211\u4eec\u5e0c\u671b\u7684\u8f6f\u4ef6\u5b9a\u4e49\u8ba1\u7b97\u662f\u4ec0\u4e48\u6837\u5b50\u5462\uff1f\u5957\u7528Andrew S....</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10192  </th>\n",
+        "      <td> 485c0d465d608c94d5372d90a50ef21a</td>\n",
+        "      <td> 13f13349731a1a44c77a0b1cc580e563</td>\n",
+        "      <td> 2014-12-19</td>\n",
+        "      <td> 46</td>\n",
+        "      <td> 12</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u3010\u6570\u636e\u4e2d\u5fc32014\uff1a\u8f6f\u4ef6\u5b9a\u4e49\u7684\u7f51\u7edc\u3011\u8f6f\u4ef6\u5b9a\u4e49\u7f51\u7edc\uff08SDN\uff09\u5728\u6570\u5e74\u524d\u5174\u8d77\uff0c\u5e76\u8fc5\u901f\u5f15\u8d77\u4e86\u8f6f\u4ef6\u5b9a\u4e49...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10221  </th>\n",
+        "      <td> 485c0d465d608c94d5372d90a50ef21a</td>\n",
+        "      <td> 94e4207d38b500de275d19e5b5d5c3e1</td>\n",
+        "      <td> 2014-12-23</td>\n",
+        "      <td> 63</td>\n",
+        "      <td> 12</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u5927\u6570\u636e\u65f6\u4ee3\u5206\u652f\u673a\u6784\u4f17\u591a\uff0c\u5e94\u7528\u79cd\u7c7b\u6cdb\u6ee5\uff0c\u95ee\u9898\u6765\u4e86\uff1a1\u3001\u94fe\u8def\u62e5\u5835\uff0c\u5374\u65e0\u6cd5\u8ffd\u6eaf\u53ca\u5b9a\u4f4d\u6545\u969c\u6e90\u30022\u3001\u7f51...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10264  </th>\n",
+        "      <td> 485c0d465d608c94d5372d90a50ef21a</td>\n",
+        "      <td> 9265eea750a95be0d91fea48d3d95f48</td>\n",
+        "      <td> 2014-12-30</td>\n",
+        "      <td> 63</td>\n",
+        "      <td> 11</td>\n",
+        "      <td>  2</td>\n",
+        "      <td> \u3010Office 365\uff1a\u4e91\u7aef\u5316\u5e26\u6765\u7684\u4f01\u4e1a\u529e\u516c\u6d41\u7a0b\u53d8\u9769\u3011\u5bf9\u4e8e\u5927\u591a\u6570\u4f01\u4e1a\u800c\u8a00\uff0c\u5728\u529e\u516c\u8f6f\u4ef6\u4e0a\u7684\u652f\u51fa...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>...</th>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1610266</th>\n",
+        "      <td> 61edc675157831892123e0ceebdf100f</td>\n",
+        "      <td> 6aca8a781d4b332a3b1117aaa0ee0310</td>\n",
+        "      <td> 2014-12-30</td>\n",
+        "      <td> 54</td>\n",
+        "      <td>  7</td>\n",
+        "      <td>  9</td>\n",
+        "      <td> \u4f2f\u4e50\u5728\u7ebf\u535a\u5ba212\u6708\u70ed\u6587\uff1a\u300a\u8ba1\u7b97\u673a\u5b9e\u9645\u4e0a\u662f\u5982\u4f55\u5de5\u4f5c\u7684\u300bhttp://t.cn/Rzc0qTM ...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1610267</th>\n",
+        "      <td> 61edc675157831892123e0ceebdf100f</td>\n",
+        "      <td> 322f232f8283a05e033f05fcf04022fa</td>\n",
+        "      <td> 2014-12-30</td>\n",
+        "      <td> 66</td>\n",
+        "      <td>  9</td>\n",
+        "      <td>  5</td>\n",
+        "      <td> \u300a\u8d85\u9177\u7b97\u6cd5\uff1a\u65e5\u5fd7\u7ed3\u6784\u5316\u5b58\u50a8\u300b\u5982\u679c\u4f60\u6b63\u5728\u8bbe\u8ba1\u4e00\u4e2a\u5b58\u50a8\u7cfb\u7edf\uff08\u6bd4\u5982\u6587\u4ef6\u7cfb\u7edf\u6216\u6570\u636e\u5e93\uff09\uff0c\u4f60\u7684\u4e3b\u8981\u95ee\u9898...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1610270</th>\n",
+        "      <td> 61edc675157831892123e0ceebdf100f</td>\n",
+        "      <td> d06fdf35695174ef30256daf2b885313</td>\n",
+        "      <td> 2014-12-30</td>\n",
+        "      <td> 44</td>\n",
+        "      <td>  9</td>\n",
+        "      <td> 19</td>\n",
+        "      <td>               \u300a\u4ece\u4e00\u4e2a\u7a0b\u5e8f\u5458\u7b11\u8bdd\u770b\u8f6f\u4ef6\u5f00\u53d1\u7ba1\u7406\u300bhttp://t.cn/Sb5aoW</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1610275</th>\n",
+        "      <td> 61edc675157831892123e0ceebdf100f</td>\n",
+        "      <td> e0cb48637a878624b2bc612eb93c9e41</td>\n",
+        "      <td> 2014-12-31</td>\n",
+        "      <td> 58</td>\n",
+        "      <td>  5</td>\n",
+        "      <td> 11</td>\n",
+        "      <td> \u300a\u4e3a\u4ec0\u4e48\u8981\u5b66\u4e60\u5d4c\u5165\u5f0f\u7cfb\u7edf\u8bfe\u7a0b\uff1f\u300b\u5d4c\u5165\u5f0f\u7cfb\u7edf\u662f\u4e13\u7528\u8ba1\u7b97\u673a\uff0c\u7528\u6237\u901a\u5e38\u4e0d\u4f1a\u5c06\u5176\u89c6\u4e3a\u8ba1\u7b97\u673a\u3002\u4f8b\u5982\u624b\u673a...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1610873</th>\n",
+        "      <td> b44f6f876e01a875dee23e0c080aefe8</td>\n",
+        "      <td> b8fdfb7db947303a1af3ec1a30ff3fa6</td>\n",
+        "      <td> 2014-07-01</td>\n",
+        "      <td> 50</td>\n",
+        "      <td>  2</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> \u82f1\u7279\u5c14\u8001\u603b\uff1a\u5b9e\u5728\u770b\u4e0d\u8fc7\u53bb\u4e86\uff0c\u8001\u5b50\u8ba9\u4f60\u4eec\u770b\u770b\u4ec0\u4e48\u53eb\u516b\u6838\u3002\u3002\u3002\u3002\u3002 \u82f1\u7279\u5c14\u9996\u4e2a\u6d88\u8d39\u7ea7\u516b\u6838\u5904\u7406\u5668i...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1610955</th>\n",
+        "      <td> b44f6f876e01a875dee23e0c080aefe8</td>\n",
+        "      <td> 010443956ac0973643cbe3ff3c10e15a</td>\n",
+        "      <td> 2014-07-07</td>\n",
+        "      <td> 40</td>\n",
+        "      <td>  6</td>\n",
+        "      <td>  4</td>\n",
+        "      <td> #\u5367\u69fd# \u7adf\u7136\u6bd4#surface pro 3#\u8f7b4\u514b\uff01\u5206\u8fa8\u7387\u66f4\u9ad8\uff01\uff01 \u4ec5795g NEC\u63a8\u5168...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1611039</th>\n",
+        "      <td> b44f6f876e01a875dee23e0c080aefe8</td>\n",
+        "      <td> 1788d5beecf79f929023c8696a46b406</td>\n",
+        "      <td> 2014-07-14</td>\n",
+        "      <td> 48</td>\n",
+        "      <td> 27</td>\n",
+        "      <td>  5</td>\n",
+        "      <td> \u7ec8\u4e8e\u5f00\u5b8c\u4f1a\uff0c\u65b0\u516c\u53f8\u6280\u672f\u8d1f\u8d23\u4eba\u8ddf\u6211\u8bc9\u82e6\uff0c\u8bf4\u8fd9\u9879\u76ee\u524d\u540e\u627e\u4e86\u591a\u4e2a\u5404\u56fd\uff08\u65af\u91cc\u5170\u5361\u3001\u4fdd\u52a0\u5229\u4e9a\u3001\u6fb3\u5927\u5229\u4e9a...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1611080</th>\n",
+        "      <td> b44f6f876e01a875dee23e0c080aefe8</td>\n",
+        "      <td> daff0e050ebf97493d2198420999e35d</td>\n",
+        "      <td> 2014-07-18</td>\n",
+        "      <td> 45</td>\n",
+        "      <td> 12</td>\n",
+        "      <td>  9</td>\n",
+        "      <td> \u6253\u5de5\uff0c\u62ff\u5230\u85aa\u916c\u662f\u5e95\u7ebf\uff0c\u5728\u8fd9\u4e4b\u4e0a\uff0c\u80fd\u5b66\u5230\u4e1c\u897f\u66f4\u597d\uff0c\u7ed3\u8bc6\u670b\u53cb\u66f4\u597d\uff0c\u9664\u6b64\u4e4b\u5916\uff0c\u90fd\u662f\u6d6e\u4e91\u3002\u90fd\u662f\u6d41\u6c34\u7684...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1611174</th>\n",
+        "      <td> b44f6f876e01a875dee23e0c080aefe8</td>\n",
+        "      <td> cad9959d0421c783f656018df8b1ea9a</td>\n",
+        "      <td> 2014-08-05</td>\n",
+        "      <td> 42</td>\n",
+        "      <td>  2</td>\n",
+        "      <td>  9</td>\n",
+        "      <td> usb\u63a5\u53e3\u53d1\u660e\u4eba\u53bb\u4e16\u4e0b\u846c\u7684\u65f6\u5019\uff0c\u68fa\u6750\u7f13\u7f13\u653e\u4e0b\u53bb\u53c8\u63d0\u8d77\u6765\uff0c\u6362\u4e86\u4e00\u9762\uff0c\u518d\u653e\u4e0b\u53bb\uff0c\u53c8\u63d0\u8d77\u6765\uff0c\u6362\u4e00\u9762...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1611539</th>\n",
+        "      <td> b44f6f876e01a875dee23e0c080aefe8</td>\n",
+        "      <td> 39a6e5651096939a1b7e374690a6856c</td>\n",
+        "      <td> 2014-10-01</td>\n",
+        "      <td> 44</td>\n",
+        "      <td> 12</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> \u554a\u554a\u554a\uff0c\u4e0b\u4e00\u4ee3Windows\u53eb#Windows 10#\uff0c\u628aMetro(Modern) UI ...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1611798</th>\n",
+        "      <td> b44f6f876e01a875dee23e0c080aefe8</td>\n",
+        "      <td> 0139d7b12b9bca020f46bd0b2cbcd0f4</td>\n",
+        "      <td> 2014-11-03</td>\n",
+        "      <td> 43</td>\n",
+        "      <td>  4</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> #\u5c4c\u7206\u5929# \u4f18\u76d8\u5927\u5c0f\uff01 \u5168\u7403\u6700\u5c0f\u7684Windows 8 MiniPC - \u201c\u5149\u68cd\u4e00\u53f7\u201d\u4f53\u9a8c h...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1615528</th>\n",
+        "      <td> 1e162e7074582f5a23bcd39cd12a9f60</td>\n",
+        "      <td> 050deb7ef0d318d17310b9e783aa5772</td>\n",
+        "      <td> 2014-09-26</td>\n",
+        "      <td> 39</td>\n",
+        "      <td> 12</td>\n",
+        "      <td> 14</td>\n",
+        "      <td> \u591c\u6df1\u4eba\u9759\uff0c\u8fde\u64b82\u53d1\uff0cCVE-2014-6271\u81ea\u52a8path\uff0c\u5730\u5740\uff1ahttp://t.cn/R...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1615633</th>\n",
+        "      <td> ec2a1e14e487aae133e36cdaeaaa61fd</td>\n",
+        "      <td> 19bd0c7231e2aab669666280465b68aa</td>\n",
+        "      <td> 2014-12-05</td>\n",
+        "      <td> 41</td>\n",
+        "      <td> 16</td>\n",
+        "      <td>  2</td>\n",
+        "      <td> \u96ea\u7403\u62db\u8058\u524d\u7aef\uff0c\u8fd9\u4e2a\u6708\u5165\u804c\u76f4\u63a5\u8ddf\u6211\u4eec\u4e00\u8d77\u53bb\u5317\u6d77\u9053outing!!! \u85aa\u6c34\u671f\u6743\u90fd\u53ef\u4ee5\u63d0\uff0c\u8d76\u7d27\u79c1\u4fe1...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1619891</th>\n",
+        "      <td> f6ecdc5cd874595f92f6056b93c9d51b</td>\n",
+        "      <td> f262a7709ba0e74092292fbf41bf24b5</td>\n",
+        "      <td> 2014-09-08</td>\n",
+        "      <td> 46</td>\n",
+        "      <td>  3</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>               cuDNN and caffe http://t.cn/Rh5Kxdw</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1621034</th>\n",
+        "      <td> 974ed7b04ba9d9f6c0ef23bc970fbee7</td>\n",
+        "      <td> a5360901027700bb6b7b19c0f0ccd4e8</td>\n",
+        "      <td> 2014-07-11</td>\n",
+        "      <td> 42</td>\n",
+        "      <td> 16</td>\n",
+        "      <td>  9</td>\n",
+        "      <td>                           #\u8f7b\u677e\u4e00\u523b# \u6211\u7ed9\u4f60\u8bb2\u4e00\u4e2a TCP \u7684\u7b11\u8bdd\u5427\uff1f</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1621055</th>\n",
+        "      <td> 974ed7b04ba9d9f6c0ef23bc970fbee7</td>\n",
+        "      <td> 46a14afed6956ba7028a85bdcf867565</td>\n",
+        "      <td> 2014-07-22</td>\n",
+        "      <td> 46</td>\n",
+        "      <td> 36</td>\n",
+        "      <td>  9</td>\n",
+        "      <td> \u3010WP 8.1 \u4e2d\u7684\u65b0\u589e\u529f\u80fd\u3011WP 8.1\u5df2\u7ecf\u9646\u7eed\u63a8\u9001\uff0c\u9762\u5411\u5f00\u53d1\u4eba\u5458\u7684\u6280\u672f\u6587\u6863\u4e5f\u5f00\u59cb\u66f4\u65b0\uff0cW...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1621075</th>\n",
+        "      <td> 974ed7b04ba9d9f6c0ef23bc970fbee7</td>\n",
+        "      <td> 81485cdbce731f76345a50d3e76ba0c9</td>\n",
+        "      <td> 2014-07-31</td>\n",
+        "      <td> 49</td>\n",
+        "      <td>  4</td>\n",
+        "      <td>  3</td>\n",
+        "      <td> #Cortana\u5f00\u53d1\u535a\u6587# \u6628\u5929\u4e0b\u5348WP 8.1 Update \u4ee5\u53ca Cortana \u4e2d\u56fd\u7248...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1621097</th>\n",
+        "      <td> 974ed7b04ba9d9f6c0ef23bc970fbee7</td>\n",
+        "      <td> c61c12441ebd6b4e2e588960f3eafb44</td>\n",
+        "      <td> 2014-08-11</td>\n",
+        "      <td> 39</td>\n",
+        "      <td> 11</td>\n",
+        "      <td> 16</td>\n",
+        "      <td>                                  \u7801\u519c\u5b66\u4e60\u4e66\u6cd5\u540e\u5199\u7684\u7b2c\u4e00\u5e45\u5b57...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1621109</th>\n",
+        "      <td> 974ed7b04ba9d9f6c0ef23bc970fbee7</td>\n",
+        "      <td> 2f3798617a60e29d672a846f59910512</td>\n",
+        "      <td> 2014-08-19</td>\n",
+        "      <td> 38</td>\n",
+        "      <td> 10</td>\n",
+        "      <td> 13</td>\n",
+        "      <td> #Channel 9# \u3010\u5c06 Cortana \u4e0e\u4f60\u7684\u5e94\u7528\u7a0b\u5e8f\u96c6\u6210\u3011Cortana \u7684\u5f3a\u5927\u529f\u80fd...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1621116</th>\n",
+        "      <td> 974ed7b04ba9d9f6c0ef23bc970fbee7</td>\n",
+        "      <td> 3f321c1f700b799b659af459a0c0fecc</td>\n",
+        "      <td> 2014-08-21</td>\n",
+        "      <td> 38</td>\n",
+        "      <td>  7</td>\n",
+        "      <td> 17</td>\n",
+        "      <td>             #\u8f7b\u677e\u4e00\u523b# \u8fd9\u4e2a\u4fc4\u7f57\u65af\u65b9\u5757\u73a9\u8d77\u6765\u611f\u89c9\u4f1a\u5f88\u723d\uff01\u6765\u81ea\u5965\u5730\u5229\u4e00\u4f4d\u8bbe\u8ba1\u5e08\u7684\u4f5c\u54c1\u3002</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1621152</th>\n",
+        "      <td> 974ed7b04ba9d9f6c0ef23bc970fbee7</td>\n",
+        "      <td> 06fe2f218466d866dccf4849204766a2</td>\n",
+        "      <td> 2014-09-09</td>\n",
+        "      <td> 42</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  5</td>\n",
+        "      <td>                     #\u8f7b\u677e\u4e00\u523b# \u770b\u8d77\u6765\u5f88\u723d\u7684\u4e00\u5f20\u56fe\uff0c\u4e3b\u9875\u541b\u5df2\u505c\u4e0d\u4e0b\u6765[\u9ed1\u7ebf]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1621168</th>\n",
+        "      <td> 974ed7b04ba9d9f6c0ef23bc970fbee7</td>\n",
+        "      <td> 161f692fafc70a0d048f2db63ce52b00</td>\n",
+        "      <td> 2014-09-17</td>\n",
+        "      <td> 44</td>\n",
+        "      <td>  8</td>\n",
+        "      <td>  7</td>\n",
+        "      <td> \u3010\u66f4\u597d\u7684JavaScript:\u7528TypeScript\u8ba9\u4f60\u7684\u9879\u76ee\u9ad8\u5927\u4e0a\uff01\u3011TypeScript...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1621248</th>\n",
+        "      <td> 974ed7b04ba9d9f6c0ef23bc970fbee7</td>\n",
+        "      <td> fda6027b6750c632b01e5b5cad590265</td>\n",
+        "      <td> 2014-10-24</td>\n",
+        "      <td> 51</td>\n",
+        "      <td> 32</td>\n",
+        "      <td>  6</td>\n",
+        "      <td> \u4e3b\u9875\u83cc\u795d\u5404\u4f4d\u7a0b\u5e8f\u733f\uff08\u5a9b\uff09\u8282\u65e5\u5feb\u4e50[din\u63a8\u649e]1024\u5bf9\u5404\u4f4d\u7a0b\u5e8f\u5458\u662f\u5f88\u6709\u610f\u4e49\u4e00\u4e2a\u6570\u5b57\uff0c\u5728\u8fd9\u4e2a...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1621289</th>\n",
+        "      <td> 974ed7b04ba9d9f6c0ef23bc970fbee7</td>\n",
+        "      <td> c00c2cb54c6fcb2c4afdec2e2e3d3395</td>\n",
+        "      <td> 2014-11-11</td>\n",
+        "      <td> 61</td>\n",
+        "      <td> 11</td>\n",
+        "      <td>  6</td>\n",
+        "      <td> \u3010\u7a0b\u5e8f\u5458\u5176\u5b9e\u4e0d\u6101\u201c\u8131\u5355\u201d\u3011\u7ecf\u5e38\u542c\u5230\u5f88\u591a\u7a0b\u5e8f\u5458\u90fd\u662f\u5355\u8eab\u7684\u8bf4\u6cd5\uff0c\u5c0f\u7f16\u627e\u4e86\u51e0\u4f4d\u4e0d\u540c\u7c7b\u578b\u7684\u5973\u751f\u8fdb\u884c\u4e86...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1621306</th>\n",
+        "      <td> 974ed7b04ba9d9f6c0ef23bc970fbee7</td>\n",
+        "      <td> 646a18d8a751e4a6b64472e279f7810f</td>\n",
+        "      <td> 2014-11-13</td>\n",
+        "      <td> 51</td>\n",
+        "      <td>  6</td>\n",
+        "      <td>  9</td>\n",
+        "      <td> #Connect# Visual Studio 2015 Preview &amp; .NEW 20...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1621309</th>\n",
+        "      <td> 974ed7b04ba9d9f6c0ef23bc970fbee7</td>\n",
+        "      <td> a74f08a94a791fe7b0b858bd03857f06</td>\n",
+        "      <td> 2014-11-13</td>\n",
+        "      <td> 54</td>\n",
+        "      <td> 11</td>\n",
+        "      <td> 10</td>\n",
+        "      <td> #Connect# \u5173\u4e8eVS 2015\u548c.NET 2015\u7684\u4e09\u4ef6\u4e8b\u4e4b\u79fb\u52a8\u5f00\u53d1\uff1a\u76ee\u524d\u79fb\u52a8\u5f00\u53d1\u8005...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1621327</th>\n",
+        "      <td> 974ed7b04ba9d9f6c0ef23bc970fbee7</td>\n",
+        "      <td> 436fc9796990a2db8a93c2db93928e89</td>\n",
+        "      <td> 2014-11-15</td>\n",
+        "      <td> 41</td>\n",
+        "      <td>  2</td>\n",
+        "      <td>  2</td>\n",
+        "      <td> #\u5fae\u8f6f\u6280\u672f\u4e13\u5bb6\u7f8e\u98df\u5c5e\u6027\u5927\u63ed\u79d8# \u5982\u4f55\u89e3\u8bfb\u4e00\u4e2a\u4eba\uff1f\u9760\u5360\u661f\uff1f\u9760\u8840\u578b\uff1f\u9760\u751f\u8096\uff1f\u8fd9\u4e9b\u90fd\u592aOUT\u5566\uff01\u5728...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1621331</th>\n",
+        "      <td> 974ed7b04ba9d9f6c0ef23bc970fbee7</td>\n",
+        "      <td> 9a8965847afa1be41a0d08f9b0d28c12</td>\n",
+        "      <td> 2014-11-17</td>\n",
+        "      <td> 45</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  2</td>\n",
+        "      <td>                              #\u8f7b\u677e\u4e00\u523b# \u8fd9\u662f\u4e00\u4e2a\u78a7\u6cb9\u9e21[doge]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1622881</th>\n",
+        "      <td> ddc539db60bdfd3245bbf244f4e95281</td>\n",
+        "      <td> 27488c28fc93193b2a36e75c3eb3ae17</td>\n",
+        "      <td> 2014-11-14</td>\n",
+        "      <td> 47</td>\n",
+        "      <td>  2</td>\n",
+        "      <td>  9</td>\n",
+        "      <td>                  http://t.cn/R7Der8S @RAIN-JIHOON</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626617</th>\n",
+        "      <td> ca524bf97de95ed070b0b6f2ce3cd9c6</td>\n",
+        "      <td> ae0d82f14375280b1277d68008ad52d6</td>\n",
+        "      <td> 2014-11-03</td>\n",
+        "      <td> 41</td>\n",
+        "      <td> 11</td>\n",
+        "      <td>  4</td>\n",
+        "      <td> \u7528bbcp\u4ee3\u66ffscp\uff0c572G\u7684\u6570\u636e\uff0c\u8de8IDC\uff08\u4e0d\u9650\u901f\u88f8\u7ea4\u8fde\u63a5\uff0c\u670d\u52a1\u5668\u5343\u5146\u7f51\u5361\uff09\uff0c99\u5206\u949f\u62f7...</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "<p>4485 rows \u00d7 7 columns</p>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 225,
+       "text": [
+        "                                      uid                               mid  \\\n",
+        "297      347d60e2773f926141ce46f3ed2940ba  e62a85c402535004ad04f0110085d79d   \n",
+        "2115     588e25010ab2d70b5ead47bfaff2838f  d928709b1f00a7296d26c80df383f213   \n",
+        "2143     588e25010ab2d70b5ead47bfaff2838f  f36b9c3c066505e4ca6966c57166852d   \n",
+        "3650     71789cd361b261705050c505183d45e3  fbe94267d07ba2ce9cb3d3191a190d09   \n",
+        "3917     72e81edbdebb09643c85667ecac77511  ea65ff22312325e947a09a4be26d4cab   \n",
+        "3938     72e81edbdebb09643c85667ecac77511  83e30bfba4295a6e99c9482c4372b812   \n",
+        "6694     8a0bdc09a7650626e2c554591b6adbdb  fede873a42808178398b9a9ba11ed9df   \n",
+        "7142     502f812a0b59f69a51573c133e4945ad  fc912d6f008c0da101e37e1ff6c29b72   \n",
+        "8796     485c0d465d608c94d5372d90a50ef21a  e4fa05469334afc536be1a9191954f57   \n",
+        "8801     485c0d465d608c94d5372d90a50ef21a  ffaf1b379c3c4cdfe4d137bf8e987859   \n",
+        "9068     485c0d465d608c94d5372d90a50ef21a  050e5a7adad4d51fb62ff9e9719b25fa   \n",
+        "9120     485c0d465d608c94d5372d90a50ef21a  ebb716dfbd53ef21640aa78c5c549675   \n",
+        "9179     485c0d465d608c94d5372d90a50ef21a  ba591d552bd2c2368fba4f12918397a7   \n",
+        "9233     485c0d465d608c94d5372d90a50ef21a  d396357f186b81dea8c306d0c2c86816   \n",
+        "9472     485c0d465d608c94d5372d90a50ef21a  7e81b7a84cc7956d69a7ba01b8a1e3ce   \n",
+        "9482     485c0d465d608c94d5372d90a50ef21a  4c96edc05e726ffbefa19a8d16ee48be   \n",
+        "9490     485c0d465d608c94d5372d90a50ef21a  ebee0b2417ed57502dd7c3bfbdcd8e2c   \n",
+        "9494     485c0d465d608c94d5372d90a50ef21a  c2185a77d1d0efd43f49a71e71078d08   \n",
+        "9502     485c0d465d608c94d5372d90a50ef21a  3d70fd0b14d75f8923688ae6fcfde194   \n",
+        "9558     485c0d465d608c94d5372d90a50ef21a  c43f376c3f631aa34ae59d8afdc22ae8   \n",
+        "9566     485c0d465d608c94d5372d90a50ef21a  a8aadbaf55de697e14a17159fa9bb1c9   \n",
+        "9847     485c0d465d608c94d5372d90a50ef21a  5050381fa55a1ad8ce118b233062ddf2   \n",
+        "10008    485c0d465d608c94d5372d90a50ef21a  8d5bdcfc532530c2e6d7fd7e78765589   \n",
+        "10057    485c0d465d608c94d5372d90a50ef21a  c28c9b2a1313874197f1df80995cd859   \n",
+        "10093    485c0d465d608c94d5372d90a50ef21a  a3d24db982395835ff30a7d6fb60842b   \n",
+        "10151    485c0d465d608c94d5372d90a50ef21a  fe9fccb4c534009b19508c81564bc89f   \n",
+        "10152    485c0d465d608c94d5372d90a50ef21a  fd838b2f10367760078cf4016543d7a2   \n",
+        "10192    485c0d465d608c94d5372d90a50ef21a  13f13349731a1a44c77a0b1cc580e563   \n",
+        "10221    485c0d465d608c94d5372d90a50ef21a  94e4207d38b500de275d19e5b5d5c3e1   \n",
+        "10264    485c0d465d608c94d5372d90a50ef21a  9265eea750a95be0d91fea48d3d95f48   \n",
+        "...                                   ...                               ...   \n",
+        "1610266  61edc675157831892123e0ceebdf100f  6aca8a781d4b332a3b1117aaa0ee0310   \n",
+        "1610267  61edc675157831892123e0ceebdf100f  322f232f8283a05e033f05fcf04022fa   \n",
+        "1610270  61edc675157831892123e0ceebdf100f  d06fdf35695174ef30256daf2b885313   \n",
+        "1610275  61edc675157831892123e0ceebdf100f  e0cb48637a878624b2bc612eb93c9e41   \n",
+        "1610873  b44f6f876e01a875dee23e0c080aefe8  b8fdfb7db947303a1af3ec1a30ff3fa6   \n",
+        "1610955  b44f6f876e01a875dee23e0c080aefe8  010443956ac0973643cbe3ff3c10e15a   \n",
+        "1611039  b44f6f876e01a875dee23e0c080aefe8  1788d5beecf79f929023c8696a46b406   \n",
+        "1611080  b44f6f876e01a875dee23e0c080aefe8  daff0e050ebf97493d2198420999e35d   \n",
+        "1611174  b44f6f876e01a875dee23e0c080aefe8  cad9959d0421c783f656018df8b1ea9a   \n",
+        "1611539  b44f6f876e01a875dee23e0c080aefe8  39a6e5651096939a1b7e374690a6856c   \n",
+        "1611798  b44f6f876e01a875dee23e0c080aefe8  0139d7b12b9bca020f46bd0b2cbcd0f4   \n",
+        "1615528  1e162e7074582f5a23bcd39cd12a9f60  050deb7ef0d318d17310b9e783aa5772   \n",
+        "1615633  ec2a1e14e487aae133e36cdaeaaa61fd  19bd0c7231e2aab669666280465b68aa   \n",
+        "1619891  f6ecdc5cd874595f92f6056b93c9d51b  f262a7709ba0e74092292fbf41bf24b5   \n",
+        "1621034  974ed7b04ba9d9f6c0ef23bc970fbee7  a5360901027700bb6b7b19c0f0ccd4e8   \n",
+        "1621055  974ed7b04ba9d9f6c0ef23bc970fbee7  46a14afed6956ba7028a85bdcf867565   \n",
+        "1621075  974ed7b04ba9d9f6c0ef23bc970fbee7  81485cdbce731f76345a50d3e76ba0c9   \n",
+        "1621097  974ed7b04ba9d9f6c0ef23bc970fbee7  c61c12441ebd6b4e2e588960f3eafb44   \n",
+        "1621109  974ed7b04ba9d9f6c0ef23bc970fbee7  2f3798617a60e29d672a846f59910512   \n",
+        "1621116  974ed7b04ba9d9f6c0ef23bc970fbee7  3f321c1f700b799b659af459a0c0fecc   \n",
+        "1621152  974ed7b04ba9d9f6c0ef23bc970fbee7  06fe2f218466d866dccf4849204766a2   \n",
+        "1621168  974ed7b04ba9d9f6c0ef23bc970fbee7  161f692fafc70a0d048f2db63ce52b00   \n",
+        "1621248  974ed7b04ba9d9f6c0ef23bc970fbee7  fda6027b6750c632b01e5b5cad590265   \n",
+        "1621289  974ed7b04ba9d9f6c0ef23bc970fbee7  c00c2cb54c6fcb2c4afdec2e2e3d3395   \n",
+        "1621306  974ed7b04ba9d9f6c0ef23bc970fbee7  646a18d8a751e4a6b64472e279f7810f   \n",
+        "1621309  974ed7b04ba9d9f6c0ef23bc970fbee7  a74f08a94a791fe7b0b858bd03857f06   \n",
+        "1621327  974ed7b04ba9d9f6c0ef23bc970fbee7  436fc9796990a2db8a93c2db93928e89   \n",
+        "1621331  974ed7b04ba9d9f6c0ef23bc970fbee7  9a8965847afa1be41a0d08f9b0d28c12   \n",
+        "1622881  ddc539db60bdfd3245bbf244f4e95281  27488c28fc93193b2a36e75c3eb3ae17   \n",
+        "1626617  ca524bf97de95ed070b0b6f2ce3cd9c6  ae0d82f14375280b1277d68008ad52d6   \n",
+        "\n",
+        "               time  forward_count  comment_count  like_count  \\\n",
+        "297      2014-11-27             50              4           0   \n",
+        "2115     2014-10-16             49              5           1   \n",
+        "2143     2014-11-13             39              2           8   \n",
+        "3650     2014-10-17             61              4           3   \n",
+        "3917     2014-08-29             38             18           8   \n",
+        "3938     2014-10-27             54             26          13   \n",
+        "6694     2014-11-18             48              6          13   \n",
+        "7142     2014-09-09             39             21           1   \n",
+        "8796     2014-07-01             49             11           0   \n",
+        "8801     2014-07-02             45             11           0   \n",
+        "9068     2014-07-30             54              7           0   \n",
+        "9120     2014-08-06             55             13           0   \n",
+        "9179     2014-08-13             44              9           0   \n",
+        "9233     2014-08-19             60             10           0   \n",
+        "9472     2014-09-15             48             10           0   \n",
+        "9482     2014-09-16             41              9           0   \n",
+        "9490     2014-09-17             58             11           0   \n",
+        "9494     2014-09-17             48             11           0   \n",
+        "9502     2014-09-17             65             12           0   \n",
+        "9558     2014-09-24             39              0           0   \n",
+        "9566     2014-09-25             60              0           0   \n",
+        "9847     2014-10-31             55             13           1   \n",
+        "10008    2014-11-25             46             12           0   \n",
+        "10057    2014-12-01             41             10           1   \n",
+        "10093    2014-12-08             61             14           0   \n",
+        "10151    2014-12-15             55             13           0   \n",
+        "10152    2014-12-16             59             14           0   \n",
+        "10192    2014-12-19             46             12           0   \n",
+        "10221    2014-12-23             63             12           0   \n",
+        "10264    2014-12-30             63             11           2   \n",
+        "...             ...            ...            ...         ...   \n",
+        "1610266  2014-12-30             54              7           9   \n",
+        "1610267  2014-12-30             66              9           5   \n",
+        "1610270  2014-12-30             44              9          19   \n",
+        "1610275  2014-12-31             58              5          11   \n",
+        "1610873  2014-07-01             50              2           1   \n",
+        "1610955  2014-07-07             40              6           4   \n",
+        "1611039  2014-07-14             48             27           5   \n",
+        "1611080  2014-07-18             45             12           9   \n",
+        "1611174  2014-08-05             42              2           9   \n",
+        "1611539  2014-10-01             44             12           1   \n",
+        "1611798  2014-11-03             43              4           1   \n",
+        "1615528  2014-09-26             39             12          14   \n",
+        "1615633  2014-12-05             41             16           2   \n",
+        "1619891  2014-09-08             46              3           0   \n",
+        "1621034  2014-07-11             42             16           9   \n",
+        "1621055  2014-07-22             46             36           9   \n",
+        "1621075  2014-07-31             49              4           3   \n",
+        "1621097  2014-08-11             39             11          16   \n",
+        "1621109  2014-08-19             38             10          13   \n",
+        "1621116  2014-08-21             38              7          17   \n",
+        "1621152  2014-09-09             42              1           5   \n",
+        "1621168  2014-09-17             44              8           7   \n",
+        "1621248  2014-10-24             51             32           6   \n",
+        "1621289  2014-11-11             61             11           6   \n",
+        "1621306  2014-11-13             51              6           9   \n",
+        "1621309  2014-11-13             54             11          10   \n",
+        "1621327  2014-11-15             41              2           2   \n",
+        "1621331  2014-11-17             45              0           2   \n",
+        "1622881  2014-11-14             47              2           9   \n",
+        "1626617  2014-11-03             41             11           4   \n",
+        "\n",
+        "                                                   context  \n",
+        "297      \u8f9f\u4e2a\u8c23\uff1a\u5927\u5bb6\u4e0d\u7528\u7740\u6025\u53bb\u53d6\u533b\u4fdd\u5361\u7684\u94b1\uff01\u8ddf\u5317\u4eac\u94f6\u884c\u5de5\u4f5c\u4eba\u5458\u786e\u8ba4\u4e86\uff0c\u533b\u4fdd\u7cfb\u7edf\u5347\u7ea7\u53ea\u662f\u8bf4\u4ee5\u540e\u94b1\u4e0d\u518d\u6253...  \n",
+        "2115     Docker and Microsoft: Integrating Docker with ...  \n",
+        "2143          #Mono#\u5fae\u8f6f\u5f00\u653e.NET\u6846\u67b6\u6e90\u4ee3\u7801\u548cMono http://t.cn/R7eaqwl  \n",
+        "3650     RT @jzhone: \u4f60\u4e0d\u77e5\u9053 5K \u5c4f\u5e55\u6709\u591a\u5927\uff1f\u7b80\u5355\u70b9\u8bf4\uff0c\u53ef\u4ee5\u540c\u65f6\u64ad\u653e 100 \u591a\u90e8 A...  \n",
+        "3917                                                     !  \n",
+        "3938                            Bong2 \u624b\u73af \u7ed9\u732b\u6234\u4e86\u51e0\u5929\uff0c\u8fd9\u662f\u5b83\u4e00\u5929\u7684\u6d3b\u52a8\u6570\u636e  \n",
+        "6694     \u4e00\u4e9bMalware\u3001Virus\u3001Worm\u76f8\u5173\u7684\u6587\u6863\u548c\u7535\u5b50\u4e66\uff1ahttp://t.cn/Rz7zPrN  \n",
+        "7142     #\u7528\u5bb6\u62db\u8058#\u641e\u4e86@\u7528\u5bb6app \u5927\u534a\u5e74\u3002\u4ece\u90a3\u5f20\u300ctest\u300d\u5230\u4eca\u5929\u7684\u300c\u5f97\u95f2\u996e\u8336\u300d\uff0c\u7ecf\u5386\u4e86n\u4e2a\u5c0f\u7248...  \n",
+        "8796     \u3010iPad \u4f7f\u7528AID-MDI\u6280\u672f\u6784\u5efa\u79fb\u52a8\u5f71\u50cf\u4ea7\u54c1\u3011\u4f01\u4e1a\u79fb\u52a8\u4e92\u8054\u987e\u95ee\u56e2\u4e86\u89e3\u5230\uff0c\u5f88\u591a\u4f01\u4e1a\u90fd\u5728\u8bd5...  \n",
+        "8801     \u3010\u667a\u80fd\u5316\u5bf9\u9152\u5e97\u7ba1\u7406\u7684\u5f71\u54cd\u3011\u4f01\u4e1a\u79fb\u52a8\u4e92\u8054\u987e\u95ee\u56e2\u4e86\u89e3\u5230\uff0c\u5f88\u591a\u4f01\u4e1a\u90fd\u5728\u8bd5\u56fe\u901a\u8fc7\u79fb\u52a8\u4e92\u8054\u53bb\u5e2e\u52a9\u4e1a\u52a1\u6210...  \n",
+        "9068     \u3010\u56fe\u89e3\u60e0\u666eHelion\u3011HP\u4f5c\u4e3a\u4e00\u5bb6\u4ee5\u786c\u4ef6\u4e3a\u57fa\u7840\u7684\u516c\u53f8\uff0c\u6301\u7eed\u5728\u786c\u4ef6\u4e0a\u9762\u6295\u5165\uff0c\u5f53\u7136\u786c\u4ef6\u79bb\u4e0d\u5f00\u8f6f...  \n",
+        "9120     \u3010HP Helion\u2014\u2014\u591a\u5feb\u597d\u7701\u7684\u4f01\u4e1aIT\u67b6\u6784\u3011\u5f00\u653e\u3001\u5b89\u5168\u548c\u654f\u6377\u7684\u67b6\u6784\u6210\u4e3a\u4f01\u4e1aIT\u57fa\u7840\u8bbe\u65bd\u7684...  \n",
+        "9179     \u3010\u60e0\u666eHelion\u52a9\u7528\u6237\u63d0\u5347\u4e91\u8ba1\u7b97\u4f53\u9a8c\u3011\u5728\u4f01\u4e1a\u4e91\u9700\u6c42\u8d8a\u6765\u8d8a\u591a\u6837\u5316\u7684\u8d8b\u52bf\u4e0b\uff0c\u7528\u6237\u6240\u9700\u8981\u7684\u662f\u5168\u65b9...  \n",
+        "9233     \u3010\u56fe\u89e3HP Helion\u89e3\u51b3\u65b9\u6848\u6574\u5408\u80fd\u529b\u3011\u4e3a\u4e86\u8d62\u5f97\u5f53\u4eca\u7684\u7ade\u4e89\uff0cIT\u90e8\u95e8\u9700\u8981\u4f01\u4e1a\u7ea7IT\u89e3\u51b3\u65b9\u6848...  \n",
+        "9472     \u6570\u636e\u5bf9\u4e8e\u4f01\u4e1a\u7684\u91cd\u8981\u6027\u65e0\u9700\u591a\u8a00\uff0c\u5df2\u7ecf\u6210\u4e3a\u65b0\u5e94\u7528\u4e0e\u5546\u4e1a\u51b3\u7b56\u6839\u57fa\u3002\u800c\u76f8\u4e92\u72ec\u7acb\u7684\u5b58\u50a8\u5e73\u53f0\u6210\u4e3a\u4f01\u4e1a\u628a\u63e1...  \n",
+        "9482     PowerLinux\u6570\u636e\u4e2d\u5fc3\u4e0eX86\u6570\u636e\u4e2d\u5fc3\u5728\u516c\u6587\u67e5\u8be2\u603b\u4f53\u54cd\u5e94\u65f6\u95f4\u65b9\u9762\uff0cX86\u54cd\u5e94\u65f6\u95f4\u4e3a72...  \n",
+        "9490     \u901a\u8fc7\u5bf9TCO\u5404\u7c7b\u76ee\u7684\u5bf9\u6bd4\uff0cPowerLinux\u6570\u636e\u4e2d\u5fc3\u4e0eX86\u6570\u636e\u4e2d\u5fc3\u5728\u6027\u80fd\u76f8\u540c\u7684\u60c5\u51b5\u4e0b\u7684\u4ef7...  \n",
+        "9494     \u3010\u5c0f\u8c03\u67e5\u3011\u5728\u6570\u636e\u4e2d\u5fc3\u5efa\u8bbe\u4ee5\u53ca\u8fd0\u8425\u7684\u8fc7\u7a0b\u4e2d\uff0c\u4e00\u5b9a\u4f1a\u6709\u51e0\u4e2a\u95ee\u9898\u662f\u60a8\u6240\u5934\u75bc\u7684  \u3002\u5728\u9762\u5bf9\u5927\u89c4\u6a21\u7684\u6570...  \n",
+        "9502     \u5b58\u50a8\u865a\u62df\u5316\u8fd9\u575b\u5b58\u50a8\u9886\u57df\u201c\u9648\u5e74\u8001\u9152\u201d\u5728\u5927\u6570\u636e\u65f6\u4ee3\u4f3c\u4e4e\u53c8\u6709\u4e86\u66f4\u91cd\u8981\u7684\u610f\u4e49\u3002\u53d1\u6325\u5f02\u6784\u5b58\u50a8\u6574\u5408\u7684\u72ec\u6709...  \n",
+        "9558     \u3010SVC\u5e94\u7528\u5b9e\u8df5\u3011\u6570\u636e\u4e0d\u80fd\u6574\u5408\u5e38\u5e38\u8ba9\u4eba\u6293\u72c2\uff0c\u6570\u636e\u4e2d\u5fc3\u7684\u4e00\u4e9b\u5c0f\u6545\u969c\u6709\u65f6\u4e5f\u8981\u53d1\u52a8\u5168\u4f53\u5458\u5de5\u52a0\u73ed\u7ef4\u4fee...  \n",
+        "9566     \u3010\u4e91\u8ba1\u7b97\u8fc7\u65f6? Power\u786c\u4ef6\u7ea7\u8d44\u6e90\u6c60\u6539\u53d8\u6e38\u620f\u89c4\u5219\u3011IT\u6280\u672f\u53d1\u5c55\u8fd9\u4e48\u591a\u5e74\u5230\u73b0\u5728\uff0c\u5c42\u51fa\u4e0d\u7a77\u7684\u89e3...  \n",
+        "9847     \u3010\u6570\u636e\u4e2d\u5fc32014\uff1a\u751f\u6001\u7cfb\u7edf\u4e0e\u89c4\u6a21\u7684\u89d2\u529b\u3011\u65e2\u7136\u786c\u4ef6\u91cd\u6784\u4e0e\u8f6f\u4ef6\u5b9a\u4e49\u5df2\u7ecf\u662f\u4e1a\u754c\u8d8b\u52bf\uff0c\u6211\u4eec\u4e0d\u4ec5\u8981\u5173...  \n",
+        "10008    \u3010\u6570\u636e\u4e2d\u5fc32014\uff1a\u751f\u6001\u7cfb\u7edf\u4e0e\u89c4\u6a21\u7684\u89d2\u529b\u3011\u65e2\u7136\u786c\u4ef6\u91cd\u6784\u4e0e\u8f6f\u4ef6\u5b9a\u4e49\u5df2\u7ecf\u662f\u4e1a\u754c\u8d8b\u52bf\uff0c\u6211\u4eec\u4e0d\u4ec5\u8981\u5173...  \n",
+        "10057    \u3010\u4ece\u5b58\u50a8\u8f6f\u4ef6\u5230\u8f6f\u4ef6\u5b9a\u4e49\u5b58\u50a8\u7684\u6f14\u7ece\u53f2\u3011\u8f6f\u4ef6\u5b9a\u4e49\u5b58\u50a8\u4e4b\u6240\u4ee5\u80fd\u591f\u5982\u6b64\u84ec\u52c3\u7684\u53d1\u5c55\uff0c\u5f97\u76ca\u4e8e\u8d8a\u6765\u8d8a\u591a\u89e3\u51b3...  \n",
+        "10093    \u3010\u6570\u636e\u4e2d\u5fc32014\uff1a\u8f6f\u4ef6\u5b9a\u4e49\u7684\u8ba1\u7b97\u3011\u5728\u300a\u6570\u636e\u4e2d\u5fc32013\uff1a\u786c\u4ef6\u91cd\u6784\u4e0e\u8f6f\u4ef6\u5b9a\u4e49\u300b\u5f53\u4e2d\uff0c\u6211\u4eec\u5df2\u7ecf...  \n",
+        "10151    \u3010\u6570\u636e\u4e2d\u5fc32014\uff1a\u8f6f\u4ef6\u5b9a\u4e49\u7684\u7f51\u7edc\u3011\u8f6f\u4ef6\u5b9a\u4e49\u7f51\u7edcSDN\u5728\u6570\u5e74\u524d\u5174\u8d77\uff0c\u5e76\u8fc5\u901f\u5f15\u8d77\u4e86\u8f6f\u4ef6\u5b9a\u4e49\u7684\u98ce...  \n",
+        "10152    \u3010\u6570\u636e\u4e2d\u5fc32014\uff1a\u8f6f\u4ef6\u5b9a\u4e49\u8ba1\u7b97\u3011\u6211\u4eec\u5e0c\u671b\u7684\u8f6f\u4ef6\u5b9a\u4e49\u8ba1\u7b97\u662f\u4ec0\u4e48\u6837\u5b50\u5462\uff1f\u5957\u7528Andrew S....  \n",
+        "10192    \u3010\u6570\u636e\u4e2d\u5fc32014\uff1a\u8f6f\u4ef6\u5b9a\u4e49\u7684\u7f51\u7edc\u3011\u8f6f\u4ef6\u5b9a\u4e49\u7f51\u7edc\uff08SDN\uff09\u5728\u6570\u5e74\u524d\u5174\u8d77\uff0c\u5e76\u8fc5\u901f\u5f15\u8d77\u4e86\u8f6f\u4ef6\u5b9a\u4e49...  \n",
+        "10221    \u5927\u6570\u636e\u65f6\u4ee3\u5206\u652f\u673a\u6784\u4f17\u591a\uff0c\u5e94\u7528\u79cd\u7c7b\u6cdb\u6ee5\uff0c\u95ee\u9898\u6765\u4e86\uff1a1\u3001\u94fe\u8def\u62e5\u5835\uff0c\u5374\u65e0\u6cd5\u8ffd\u6eaf\u53ca\u5b9a\u4f4d\u6545\u969c\u6e90\u30022\u3001\u7f51...  \n",
+        "10264    \u3010Office 365\uff1a\u4e91\u7aef\u5316\u5e26\u6765\u7684\u4f01\u4e1a\u529e\u516c\u6d41\u7a0b\u53d8\u9769\u3011\u5bf9\u4e8e\u5927\u591a\u6570\u4f01\u4e1a\u800c\u8a00\uff0c\u5728\u529e\u516c\u8f6f\u4ef6\u4e0a\u7684\u652f\u51fa...  \n",
+        "...                                                    ...  \n",
+        "1610266  \u4f2f\u4e50\u5728\u7ebf\u535a\u5ba212\u6708\u70ed\u6587\uff1a\u300a\u8ba1\u7b97\u673a\u5b9e\u9645\u4e0a\u662f\u5982\u4f55\u5de5\u4f5c\u7684\u300bhttp://t.cn/Rzc0qTM ...  \n",
+        "1610267  \u300a\u8d85\u9177\u7b97\u6cd5\uff1a\u65e5\u5fd7\u7ed3\u6784\u5316\u5b58\u50a8\u300b\u5982\u679c\u4f60\u6b63\u5728\u8bbe\u8ba1\u4e00\u4e2a\u5b58\u50a8\u7cfb\u7edf\uff08\u6bd4\u5982\u6587\u4ef6\u7cfb\u7edf\u6216\u6570\u636e\u5e93\uff09\uff0c\u4f60\u7684\u4e3b\u8981\u95ee\u9898...  \n",
+        "1610270                \u300a\u4ece\u4e00\u4e2a\u7a0b\u5e8f\u5458\u7b11\u8bdd\u770b\u8f6f\u4ef6\u5f00\u53d1\u7ba1\u7406\u300bhttp://t.cn/Sb5aoW  \n",
+        "1610275  \u300a\u4e3a\u4ec0\u4e48\u8981\u5b66\u4e60\u5d4c\u5165\u5f0f\u7cfb\u7edf\u8bfe\u7a0b\uff1f\u300b\u5d4c\u5165\u5f0f\u7cfb\u7edf\u662f\u4e13\u7528\u8ba1\u7b97\u673a\uff0c\u7528\u6237\u901a\u5e38\u4e0d\u4f1a\u5c06\u5176\u89c6\u4e3a\u8ba1\u7b97\u673a\u3002\u4f8b\u5982\u624b\u673a...  \n",
+        "1610873  \u82f1\u7279\u5c14\u8001\u603b\uff1a\u5b9e\u5728\u770b\u4e0d\u8fc7\u53bb\u4e86\uff0c\u8001\u5b50\u8ba9\u4f60\u4eec\u770b\u770b\u4ec0\u4e48\u53eb\u516b\u6838\u3002\u3002\u3002\u3002\u3002 \u82f1\u7279\u5c14\u9996\u4e2a\u6d88\u8d39\u7ea7\u516b\u6838\u5904\u7406\u5668i...  \n",
+        "1610955  #\u5367\u69fd# \u7adf\u7136\u6bd4#surface pro 3#\u8f7b4\u514b\uff01\u5206\u8fa8\u7387\u66f4\u9ad8\uff01\uff01 \u4ec5795g NEC\u63a8\u5168...  \n",
+        "1611039  \u7ec8\u4e8e\u5f00\u5b8c\u4f1a\uff0c\u65b0\u516c\u53f8\u6280\u672f\u8d1f\u8d23\u4eba\u8ddf\u6211\u8bc9\u82e6\uff0c\u8bf4\u8fd9\u9879\u76ee\u524d\u540e\u627e\u4e86\u591a\u4e2a\u5404\u56fd\uff08\u65af\u91cc\u5170\u5361\u3001\u4fdd\u52a0\u5229\u4e9a\u3001\u6fb3\u5927\u5229\u4e9a...  \n",
+        "1611080  \u6253\u5de5\uff0c\u62ff\u5230\u85aa\u916c\u662f\u5e95\u7ebf\uff0c\u5728\u8fd9\u4e4b\u4e0a\uff0c\u80fd\u5b66\u5230\u4e1c\u897f\u66f4\u597d\uff0c\u7ed3\u8bc6\u670b\u53cb\u66f4\u597d\uff0c\u9664\u6b64\u4e4b\u5916\uff0c\u90fd\u662f\u6d6e\u4e91\u3002\u90fd\u662f\u6d41\u6c34\u7684...  \n",
+        "1611174  usb\u63a5\u53e3\u53d1\u660e\u4eba\u53bb\u4e16\u4e0b\u846c\u7684\u65f6\u5019\uff0c\u68fa\u6750\u7f13\u7f13\u653e\u4e0b\u53bb\u53c8\u63d0\u8d77\u6765\uff0c\u6362\u4e86\u4e00\u9762\uff0c\u518d\u653e\u4e0b\u53bb\uff0c\u53c8\u63d0\u8d77\u6765\uff0c\u6362\u4e00\u9762...  \n",
+        "1611539  \u554a\u554a\u554a\uff0c\u4e0b\u4e00\u4ee3Windows\u53eb#Windows 10#\uff0c\u628aMetro(Modern) UI ...  \n",
+        "1611798  #\u5c4c\u7206\u5929# \u4f18\u76d8\u5927\u5c0f\uff01 \u5168\u7403\u6700\u5c0f\u7684Windows 8 MiniPC - \u201c\u5149\u68cd\u4e00\u53f7\u201d\u4f53\u9a8c h...  \n",
+        "1615528  \u591c\u6df1\u4eba\u9759\uff0c\u8fde\u64b82\u53d1\uff0cCVE-2014-6271\u81ea\u52a8path\uff0c\u5730\u5740\uff1ahttp://t.cn/R...  \n",
+        "1615633  \u96ea\u7403\u62db\u8058\u524d\u7aef\uff0c\u8fd9\u4e2a\u6708\u5165\u804c\u76f4\u63a5\u8ddf\u6211\u4eec\u4e00\u8d77\u53bb\u5317\u6d77\u9053outing!!! \u85aa\u6c34\u671f\u6743\u90fd\u53ef\u4ee5\u63d0\uff0c\u8d76\u7d27\u79c1\u4fe1...  \n",
+        "1619891                cuDNN and caffe http://t.cn/Rh5Kxdw  \n",
+        "1621034                            #\u8f7b\u677e\u4e00\u523b# \u6211\u7ed9\u4f60\u8bb2\u4e00\u4e2a TCP \u7684\u7b11\u8bdd\u5427\uff1f  \n",
+        "1621055  \u3010WP 8.1 \u4e2d\u7684\u65b0\u589e\u529f\u80fd\u3011WP 8.1\u5df2\u7ecf\u9646\u7eed\u63a8\u9001\uff0c\u9762\u5411\u5f00\u53d1\u4eba\u5458\u7684\u6280\u672f\u6587\u6863\u4e5f\u5f00\u59cb\u66f4\u65b0\uff0cW...  \n",
+        "1621075  #Cortana\u5f00\u53d1\u535a\u6587# \u6628\u5929\u4e0b\u5348WP 8.1 Update \u4ee5\u53ca Cortana \u4e2d\u56fd\u7248...  \n",
+        "1621097                                   \u7801\u519c\u5b66\u4e60\u4e66\u6cd5\u540e\u5199\u7684\u7b2c\u4e00\u5e45\u5b57...  \n",
+        "1621109  #Channel 9# \u3010\u5c06 Cortana \u4e0e\u4f60\u7684\u5e94\u7528\u7a0b\u5e8f\u96c6\u6210\u3011Cortana \u7684\u5f3a\u5927\u529f\u80fd...  \n",
+        "1621116              #\u8f7b\u677e\u4e00\u523b# \u8fd9\u4e2a\u4fc4\u7f57\u65af\u65b9\u5757\u73a9\u8d77\u6765\u611f\u89c9\u4f1a\u5f88\u723d\uff01\u6765\u81ea\u5965\u5730\u5229\u4e00\u4f4d\u8bbe\u8ba1\u5e08\u7684\u4f5c\u54c1\u3002  \n",
+        "1621152                      #\u8f7b\u677e\u4e00\u523b# \u770b\u8d77\u6765\u5f88\u723d\u7684\u4e00\u5f20\u56fe\uff0c\u4e3b\u9875\u541b\u5df2\u505c\u4e0d\u4e0b\u6765[\u9ed1\u7ebf]  \n",
+        "1621168  \u3010\u66f4\u597d\u7684JavaScript:\u7528TypeScript\u8ba9\u4f60\u7684\u9879\u76ee\u9ad8\u5927\u4e0a\uff01\u3011TypeScript...  \n",
+        "1621248  \u4e3b\u9875\u83cc\u795d\u5404\u4f4d\u7a0b\u5e8f\u733f\uff08\u5a9b\uff09\u8282\u65e5\u5feb\u4e50[din\u63a8\u649e]1024\u5bf9\u5404\u4f4d\u7a0b\u5e8f\u5458\u662f\u5f88\u6709\u610f\u4e49\u4e00\u4e2a\u6570\u5b57\uff0c\u5728\u8fd9\u4e2a...  \n",
+        "1621289  \u3010\u7a0b\u5e8f\u5458\u5176\u5b9e\u4e0d\u6101\u201c\u8131\u5355\u201d\u3011\u7ecf\u5e38\u542c\u5230\u5f88\u591a\u7a0b\u5e8f\u5458\u90fd\u662f\u5355\u8eab\u7684\u8bf4\u6cd5\uff0c\u5c0f\u7f16\u627e\u4e86\u51e0\u4f4d\u4e0d\u540c\u7c7b\u578b\u7684\u5973\u751f\u8fdb\u884c\u4e86...  \n",
+        "1621306  #Connect# Visual Studio 2015 Preview & .NEW 20...  \n",
+        "1621309  #Connect# \u5173\u4e8eVS 2015\u548c.NET 2015\u7684\u4e09\u4ef6\u4e8b\u4e4b\u79fb\u52a8\u5f00\u53d1\uff1a\u76ee\u524d\u79fb\u52a8\u5f00\u53d1\u8005...  \n",
+        "1621327  #\u5fae\u8f6f\u6280\u672f\u4e13\u5bb6\u7f8e\u98df\u5c5e\u6027\u5927\u63ed\u79d8# \u5982\u4f55\u89e3\u8bfb\u4e00\u4e2a\u4eba\uff1f\u9760\u5360\u661f\uff1f\u9760\u8840\u578b\uff1f\u9760\u751f\u8096\uff1f\u8fd9\u4e9b\u90fd\u592aOUT\u5566\uff01\u5728...  \n",
+        "1621331                               #\u8f7b\u677e\u4e00\u523b# \u8fd9\u662f\u4e00\u4e2a\u78a7\u6cb9\u9e21[doge]  \n",
+        "1622881                   http://t.cn/R7Der8S @RAIN-JIHOON  \n",
+        "1626617  \u7528bbcp\u4ee3\u66ffscp\uff0c572G\u7684\u6570\u636e\uff0c\u8de8IDC\uff08\u4e0d\u9650\u901f\u88f8\u7ea4\u8fde\u63a5\uff0c\u670d\u52a1\u5668\u5343\u5146\u7f51\u5361\uff09\uff0c99\u5206\u949f\u62f7...  \n",
+        "\n",
+        "[4485 rows x 7 columns]"
+       ]
+      }
+     ],
+     "prompt_number": 225
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.weibo_train_data[(fw.weibo_train_data.forward_count<=1) & (fw.weibo_train_data.comment_count<=1) \n",
+      "& (fw.weibo_train_data.like_count<=1)].count()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 238,
+       "text": [
+        "uid              1282649\n",
+        "mid              1282649\n",
+        "time             1282649\n",
+        "forward_count    1282649\n",
+        "comment_count    1282649\n",
+        "like_count       1282649\n",
+        "context          1282649\n",
+        "dtype: int64"
+       ]
+      }
+     ],
+     "prompt_number": 238
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "train = fw.weibo_train_data"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 239
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "(train.forward_count==0) & (train.comment_count==0) & (train.like_count==0)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "/bin/sh: train.like_count==0: command not found\r\n",
+        "/bin/sh: train.comment_count==0: command not found\r\n",
+        "/bin/sh: train.forward_count==0: command not found\r\n"
+       ]
+      }
+     ],
+     "prompt_number": 241
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "train['all_zero']=0"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 243
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "train.all_zero[(train.forward_count==0) & (train.comment_count==0) & (train.like_count==0)]=1"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 247
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "train.all_zero"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 248,
+       "text": [
+        "0     0\n",
+        "1     0\n",
+        "2     1\n",
+        "3     0\n",
+        "4     0\n",
+        "5     1\n",
+        "6     1\n",
+        "7     1\n",
+        "8     1\n",
+        "9     1\n",
+        "10    1\n",
+        "11    1\n",
+        "12    1\n",
+        "13    1\n",
+        "14    0\n",
+        "...\n",
+        "1626735    0\n",
+        "1626736    1\n",
+        "1626737    0\n",
+        "1626738    0\n",
+        "1626739    0\n",
+        "1626740    0\n",
+        "1626741    1\n",
+        "1626742    1\n",
+        "1626743    1\n",
+        "1626744    1\n",
+        "1626745    1\n",
+        "1626746    0\n",
+        "1626747    0\n",
+        "1626748    0\n",
+        "1626749    0\n",
+        "Name: all_zero, Length: 1626750, dtype: int64"
+       ]
+      }
+     ],
+     "prompt_number": 248
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "from weiboPredict import framework as fw"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 14
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.loadData()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 101
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.weibo_predict_data.to_csv?"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 13
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.genResult('test',fw.weibo_train_data.ix[:10][['uid','mid','forward_count','comment_count','like_count']])"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 102
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.weibo_train_data.head()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>uid</th>\n",
+        "      <th>mid</th>\n",
+        "      <th>time</th>\n",
+        "      <th>forward_count</th>\n",
+        "      <th>comment_count</th>\n",
+        "      <th>like_count</th>\n",
+        "      <th>context</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0</th>\n",
+        "      <td> 07fc721342df1a4c1992560b582992f8</td>\n",
+        "      <td> 5fefc2488f99aba5782baa43096b76dc</td>\n",
+        "      <td> 2014-11-04</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 7</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> [\u5410]@\u4eac\u4e1c \u7684\u7528\u6237\u4f53\u9a8c\u592a\u5dee\u4e86....\u7b2c\u4e00\u6b21\u5728\u4eac\u4e1c\u8d2d\u7269\uff0c\u4e70\u4e86\u51e0\u767e\u7684\u4e66....\u771f\u662f\u7ecf\u5386\u4e86\u7f51\u8d2d\u7684...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1</th>\n",
+        "      <td> 07fc721342df1a4c1992560b582992f8</td>\n",
+        "      <td> 397d9abe2ebf9ba986fe5ab5a6139e11</td>\n",
+        "      <td> 2014-11-04</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> #\u6211\u7231\u5c0f\u7c73\u624b\u673a#\u56e0\u4e3a\u5c0f\u7c73\u624b\u673a4\u7684\u5c4f\u5e55\u592a\u7ed9\u529b\u4e86\uff0c5\u82f1\u5bf8\u7684\u9ad8\u8272\u5f69\u9971\u548c\u5ea6\u590f\u666e / JDI\u5c4f\u5e55\uff0c19...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2</th>\n",
+        "      <td> 07fc721342df1a4c1992560b582992f8</td>\n",
+        "      <td> a2ae3959e9aa21a47993506e2609a4ec</td>\n",
+        "      <td> 2014-11-08</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>              [doge][\u55b5\u55b5]\u5929\u732b\u771f\u662f\u725b....\u5356\u5b9e\u9a8c\u8017\u6750\u7684\u90fd\u8dd1\u5929\u732b\u53bb\u5f00\u5e97\u4e86...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3</th>\n",
+        "      <td> 07fc721342df1a4c1992560b582992f8</td>\n",
+        "      <td> fcc63a086522040a271ba6d1fb604734</td>\n",
+        "      <td> 2014-11-09</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 6</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>                                [doge]\u627e\u5de5\u4f5c\u256e(\u256f\u25bd\u2570)\u256d\u2026\u2026</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4</th>\n",
+        "      <td> 07fc721342df1a4c1992560b582992f8</td>\n",
+        "      <td> 6ab0f93ab59cbdaf25f4a023642971a6</td>\n",
+        "      <td> 2014-11-11</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 5</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>                                  [doge]\u6210\u529f\u62a2\u4e86\u53f0\u7c734\u7535\u4fe1~</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 9,
+       "text": [
+        "                                uid                               mid  \\\n",
+        "0  07fc721342df1a4c1992560b582992f8  5fefc2488f99aba5782baa43096b76dc   \n",
+        "1  07fc721342df1a4c1992560b582992f8  397d9abe2ebf9ba986fe5ab5a6139e11   \n",
+        "2  07fc721342df1a4c1992560b582992f8  a2ae3959e9aa21a47993506e2609a4ec   \n",
+        "3  07fc721342df1a4c1992560b582992f8  fcc63a086522040a271ba6d1fb604734   \n",
+        "4  07fc721342df1a4c1992560b582992f8  6ab0f93ab59cbdaf25f4a023642971a6   \n",
+        "\n",
+        "         time  forward_count  comment_count  like_count  \\\n",
+        "0  2014-11-04              0              7           2   \n",
+        "1  2014-11-04              0              3           0   \n",
+        "2  2014-11-08              0              0           0   \n",
+        "3  2014-11-09              0              6           0   \n",
+        "4  2014-11-11              0              5           1   \n",
+        "\n",
+        "                                             context  \n",
+        "0  [\u5410]@\u4eac\u4e1c \u7684\u7528\u6237\u4f53\u9a8c\u592a\u5dee\u4e86....\u7b2c\u4e00\u6b21\u5728\u4eac\u4e1c\u8d2d\u7269\uff0c\u4e70\u4e86\u51e0\u767e\u7684\u4e66....\u771f\u662f\u7ecf\u5386\u4e86\u7f51\u8d2d\u7684...  \n",
+        "1  #\u6211\u7231\u5c0f\u7c73\u624b\u673a#\u56e0\u4e3a\u5c0f\u7c73\u624b\u673a4\u7684\u5c4f\u5e55\u592a\u7ed9\u529b\u4e86\uff0c5\u82f1\u5bf8\u7684\u9ad8\u8272\u5f69\u9971\u548c\u5ea6\u590f\u666e / JDI\u5c4f\u5e55\uff0c19...  \n",
+        "2               [doge][\u55b5\u55b5]\u5929\u732b\u771f\u662f\u725b....\u5356\u5b9e\u9a8c\u8017\u6750\u7684\u90fd\u8dd1\u5929\u732b\u53bb\u5f00\u5e97\u4e86...  \n",
+        "3                                 [doge]\u627e\u5de5\u4f5c\u256e(\u256f\u25bd\u2570)\u256d\u2026\u2026  \n",
+        "4                                   [doge]\u6210\u529f\u62a2\u4e86\u53f0\u7c734\u7535\u4fe1~  "
+       ]
+      }
+     ],
+     "prompt_number": 9
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "reload(weiboPredict.framework)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "ename": "NameError",
+       "evalue": "name 'weiboPredict' is not defined",
+       "output_type": "pyerr",
+       "traceback": [
+        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+        "\u001b[0;32m<ipython-input-18-169d389407ae>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mreload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mweiboPredict\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mframework\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+        "\u001b[0;31mNameError\u001b[0m: name 'weiboPredict' is not defined"
+       ]
+      }
+     ],
+     "prompt_number": 18
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "import weiboPredict"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 19
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "reload(weiboPredict.framework)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 100,
+       "text": [
+        "<module 'weiboPredict.framework' from 'weiboPredict/framework.py'>"
+       ]
+      }
+     ],
+     "prompt_number": 100
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "f=open('result/test.txt','r')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 89
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "context = f.read()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 90
+    },
+    {
+     "cell_type": "code",
+     "collapsed": true,
+     "input": [
+      "context"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 91,
+       "text": [
+        "'07fc721342df1a4c1992560b582992f8,5fefc2488f99aba5782baa43096b76dc,0,7,2\\n07fc721342df1a4c1992560b582992f8,397d9abe2ebf9ba986fe5ab5a6139e11,0,3,0\\n07fc721342df1a4c1992560b582992f8,a2ae3959e9aa21a47993506e2609a4ec,0,0,0\\n07fc721342df1a4c1992560b582992f8,fcc63a086522040a271ba6d1fb604734,0,6,0\\n07fc721342df1a4c1992560b582992f8,6ab0f93ab59cbdaf25f4a023642971a6,0,5,1\\n07fc721342df1a4c1992560b582992f8,e0fc906adc95874d634897294c3eebfa,0,0,0\\n07fc721342df1a4c1992560b582992f8,dfa0674fd2a0a7779a323c43b9d10e0c,0,0,0\\n07fc721342df1a4c1992560b582992f8,fc3045a42098c03b03b56bd71c1580cb,0,0,0\\n07fc721342df1a4c1992560b582992f8,95b2af15dc1913f024c4777587241746,0,0,0\\n63cd513528bba60bfde4178467df6987,86f2bc5bb1b65c38d27ad356dc707222,0,0,0\\n63cd513528bba60bfde4178467df6987,8732dcd92c347f2e0d3bc18b5343b10e,0,0,0\\n'"
+       ]
+      }
+     ],
+     "prompt_number": 91
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "f.close()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 92
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "import re"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 93
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "context = re.sub(',(?=\\w\\w)','\\t',context)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 94
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "context = re.sub(',(?=\\d,\\d,\\d)','\\t',context)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 95
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "f=open('result/test.txt','w')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 96
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "f.write(context)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 97
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "f.close()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 98
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [],
+     "language": "python",
+     "metadata": {},
+     "outputs": []
     }
    ],
    "metadata": {}
diff --git a/OfflineTest.ipynb b/OfflineTest.ipynb
new file mode 100644
index 0000000..32467aa
--- /dev/null
+++ b/OfflineTest.ipynb
@@ -0,0 +1,687 @@
+{
+ "metadata": {
+  "name": "",
+  "signature": "sha256:adc6389b4f67dc2da17549fb179369e4f3604ae4e6d531f68ec6cece89f4d162"
+ },
+ "nbformat": 3,
+ "nbformat_minor": 0,
+ "worksheets": [
+  {
+   "cells": [
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "from weiboPredict import framework as fw"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 1
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.loadData()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 2
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.weibo_predict_data[fw.weibo_predict_data.time<='2015-01-02']"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>uid</th>\n",
+        "      <th>mid</th>\n",
+        "      <th>time</th>\n",
+        "      <th>context</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0     </th>\n",
+        "      <td> 07fc721342df1a4c1992560b582992f8</td>\n",
+        "      <td> f03b783f63a9cda982eaef22286445ad</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td>                              [doge]2015\u9996\u80dc\u5df2\u62ff\uff0c\u70e7\u70e4ing</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>18    </th>\n",
+        "      <td> c83d055f193e179b61e3cd03ed24028c</td>\n",
+        "      <td> 788c69af7ec181639ac63f45b6e80757</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td> #\u5954\u8dd1\u54272015#\u65b0\u5e74\u6211\u6700\u5e78\u8fd0\uff0c2015\u6211\u6700\u7ea2\uff01\u8de8\u5e74\u6211\u5728@\u6d59\u6c5f\u536b\u89c6\u8de8\u5e74\u6f14\u5531\u4f1a \u548c@\u5fae\u535a\u7535\u89c6 ...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>19    </th>\n",
+        "      <td> c83d055f193e179b61e3cd03ed24028c</td>\n",
+        "      <td> ade25dbc67490cf3a6b053f83a66b128</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td> \u6211\u6b63\u5728\u9886\u53d6#\u5fae\u535a\u7b49\u7ea7\u4e13\u4eab\u793c#[\u53d1\u7ea2\u5305]\u8fd9\u91cc\u4eba\u4eba\u5347\u7ea7\u6709\u798f\u5229\uff1aMacBook\u3001iphone6\u3001\u5927...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>39    </th>\n",
+        "      <td> 92a659a0bc1b6eafea8535322a67da4f</td>\n",
+        "      <td> 345d7971119b26c1464a657727a2ef42</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td>        Docker\u5165\u95e8\u6559\u7a0b - DockerOne http://t.cn/RZLewOI</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>40    </th>\n",
+        "      <td> 92a659a0bc1b6eafea8535322a67da4f</td>\n",
+        "      <td> 087b457000429a79e086e2cbf38806e9</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td>   Optimizing MySQL for Zabbix http://t.cn/R7F595o</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>41    </th>\n",
+        "      <td> 92a659a0bc1b6eafea8535322a67da4f</td>\n",
+        "      <td> 1f453858360302e47dba61544e0d07fa</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td> FromDual | FromDual - MySQL, Galera Cluster, M...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>42    </th>\n",
+        "      <td> 92a659a0bc1b6eafea8535322a67da4f</td>\n",
+        "      <td> 794bc848d5fa63c4fc68eb5db26876a5</td>\n",
+        "      <td> 2015-01-02</td>\n",
+        "      <td> Installation guide for the Performance Monitor...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>49    </th>\n",
+        "      <td> a5476bfb296a199e3019c3519cc03b08</td>\n",
+        "      <td> 7efd27ca354e5528caccb8ac1376deac</td>\n",
+        "      <td> 2015-01-02</td>\n",
+        "      <td> \u597d\u597d\u7684\u6b66\u5a9a\u5a18\uff0c\u88ab\u5e7f\u7535\u603b\u5c40\u526a\u6210\u5927\u5934\u5267\ud83d\ude02 \u6ca1\u6709\u4e86\u6ce2\u6d9b\u6c79\u6d8c\u7684\u5267\u60c5\u5982\u4f55\u770b\u554a[\u7b11cry]\u5e7f\u7535\u603b\u5c40\u5403\u9971...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>82    </th>\n",
+        "      <td> 493b4db0627a6b6ca5ddc475a0688a3e</td>\n",
+        "      <td> 65f77c99332cb04167588f3e82fa4b40</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td>                                   2015\uff0c\u4f60\u597d\uff0c\u5f88\u9ad8\u5174\u89c1\u5230\u4f60\u3002</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>83    </th>\n",
+        "      <td> 493b4db0627a6b6ca5ddc475a0688a3e</td>\n",
+        "      <td> 6d64d15b7f9e5d81551e1c107726c132</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td>       \u4e00\u5e74\u591a\u6ca1\u53bbK\u6b4c\u4e86\u660e\u5929\u7ec8\u4e8e\u6709\u4e2a\u673a\u4f1a\u53ef\u5c31\u5728\u8fd9\u4e2a\u8282\u9aa8\u773c\u513f\u4e0a\uff0c\u6241\u6843\u4f53\u53d1\u708e\u55d3\u5b50\u5e9f\u4e86\u3002\u3002\u3002\u3002[\u6cea]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>84    </th>\n",
+        "      <td> 493b4db0627a6b6ca5ddc475a0688a3e</td>\n",
+        "      <td> aea445c1679e6827369bb2cf8c3ac313</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td>                               http://t.cn/RZb6DuE</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>85    </th>\n",
+        "      <td> 493b4db0627a6b6ca5ddc475a0688a3e</td>\n",
+        "      <td> 4acfb05c5d4a93fbc07ded707e9d6995</td>\n",
+        "      <td> 2015-01-02</td>\n",
+        "      <td>                                    \u300a\u7f16\u7a0b\uff0c\u7985\uff0c\u548c\u7535\u8111\u4fee\u7406\u6280\u672f\u300b</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>86    </th>\n",
+        "      <td> 493b4db0627a6b6ca5ddc475a0688a3e</td>\n",
+        "      <td> 868b59ac75ab5ea21ac645155c358734</td>\n",
+        "      <td> 2015-01-02</td>\n",
+        "      <td>           \u4e61\u5df4\u4f6c\u5230\u4e86\u56fd\u8d38\u8fd9\u79cd\u9ad8\u5927\u4e0a\u7684\u5730\u65b9\u8fde\u5403\u7684\u90fd\u627e\u4e0d\u7740\uff0c\u751f\u5b58\u80fd\u529b\u53d7\u5230\u524d\u6240\u672a\u6709\u7684\u6311\u6218...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>87    </th>\n",
+        "      <td> 493b4db0627a6b6ca5ddc475a0688a3e</td>\n",
+        "      <td> e8eb95d4861d1b3350ff319786c0d302</td>\n",
+        "      <td> 2015-01-02</td>\n",
+        "      <td>                   \u56fd\u8d38\u591c\u91cc\u6811\u4e0a\u548c\u51ac\u9752\u4e0a\u90a3\u4e00\u4e2a\u4e2a\u5c0f\u706f\u95ea\u7684\uff0c\u4eae\u778e\u4e86\u4e61\u5df4\u4f6c\u7684\u53cc\u773c...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>191   </th>\n",
+        "      <td> ecbb3e2629bd291073de933cd681c310</td>\n",
+        "      <td> f1a73065ff4e38a58b2e19f200f123f8</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td>           @\u738b\u6cd3\u4eba \uff0c\u6211\u8fd9\u6837\u7684\u624d\u662f\u5fe0\u7c89\uff0c\u9664\u4e86\u7b2c\u4e00\u672c\uff0c\u5176\u4ed6\u90fd\u662f\u7b2c\u4e00\u65f6\u95f4\u9884\u5b9a~ \u7ed9\u7b7e\u540d\u4e86\u5427\uff1f</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>235   </th>\n",
+        "      <td> 3e1daeda9dfeda3f98bec880c53fc170</td>\n",
+        "      <td> bd4cc1597bf633897803a687b67074fe</td>\n",
+        "      <td> 2015-01-02</td>\n",
+        "      <td>                   @\u6211\u7684\u5370\u8c61\u7b14\u8bb0 \u6211\u5206\u4eab\u4e86http://t.cn/RZbtIvk</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>246   </th>\n",
+        "      <td> f924395a3807526dbc976e25c550aacc</td>\n",
+        "      <td> 7ec38ce841f9955168cea1f8d09d6138</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td> #\u6700\u597d\u76842014# 2014 \u5e74\uff0c\u5468\u65b9\u541b \u5728\u77e5\u4e4e\u9605\u8bfb\u4e86 149117 \u9875\u7684\u65b0\u77e5\uff0c\u6536\u83b7\u4e86 17...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>257   </th>\n",
+        "      <td> e8df720581b30c9f61ae95749b49856b</td>\n",
+        "      <td> 43e8e7a533ab8f6251ef48abe25a6a80</td>\n",
+        "      <td> 2015-01-02</td>\n",
+        "      <td> \u4e00\u53f7\u4e13\u8f66\u7ea2\u5305\u6765\u88ad\uff0166\u4e2a\u4e00\u53f7\u4e13\u8f66\u7ea2\u5305\u4efb\u4f60\u62a2\uff01\u7ea2\u5305\u8bf7\u5728\u5feb\u7684\u6253\u8f66\u5185\u4f7f\u7528\u3002\u5728\u5bd2\u6d41\u6765\u88ad\u7684\u65e5\u5b50\uff0c\u5584\u5f85\u81ea...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>372   </th>\n",
+        "      <td> 2d6557a974cd2be395b1e8e7e337d209</td>\n",
+        "      <td> 62e8323aafaeb8d1ee312c8bfc988bdb</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td> \u732a\u8089\u5927\u8471\u9985\u997c\uff0c\u6211\u7684\u6700\u7231\u4e4b\u4e00 //\u300a\u6e29\u5dde\u8001\u677f\u5a18\u7684\u8471\u9999\u9985\u997c\u6559\u7a0b\u300b - http://t.cn/R...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>394   </th>\n",
+        "      <td> 9ca96aaa48a0a775135e11df6667ae18</td>\n",
+        "      <td> ebe3af0d0d8e6b75e680f5da8385a860</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td> #\u5feb\u7684\u6253\u8f66\u7ea2\u5305# @\u5feb\u7684\u6253\u8f66 \uff0c\u767e\u53d1\u767e\u4e2d\uff01\u6253\u8f66\u5c31\u900166\u4e2a\u5927\u7ea2\u5305\u4efb\u4f60\u62a2\uff01\u6709\u94b1\uff0c\u4efb\u6027\uff01\u4ec0\u4e48\uff0c\u4f60\u8bf4...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>402   </th>\n",
+        "      <td> d408bea873524a60d2f644b1443197f5</td>\n",
+        "      <td> b41211d709cdd41c7e92ca3e026cc565</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td>                          \u6d41B\u4e0d? http://t.cn/RZbhTqh</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>424   </th>\n",
+        "      <td> 021bdabdef395a6906a435bdcece1217</td>\n",
+        "      <td> 0f79b8a11a3a719819fcf3e6e78c92f5</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td> Google \u51fa\u54c1\u7684 Year in Search 2014 \u771f\u5fc3 Amazing \u554a\uff01\u6765\u81ea...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>449   </th>\n",
+        "      <td> b84a47a6635979de26cd6f1be08b3a75</td>\n",
+        "      <td> 95bce18892a0e160e6740a2f58c4c6cb</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td>  http://t.cn/z8sgtnW \u9f50\u5a01\u738b\u5927\u6cbb\u5f3a\u4e8e\u5929\u4e0b\uff0c\u8bc0\u7a8d\u662f\u7528\u5ba1\u8ba1\uff0c\u8ba9\u4fe1\u5f97\u8fc7\u7684\u4eba\u53bb\u770b...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>450   </th>\n",
+        "      <td> b84a47a6635979de26cd6f1be08b3a75</td>\n",
+        "      <td> 6cc1139d24a035dc1d6019d9f6993543</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td> \u901a\u8fc7@\u5fae\u76d8 \u4e0b\u8f7d\u4e86@\u6e7e\u533a\u8bc4\u8bba \u5206\u4eab\u7684\"\u5b59\u949f\u79c0 \u3002\u300a\u64cd\u4f5c\u7cfb\u7edf\u6559\u7a0b\u300b \u3002\u6ce8\u91ca\uff08\u5168\uff09.p...\"\uff0c...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>451   </th>\n",
+        "      <td> b84a47a6635979de26cd6f1be08b3a75</td>\n",
+        "      <td> 4b9adf94150e151d4630f72ef29e7cfb</td>\n",
+        "      <td> 2015-01-02</td>\n",
+        "      <td>                      [\u9f13\u638c] \u6211\u5206\u4eab\u4e86http://t.cn/RZUBhA3</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>458   </th>\n",
+        "      <td> 0a2fa1042f106c660bee34f025f5b853</td>\n",
+        "      <td> c3e09b8bb28bd1295e9ea21c63503ae2</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td>                                         #\u665a\u5b89CXM#\u5662\u8036</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>459   </th>\n",
+        "      <td> 0a2fa1042f106c660bee34f025f5b853</td>\n",
+        "      <td> 2f0d2a2b55f99f848ad8861ece09e1a7</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td> \u8fd9\u9178\u723d\uff01\u6709\u54ea\u4e9b\u9002\u5408\u53ea\u8ddf\u5173\u7cfb\u5f88\u94c1\u7684\u670b\u53cb\u4eec\u73a9\u7684\uff0c\u5145\u6ee1\u4e86\u9677\u5bb3\u3001\u6495\u903c\u7b49\u8981\u7d20\u7684\u6e38\u620f\uff1f http://t...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>460   </th>\n",
+        "      <td> 0a2fa1042f106c660bee34f025f5b853</td>\n",
+        "      <td> 637efc20513055d384cc1b42b8faec0b</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td>                               \u7b2c\u4e00\u6ce2\u4e8c\u5341\u5f20\u5df2\u5bc4\u51fa\uff0c\u7b49\u56de\u53bb\u518d\u79c1\u4fe1\u4e0a\u56fe\u3002</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>461   </th>\n",
+        "      <td> 0a2fa1042f106c660bee34f025f5b853</td>\n",
+        "      <td> 08dc01c8f86e162100ae4aee5609d4ec</td>\n",
+        "      <td> 2015-01-02</td>\n",
+        "      <td>                                       #\u665a\u5b89CXM#\u3088\u308d\u3057\u304f</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>515   </th>\n",
+        "      <td> 51e09d23fac4fd258215fbd49fd3b4ca</td>\n",
+        "      <td> fce93cfa6bfb913ca28f5fee3bf99130</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td> #\u5feb\u7684\u6253\u8f66\u7ea2\u5305# @\u5feb\u7684\u6253\u8f66 \uff0c\u767e\u53d1\u767e\u4e2d\uff01\u6253\u8f66\u5c31\u900166\u4e2a\u5927\u7ea2\u5305\u4efb\u4f60\u62a2\uff01\u6709\u94b1\uff0c\u4efb\u6027\uff01\u4ec0\u4e48\uff0c\u4f60\u8bf4...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>...</th>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275102</th>\n",
+        "      <td> 5d198766309d532937085ffdde5449e1</td>\n",
+        "      <td> 6d67729bfa055107f373229495a1c8e5</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td> #\u5954\u8dd1\u54272015#\u65b0\u5e74\u6211\u6700\u5e78\u8fd0\uff0c2015\u6211\u6700\u7ea2\uff01\u8de8\u5e74\u6211\u5728@\u6d59\u6c5f\u536b\u89c6\u8de8\u5e74\u6f14\u5531\u4f1a \u548c@\u5fae\u535a\u7535\u89c6 ...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275103</th>\n",
+        "      <td> 5d198766309d532937085ffdde5449e1</td>\n",
+        "      <td> 92f756b537e9de0e14230394655dcd93</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td> #\u4e1c\u65b9\u536b\u89c6\u8de8\u5e74#\u65b0\u5e74\u6211\u6700\u5e78\u8fd0\uff0c2015\u6211\u6700\u7ea2\uff01\u8de8\u5e74\u6211\u5728@\u4e1c\u65b9\u536b\u89c6\u756a\u8304\u53f0 \u548c@\u5fae\u535a\u7535\u89c6 \u9001\u51fa\u7684...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275104</th>\n",
+        "      <td> 5d198766309d532937085ffdde5449e1</td>\n",
+        "      <td> b0d479e409a8503e7cb98a528c143ca8</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td> #\u4e1c\u65b9\u536b\u89c6\u8de8\u5e74#\u65b0\u5e74\u6211\u6700\u5e78\u8fd0\uff0c2015\u6211\u6700\u7ea2\uff01\u8de8\u5e74\u6211\u5728@\u4e1c\u65b9\u536b\u89c6\u756a\u8304\u53f0 \u548c@\u5fae\u535a\u7535\u89c6 \u9001\u51fa\u7684...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275105</th>\n",
+        "      <td> 5d198766309d532937085ffdde5449e1</td>\n",
+        "      <td> 89d4ea01dc59046928950da5537a3e1f</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td> #\u6e56\u5357\u536b\u89c6\u8de8\u5e74#\u8de8\u5e74\u5929\u4e0a\u6389\u7ea2\u5305\u5566\uff0c\u6211\u5728@\u6e56\u5357\u536b\u89c6 \u548c@\u5fae\u535a\u7535\u89c6 \u5171\u540c\u9001\u51fa\u7684\u7ea2\u5305\u91cc\u62bd\u5230\u4e86\u201c0....</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275106</th>\n",
+        "      <td> 5d198766309d532937085ffdde5449e1</td>\n",
+        "      <td> cfe78c17fa37c2180a878cb9db371413</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td> #\u5954\u8dd1\u54272015#\u54c7\u585e\uff01\u8de8\u5e74\u4eba\u54c1\u5927\u7206\u53d1\uff01\u6211\u62bd\u5230\u4e86@\u90d1\u607a \u548c@\u6d59\u6c5f\u536b\u89c6\u8de8\u5e74\u6f14\u5531\u4f1a \u4e00\u8d77\u9001\u7ed9\u6211\u7684...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275107</th>\n",
+        "      <td> 5d198766309d532937085ffdde5449e1</td>\n",
+        "      <td> e5e9ffe1b5ac1d77d24e5650e4790fa8</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td> #\u5954\u8dd1\u54272015#\u8de8\u5e74\u5929\u4e0a\u6389\u7ea2\u5305\u5566\uff0c\u6211\u5728@\u674e\u6668 \u548c@\u6d59\u6c5f\u536b\u89c6\u8de8\u5e74\u6f14\u5531\u4f1a \u5171\u540c\u9001\u51fa\u7684\u7ea2\u5305\u91cc\u62bd\u5230...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275108</th>\n",
+        "      <td> 5d198766309d532937085ffdde5449e1</td>\n",
+        "      <td> f06015bf814a1af5feef26476a638879</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td> #\u4e1c\u65b9\u536b\u89c6\u8de8\u5e74#\u65b0\u5e74\u6211\u6700\u5e78\u8fd0\uff0c2015\u6211\u6700\u7ea2\uff01\u8de8\u5e74\u6211\u5728@angelababy \u548c@\u4e1c\u65b9\u536b\u89c6\u756a...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275117</th>\n",
+        "      <td> 507ba33dd8ca4151ddd6faf9762831a6</td>\n",
+        "      <td> 6397e7e86483baf9d4cfbd6392d5a14d</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td> \u4eca\u5929\u7684\u7279\u70b9\u662f\u5fae\u535a\u8427\u6761\uff0c\u5fae\u4fe1\u70ed\u95f9\uff0c\u770b\u6765\u653e\u5047\u653f\u7b56\u6267\u884c\u7684\u8fd8\u6bd4\u8f83\u5f7b\u5e95\u3002 http://t.cn/Rz...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275134</th>\n",
+        "      <td> f0baef2d379255654c88315557f8dd2f</td>\n",
+        "      <td> e1967d9d85ec8b7b283448f55766a755</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td> #\u6e56\u5357\u536b\u89c6\u8de8\u5e74#\u54c8\u54c8\uff01\u8de8\u5e74\u5e78\u8fd0\u5230\u6211\u5bb6\uff01\u6211\u9886\u5230\u4e86@\u6e56\u5357\u536b\u89c6 \u9001\u51fa\u7684\u201c\u6e56\u5357\u536b\u89c6\u8de8\u5e74\u7b54\u8c22\u5361\u5238B\u201d\uff0c...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275135</th>\n",
+        "      <td> f0baef2d379255654c88315557f8dd2f</td>\n",
+        "      <td> 9f54549777fec8a571855c4d4a3b129b</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td> Finally got visa applications and my thesis de...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275136</th>\n",
+        "      <td> f0baef2d379255654c88315557f8dd2f</td>\n",
+        "      <td> c22c5d259b6fda90e10e09b5c41a60e7</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td> Finally got visa application and my thesis def...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275137</th>\n",
+        "      <td> f0baef2d379255654c88315557f8dd2f</td>\n",
+        "      <td> e5f19a6bdfd008afd06fecb44b7c7768</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td> Finally got visa application and my thesis def...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275155</th>\n",
+        "      <td> 38a0aeeea24df4472a93fd627a379f55</td>\n",
+        "      <td> c86f4476bd3bcdc4005c8079a224d1d3</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td>         #2015#\u65b0\u673a\u9047\uff0c\u65b0\u65b9\u5411\uff01\u611f\u8c22\u6210\u957f\u6709\u4f60\uff01 http://t.cn/RZ4eWrP</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275165</th>\n",
+        "      <td> 26b6518631cd989a4d268d1f44184c74</td>\n",
+        "      <td> b52ae16bb74e4d9909047709267add6a</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td> \u6211\u53c2\u4e0e\u4e86@\u7075\u611f\u4e4b\u6e90 \u53d1\u8d77\u7684\u6295\u7968\u30102015\u4f60\u4f1a\u9009\u62e9\u4ec0\u4e48\u624b\u673a\u3011\uff0c\u6211\u6295\u7ed9\u4e86\u201ciPhone 6\u201d\u8fd9\u4e2a...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275184</th>\n",
+        "      <td> 96e9a5090d1e261a5228f7782cff3322</td>\n",
+        "      <td> 17f3dd8256eeb6792884e8483c623fb9</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td> \u53d1\u8868\u4e86\u535a\u6587\u300a\u5199\u5728\u8fd9\u65b0\u65e7\u4ea4\u66ff\u4e4b\u9645\u300b2014\uff0c\u6211\u7684\u672c\u547d\u5e74\u3002\u672c\u547d\u5e74\u6ca1\u6574\u7ea2\u889c\u5b50\u3001\u7ea2\u8170\u5e26\u3001\u7ea2\u5185\u88e4\uff0c\u4f46\u786e...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275185</th>\n",
+        "      <td> 96e9a5090d1e261a5228f7782cff3322</td>\n",
+        "      <td> 3b45829e94ca56f73f2312eff267e452</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td> \u4eca\u5929\u6253\u5f00\u867e\u7c73\u97f3\u4e50\u95ea\u56fe\u8fd8\u662fmarry cristmas\u3002\u8fd0\u8425\u662f\u61d2\u60f0\u8fd8\u662f\u4e0d\u60f3\u5e72\u4e86\uff1f@\u7a3b\u8349 @th...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275208</th>\n",
+        "      <td> 670febc09957b341d2f9f7cb883f584c</td>\n",
+        "      <td> ba3274b016fe4b6da3a5ed4f677c7c81</td>\n",
+        "      <td> 2015-01-02</td>\n",
+        "      <td>                                               \u7d2f\u554a\u3002</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275236</th>\n",
+        "      <td> 28b7a356927b8eb8393656e58b4c374d</td>\n",
+        "      <td> 0eab313dcb09210ce0873437fef8a225</td>\n",
+        "      <td> 2015-01-02</td>\n",
+        "      <td> \u5728\u540c\u4e00\u5e45\u7167\u7247\u91cc\u627e\u5230\u5149\u548c\u5f71\u7684\u5b8c\u7f8e\u5e73\u8861\u3002via Apple\u300a\u5f00\u542f\u4e00\u4efd\u65b0\u610f\u300bhttp://t.cn...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275237</th>\n",
+        "      <td> 28b7a356927b8eb8393656e58b4c374d</td>\n",
+        "      <td> e1cb52289646cb3d25a24d45fb0b94e9</td>\n",
+        "      <td> 2015-01-02</td>\n",
+        "      <td> \"\u90a3\u4e9b\u5c71\u810a\u7684\u66f2\u7ebf\u548c\u8f6e\u5ed3\uff0c\u770b\u4e0a\u53bb\u4eff\u4f5b\u8fdc\u53e4\u7684\u5efa\u7b51\u3002\" \u4ed6\u8bf4\uff0c\"\u773c\u524d\u7684\u666f\u8272\u4f1a\u968f\u7740\u5149\u7ebf\u800c\u53d8\u5e7b\uff0c\u4e00\u5207\u90fd...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275274</th>\n",
+        "      <td> 15d17b62e1608a36877f3970d6459114</td>\n",
+        "      <td> 3f970f9f866524361f2278301786ffb6</td>\n",
+        "      <td> 2015-01-02</td>\n",
+        "      <td> \u901a\u8fc7@\u5fae\u76d8 \u4e0b\u8f7d\u4e86@\u6e7e\u533a\u8bc4\u8bba \u5206\u4eab\u7684\"\u5b59\u949f\u79c0 \u3002\u300a\u64cd\u4f5c\u7cfb\u7edf\u6559\u7a0b\u300b \u3002\u6ce8\u91ca\uff08\u5168\uff09.p...\"\uff0c...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275275</th>\n",
+        "      <td> 15d17b62e1608a36877f3970d6459114</td>\n",
+        "      <td> 85b812fd6c5ce500e7c9938285ba5c70</td>\n",
+        "      <td> 2015-01-02</td>\n",
+        "      <td>                         8\u53f7\u8981\u5f00\u59cb\u65b0\u7684\u5b9e\u4e60\u5566\uff0c\u7a81\u7136\u5f88\u671f\u5f85\uff0c\u672a\u77e5\u662f\u5982\u6b64\u8ff7\u4eba\u3002</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275295</th>\n",
+        "      <td> 9c5231ecad0088a8a3b44e5e7b837163</td>\n",
+        "      <td> a74b121edacc9e44caf84584290163b4</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td> \u300a\u7b2c\u4e00\u96c6\u300b\u804c\u573a\u751f\u5b58\u6280\u80fd\uff1a1. \u81ea\u8eab\u5f97\u5148\u6709\u57fa\u672c\u7684\u751f\u5b58\u80fd\u529b2. \u548c\u540c\u4e8b\u878d\u6d3d\u76f8\u59043. \u4e0d\u61c2\u5c31\u8981\u95ee ...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275296</th>\n",
+        "      <td> 9c5231ecad0088a8a3b44e5e7b837163</td>\n",
+        "      <td> 2dd0bbaa88049890898764d5057d4cf9</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td>            \u4ec0\u4e48\u4e8b\u90fd\u4e0d\u60f3\u5e72\uff0c\u4ec0\u4e48\u4e8b\u4e5f\u63d0\u4e0d\u8d77\u5174\u8da3\uff0c\u8ba1\u5212\u662f\u65b0\u5e74\u65b0\u5fc3\u60c5\uff0c\u65b0\u5fc3\u60c5\u53bb\u54ea\u513f\u4e86\u5462\uff1f\uff1f\uff1f</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275297</th>\n",
+        "      <td> 9c5231ecad0088a8a3b44e5e7b837163</td>\n",
+        "      <td> b18511e2e07589def129506b408e5c3a</td>\n",
+        "      <td> 2015-01-02</td>\n",
+        "      <td>                              2015\uff0c\u5e0c\u671b\u6bcf\u5929\u90fd\u80fd\u611f\u77e5\u5230\u81ea\u5df1\u7684\u5b58\u5728!</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275305</th>\n",
+        "      <td> 6483500efb4bde0a1db7351a4122a02d</td>\n",
+        "      <td> d2b2aed54066db494fd0ef2b95c0e9de</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td>                 \u770b\u8fc7\u300a\u667a\u53d6\u5a01\u864e\u5c71\u300b \u2605\u2605\u2605 http://t.cn/zlvWC4R</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275306</th>\n",
+        "      <td> 6483500efb4bde0a1db7351a4122a02d</td>\n",
+        "      <td> fad07a79aff1757e319d8fd7ddfe27cf</td>\n",
+        "      <td> 2015-01-02</td>\n",
+        "      <td> \u6211\u5728\u5858\u6865\u516c\u56ed\u3002\u597d\u4e45\u4e0d\u6253\u7403\uff0c\u5de6\u819d\u4f24\u75c5\u4e0d\u80fd\u592a\u5267\u70c8\u3002\u8fd0\u52a8\u4e0b\u633a\u5f00\u5fc3\u3002 http://t.cn/RZG...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275322</th>\n",
+        "      <td> fc8d3fc57c5f1789c62b5b0645e541c6</td>\n",
+        "      <td> 21468acb5066bb50318137833db2d143</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td> #\u6e56\u5357\u536b\u89c6\u8de8\u5e74#\u65b0\u5e74\u6211\u6700\u5e78\u8fd0\uff0c2015\u6211\u6700\u7ea2\uff01\u8de8\u5e74\u6211\u5728@\u6e56\u5357\u536b\u89c6 \u548c@\u5fae\u535a\u7535\u89c6 \u9001\u51fa\u7684\u7ea2\u5305\u4e2d...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275323</th>\n",
+        "      <td> fc8d3fc57c5f1789c62b5b0645e541c6</td>\n",
+        "      <td> ac75f41717d72d93a9135b878a80fd9f</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td> \u53d1\u94b1\u5566\uff01@\u6e56\u5357\u536b\u89c6 \u6b63\u5728\u53d1\u7ea2\u5305\uff0c\u603b\u5171600000\u5143\u73b0\u91d1\u3002\u624b\u5feb\u6709\uff0c\u624b\u6162\u65e0\uff01 http://t....</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275324</th>\n",
+        "      <td> fc8d3fc57c5f1789c62b5b0645e541c6</td>\n",
+        "      <td> d9e1dc274ad525d1c5494fa1dc10b013</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td> #\u6e56\u5357\u536b\u89c6\u8de8\u5e74#\u65b0\u5e74\u6211\u6700\u5e78\u8fd0\uff0c2015\u6211\u6700\u7ea2\uff01\u8de8\u5e74\u6211\u5728@\u6e56\u5357\u536b\u89c6 \u548c@\u5fae\u535a\u7535\u89c6 \u9001\u51fa\u7684\u7ea2\u5305\u4e2d...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275325</th>\n",
+        "      <td> fc8d3fc57c5f1789c62b5b0645e541c6</td>\n",
+        "      <td> edcc80d3f8cb4f7fb7f6e4c793220cec</td>\n",
+        "      <td> 2015-01-01</td>\n",
+        "      <td> \u53d1\u94b1\u5566\uff01@\u6e56\u5357\u536b\u89c6 \u6b63\u5728\u53d1\u7ea2\u5305\uff0c\u603b\u5171600000\u5143\u73b0\u91d1\u3002\u624b\u5feb\u6709\uff0c\u624b\u6162\u65e0\uff01 http://t....</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "<p>18877 rows \u00d7 4 columns</p>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 3,
+       "text": [
+        "                                     uid                               mid  \\\n",
+        "0       07fc721342df1a4c1992560b582992f8  f03b783f63a9cda982eaef22286445ad   \n",
+        "18      c83d055f193e179b61e3cd03ed24028c  788c69af7ec181639ac63f45b6e80757   \n",
+        "19      c83d055f193e179b61e3cd03ed24028c  ade25dbc67490cf3a6b053f83a66b128   \n",
+        "39      92a659a0bc1b6eafea8535322a67da4f  345d7971119b26c1464a657727a2ef42   \n",
+        "40      92a659a0bc1b6eafea8535322a67da4f  087b457000429a79e086e2cbf38806e9   \n",
+        "41      92a659a0bc1b6eafea8535322a67da4f  1f453858360302e47dba61544e0d07fa   \n",
+        "42      92a659a0bc1b6eafea8535322a67da4f  794bc848d5fa63c4fc68eb5db26876a5   \n",
+        "49      a5476bfb296a199e3019c3519cc03b08  7efd27ca354e5528caccb8ac1376deac   \n",
+        "82      493b4db0627a6b6ca5ddc475a0688a3e  65f77c99332cb04167588f3e82fa4b40   \n",
+        "83      493b4db0627a6b6ca5ddc475a0688a3e  6d64d15b7f9e5d81551e1c107726c132   \n",
+        "84      493b4db0627a6b6ca5ddc475a0688a3e  aea445c1679e6827369bb2cf8c3ac313   \n",
+        "85      493b4db0627a6b6ca5ddc475a0688a3e  4acfb05c5d4a93fbc07ded707e9d6995   \n",
+        "86      493b4db0627a6b6ca5ddc475a0688a3e  868b59ac75ab5ea21ac645155c358734   \n",
+        "87      493b4db0627a6b6ca5ddc475a0688a3e  e8eb95d4861d1b3350ff319786c0d302   \n",
+        "191     ecbb3e2629bd291073de933cd681c310  f1a73065ff4e38a58b2e19f200f123f8   \n",
+        "235     3e1daeda9dfeda3f98bec880c53fc170  bd4cc1597bf633897803a687b67074fe   \n",
+        "246     f924395a3807526dbc976e25c550aacc  7ec38ce841f9955168cea1f8d09d6138   \n",
+        "257     e8df720581b30c9f61ae95749b49856b  43e8e7a533ab8f6251ef48abe25a6a80   \n",
+        "372     2d6557a974cd2be395b1e8e7e337d209  62e8323aafaeb8d1ee312c8bfc988bdb   \n",
+        "394     9ca96aaa48a0a775135e11df6667ae18  ebe3af0d0d8e6b75e680f5da8385a860   \n",
+        "402     d408bea873524a60d2f644b1443197f5  b41211d709cdd41c7e92ca3e026cc565   \n",
+        "424     021bdabdef395a6906a435bdcece1217  0f79b8a11a3a719819fcf3e6e78c92f5   \n",
+        "449     b84a47a6635979de26cd6f1be08b3a75  95bce18892a0e160e6740a2f58c4c6cb   \n",
+        "450     b84a47a6635979de26cd6f1be08b3a75  6cc1139d24a035dc1d6019d9f6993543   \n",
+        "451     b84a47a6635979de26cd6f1be08b3a75  4b9adf94150e151d4630f72ef29e7cfb   \n",
+        "458     0a2fa1042f106c660bee34f025f5b853  c3e09b8bb28bd1295e9ea21c63503ae2   \n",
+        "459     0a2fa1042f106c660bee34f025f5b853  2f0d2a2b55f99f848ad8861ece09e1a7   \n",
+        "460     0a2fa1042f106c660bee34f025f5b853  637efc20513055d384cc1b42b8faec0b   \n",
+        "461     0a2fa1042f106c660bee34f025f5b853  08dc01c8f86e162100ae4aee5609d4ec   \n",
+        "515     51e09d23fac4fd258215fbd49fd3b4ca  fce93cfa6bfb913ca28f5fee3bf99130   \n",
+        "...                                  ...                               ...   \n",
+        "275102  5d198766309d532937085ffdde5449e1  6d67729bfa055107f373229495a1c8e5   \n",
+        "275103  5d198766309d532937085ffdde5449e1  92f756b537e9de0e14230394655dcd93   \n",
+        "275104  5d198766309d532937085ffdde5449e1  b0d479e409a8503e7cb98a528c143ca8   \n",
+        "275105  5d198766309d532937085ffdde5449e1  89d4ea01dc59046928950da5537a3e1f   \n",
+        "275106  5d198766309d532937085ffdde5449e1  cfe78c17fa37c2180a878cb9db371413   \n",
+        "275107  5d198766309d532937085ffdde5449e1  e5e9ffe1b5ac1d77d24e5650e4790fa8   \n",
+        "275108  5d198766309d532937085ffdde5449e1  f06015bf814a1af5feef26476a638879   \n",
+        "275117  507ba33dd8ca4151ddd6faf9762831a6  6397e7e86483baf9d4cfbd6392d5a14d   \n",
+        "275134  f0baef2d379255654c88315557f8dd2f  e1967d9d85ec8b7b283448f55766a755   \n",
+        "275135  f0baef2d379255654c88315557f8dd2f  9f54549777fec8a571855c4d4a3b129b   \n",
+        "275136  f0baef2d379255654c88315557f8dd2f  c22c5d259b6fda90e10e09b5c41a60e7   \n",
+        "275137  f0baef2d379255654c88315557f8dd2f  e5f19a6bdfd008afd06fecb44b7c7768   \n",
+        "275155  38a0aeeea24df4472a93fd627a379f55  c86f4476bd3bcdc4005c8079a224d1d3   \n",
+        "275165  26b6518631cd989a4d268d1f44184c74  b52ae16bb74e4d9909047709267add6a   \n",
+        "275184  96e9a5090d1e261a5228f7782cff3322  17f3dd8256eeb6792884e8483c623fb9   \n",
+        "275185  96e9a5090d1e261a5228f7782cff3322  3b45829e94ca56f73f2312eff267e452   \n",
+        "275208  670febc09957b341d2f9f7cb883f584c  ba3274b016fe4b6da3a5ed4f677c7c81   \n",
+        "275236  28b7a356927b8eb8393656e58b4c374d  0eab313dcb09210ce0873437fef8a225   \n",
+        "275237  28b7a356927b8eb8393656e58b4c374d  e1cb52289646cb3d25a24d45fb0b94e9   \n",
+        "275274  15d17b62e1608a36877f3970d6459114  3f970f9f866524361f2278301786ffb6   \n",
+        "275275  15d17b62e1608a36877f3970d6459114  85b812fd6c5ce500e7c9938285ba5c70   \n",
+        "275295  9c5231ecad0088a8a3b44e5e7b837163  a74b121edacc9e44caf84584290163b4   \n",
+        "275296  9c5231ecad0088a8a3b44e5e7b837163  2dd0bbaa88049890898764d5057d4cf9   \n",
+        "275297  9c5231ecad0088a8a3b44e5e7b837163  b18511e2e07589def129506b408e5c3a   \n",
+        "275305  6483500efb4bde0a1db7351a4122a02d  d2b2aed54066db494fd0ef2b95c0e9de   \n",
+        "275306  6483500efb4bde0a1db7351a4122a02d  fad07a79aff1757e319d8fd7ddfe27cf   \n",
+        "275322  fc8d3fc57c5f1789c62b5b0645e541c6  21468acb5066bb50318137833db2d143   \n",
+        "275323  fc8d3fc57c5f1789c62b5b0645e541c6  ac75f41717d72d93a9135b878a80fd9f   \n",
+        "275324  fc8d3fc57c5f1789c62b5b0645e541c6  d9e1dc274ad525d1c5494fa1dc10b013   \n",
+        "275325  fc8d3fc57c5f1789c62b5b0645e541c6  edcc80d3f8cb4f7fb7f6e4c793220cec   \n",
+        "\n",
+        "              time                                            context  \n",
+        "0       2015-01-01                               [doge]2015\u9996\u80dc\u5df2\u62ff\uff0c\u70e7\u70e4ing  \n",
+        "18      2015-01-01  #\u5954\u8dd1\u54272015#\u65b0\u5e74\u6211\u6700\u5e78\u8fd0\uff0c2015\u6211\u6700\u7ea2\uff01\u8de8\u5e74\u6211\u5728@\u6d59\u6c5f\u536b\u89c6\u8de8\u5e74\u6f14\u5531\u4f1a \u548c@\u5fae\u535a\u7535\u89c6 ...  \n",
+        "19      2015-01-01  \u6211\u6b63\u5728\u9886\u53d6#\u5fae\u535a\u7b49\u7ea7\u4e13\u4eab\u793c#[\u53d1\u7ea2\u5305]\u8fd9\u91cc\u4eba\u4eba\u5347\u7ea7\u6709\u798f\u5229\uff1aMacBook\u3001iphone6\u3001\u5927...  \n",
+        "39      2015-01-01         Docker\u5165\u95e8\u6559\u7a0b - DockerOne http://t.cn/RZLewOI  \n",
+        "40      2015-01-01    Optimizing MySQL for Zabbix http://t.cn/R7F595o  \n",
+        "41      2015-01-01  FromDual | FromDual - MySQL, Galera Cluster, M...  \n",
+        "42      2015-01-02  Installation guide for the Performance Monitor...  \n",
+        "49      2015-01-02  \u597d\u597d\u7684\u6b66\u5a9a\u5a18\uff0c\u88ab\u5e7f\u7535\u603b\u5c40\u526a\u6210\u5927\u5934\u5267\ud83d\ude02 \u6ca1\u6709\u4e86\u6ce2\u6d9b\u6c79\u6d8c\u7684\u5267\u60c5\u5982\u4f55\u770b\u554a[\u7b11cry]\u5e7f\u7535\u603b\u5c40\u5403\u9971...  \n",
+        "82      2015-01-01                                    2015\uff0c\u4f60\u597d\uff0c\u5f88\u9ad8\u5174\u89c1\u5230\u4f60\u3002  \n",
+        "83      2015-01-01        \u4e00\u5e74\u591a\u6ca1\u53bbK\u6b4c\u4e86\u660e\u5929\u7ec8\u4e8e\u6709\u4e2a\u673a\u4f1a\u53ef\u5c31\u5728\u8fd9\u4e2a\u8282\u9aa8\u773c\u513f\u4e0a\uff0c\u6241\u6843\u4f53\u53d1\u708e\u55d3\u5b50\u5e9f\u4e86\u3002\u3002\u3002\u3002[\u6cea]  \n",
+        "84      2015-01-01                                http://t.cn/RZb6DuE  \n",
+        "85      2015-01-02                                     \u300a\u7f16\u7a0b\uff0c\u7985\uff0c\u548c\u7535\u8111\u4fee\u7406\u6280\u672f\u300b  \n",
+        "86      2015-01-02            \u4e61\u5df4\u4f6c\u5230\u4e86\u56fd\u8d38\u8fd9\u79cd\u9ad8\u5927\u4e0a\u7684\u5730\u65b9\u8fde\u5403\u7684\u90fd\u627e\u4e0d\u7740\uff0c\u751f\u5b58\u80fd\u529b\u53d7\u5230\u524d\u6240\u672a\u6709\u7684\u6311\u6218...  \n",
+        "87      2015-01-02                    \u56fd\u8d38\u591c\u91cc\u6811\u4e0a\u548c\u51ac\u9752\u4e0a\u90a3\u4e00\u4e2a\u4e2a\u5c0f\u706f\u95ea\u7684\uff0c\u4eae\u778e\u4e86\u4e61\u5df4\u4f6c\u7684\u53cc\u773c...  \n",
+        "191     2015-01-01            @\u738b\u6cd3\u4eba \uff0c\u6211\u8fd9\u6837\u7684\u624d\u662f\u5fe0\u7c89\uff0c\u9664\u4e86\u7b2c\u4e00\u672c\uff0c\u5176\u4ed6\u90fd\u662f\u7b2c\u4e00\u65f6\u95f4\u9884\u5b9a~ \u7ed9\u7b7e\u540d\u4e86\u5427\uff1f  \n",
+        "235     2015-01-02                    @\u6211\u7684\u5370\u8c61\u7b14\u8bb0 \u6211\u5206\u4eab\u4e86http://t.cn/RZbtIvk  \n",
+        "246     2015-01-01  #\u6700\u597d\u76842014# 2014 \u5e74\uff0c\u5468\u65b9\u541b \u5728\u77e5\u4e4e\u9605\u8bfb\u4e86 149117 \u9875\u7684\u65b0\u77e5\uff0c\u6536\u83b7\u4e86 17...  \n",
+        "257     2015-01-02  \u4e00\u53f7\u4e13\u8f66\u7ea2\u5305\u6765\u88ad\uff0166\u4e2a\u4e00\u53f7\u4e13\u8f66\u7ea2\u5305\u4efb\u4f60\u62a2\uff01\u7ea2\u5305\u8bf7\u5728\u5feb\u7684\u6253\u8f66\u5185\u4f7f\u7528\u3002\u5728\u5bd2\u6d41\u6765\u88ad\u7684\u65e5\u5b50\uff0c\u5584\u5f85\u81ea...  \n",
+        "372     2015-01-01  \u732a\u8089\u5927\u8471\u9985\u997c\uff0c\u6211\u7684\u6700\u7231\u4e4b\u4e00 //\u300a\u6e29\u5dde\u8001\u677f\u5a18\u7684\u8471\u9999\u9985\u997c\u6559\u7a0b\u300b - http://t.cn/R...  \n",
+        "394     2015-01-01  #\u5feb\u7684\u6253\u8f66\u7ea2\u5305# @\u5feb\u7684\u6253\u8f66 \uff0c\u767e\u53d1\u767e\u4e2d\uff01\u6253\u8f66\u5c31\u900166\u4e2a\u5927\u7ea2\u5305\u4efb\u4f60\u62a2\uff01\u6709\u94b1\uff0c\u4efb\u6027\uff01\u4ec0\u4e48\uff0c\u4f60\u8bf4...  \n",
+        "402     2015-01-01                           \u6d41B\u4e0d? http://t.cn/RZbhTqh  \n",
+        "424     2015-01-01  Google \u51fa\u54c1\u7684 Year in Search 2014 \u771f\u5fc3 Amazing \u554a\uff01\u6765\u81ea...  \n",
+        "449     2015-01-01   http://t.cn/z8sgtnW \u9f50\u5a01\u738b\u5927\u6cbb\u5f3a\u4e8e\u5929\u4e0b\uff0c\u8bc0\u7a8d\u662f\u7528\u5ba1\u8ba1\uff0c\u8ba9\u4fe1\u5f97\u8fc7\u7684\u4eba\u53bb\u770b...  \n",
+        "450     2015-01-01  \u901a\u8fc7@\u5fae\u76d8 \u4e0b\u8f7d\u4e86@\u6e7e\u533a\u8bc4\u8bba \u5206\u4eab\u7684\"\u5b59\u949f\u79c0 \u3002\u300a\u64cd\u4f5c\u7cfb\u7edf\u6559\u7a0b\u300b \u3002\u6ce8\u91ca\uff08\u5168\uff09.p...\"\uff0c...  \n",
+        "451     2015-01-02                       [\u9f13\u638c] \u6211\u5206\u4eab\u4e86http://t.cn/RZUBhA3  \n",
+        "458     2015-01-01                                          #\u665a\u5b89CXM#\u5662\u8036  \n",
+        "459     2015-01-01  \u8fd9\u9178\u723d\uff01\u6709\u54ea\u4e9b\u9002\u5408\u53ea\u8ddf\u5173\u7cfb\u5f88\u94c1\u7684\u670b\u53cb\u4eec\u73a9\u7684\uff0c\u5145\u6ee1\u4e86\u9677\u5bb3\u3001\u6495\u903c\u7b49\u8981\u7d20\u7684\u6e38\u620f\uff1f http://t...  \n",
+        "460     2015-01-01                                \u7b2c\u4e00\u6ce2\u4e8c\u5341\u5f20\u5df2\u5bc4\u51fa\uff0c\u7b49\u56de\u53bb\u518d\u79c1\u4fe1\u4e0a\u56fe\u3002  \n",
+        "461     2015-01-02                                        #\u665a\u5b89CXM#\u3088\u308d\u3057\u304f  \n",
+        "515     2015-01-01  #\u5feb\u7684\u6253\u8f66\u7ea2\u5305# @\u5feb\u7684\u6253\u8f66 \uff0c\u767e\u53d1\u767e\u4e2d\uff01\u6253\u8f66\u5c31\u900166\u4e2a\u5927\u7ea2\u5305\u4efb\u4f60\u62a2\uff01\u6709\u94b1\uff0c\u4efb\u6027\uff01\u4ec0\u4e48\uff0c\u4f60\u8bf4...  \n",
+        "...            ...                                                ...  \n",
+        "275102  2015-01-01  #\u5954\u8dd1\u54272015#\u65b0\u5e74\u6211\u6700\u5e78\u8fd0\uff0c2015\u6211\u6700\u7ea2\uff01\u8de8\u5e74\u6211\u5728@\u6d59\u6c5f\u536b\u89c6\u8de8\u5e74\u6f14\u5531\u4f1a \u548c@\u5fae\u535a\u7535\u89c6 ...  \n",
+        "275103  2015-01-01  #\u4e1c\u65b9\u536b\u89c6\u8de8\u5e74#\u65b0\u5e74\u6211\u6700\u5e78\u8fd0\uff0c2015\u6211\u6700\u7ea2\uff01\u8de8\u5e74\u6211\u5728@\u4e1c\u65b9\u536b\u89c6\u756a\u8304\u53f0 \u548c@\u5fae\u535a\u7535\u89c6 \u9001\u51fa\u7684...  \n",
+        "275104  2015-01-01  #\u4e1c\u65b9\u536b\u89c6\u8de8\u5e74#\u65b0\u5e74\u6211\u6700\u5e78\u8fd0\uff0c2015\u6211\u6700\u7ea2\uff01\u8de8\u5e74\u6211\u5728@\u4e1c\u65b9\u536b\u89c6\u756a\u8304\u53f0 \u548c@\u5fae\u535a\u7535\u89c6 \u9001\u51fa\u7684...  \n",
+        "275105  2015-01-01  #\u6e56\u5357\u536b\u89c6\u8de8\u5e74#\u8de8\u5e74\u5929\u4e0a\u6389\u7ea2\u5305\u5566\uff0c\u6211\u5728@\u6e56\u5357\u536b\u89c6 \u548c@\u5fae\u535a\u7535\u89c6 \u5171\u540c\u9001\u51fa\u7684\u7ea2\u5305\u91cc\u62bd\u5230\u4e86\u201c0....  \n",
+        "275106  2015-01-01  #\u5954\u8dd1\u54272015#\u54c7\u585e\uff01\u8de8\u5e74\u4eba\u54c1\u5927\u7206\u53d1\uff01\u6211\u62bd\u5230\u4e86@\u90d1\u607a \u548c@\u6d59\u6c5f\u536b\u89c6\u8de8\u5e74\u6f14\u5531\u4f1a \u4e00\u8d77\u9001\u7ed9\u6211\u7684...  \n",
+        "275107  2015-01-01  #\u5954\u8dd1\u54272015#\u8de8\u5e74\u5929\u4e0a\u6389\u7ea2\u5305\u5566\uff0c\u6211\u5728@\u674e\u6668 \u548c@\u6d59\u6c5f\u536b\u89c6\u8de8\u5e74\u6f14\u5531\u4f1a \u5171\u540c\u9001\u51fa\u7684\u7ea2\u5305\u91cc\u62bd\u5230...  \n",
+        "275108  2015-01-01  #\u4e1c\u65b9\u536b\u89c6\u8de8\u5e74#\u65b0\u5e74\u6211\u6700\u5e78\u8fd0\uff0c2015\u6211\u6700\u7ea2\uff01\u8de8\u5e74\u6211\u5728@angelababy \u548c@\u4e1c\u65b9\u536b\u89c6\u756a...  \n",
+        "275117  2015-01-01  \u4eca\u5929\u7684\u7279\u70b9\u662f\u5fae\u535a\u8427\u6761\uff0c\u5fae\u4fe1\u70ed\u95f9\uff0c\u770b\u6765\u653e\u5047\u653f\u7b56\u6267\u884c\u7684\u8fd8\u6bd4\u8f83\u5f7b\u5e95\u3002 http://t.cn/Rz...  \n",
+        "275134  2015-01-01  #\u6e56\u5357\u536b\u89c6\u8de8\u5e74#\u54c8\u54c8\uff01\u8de8\u5e74\u5e78\u8fd0\u5230\u6211\u5bb6\uff01\u6211\u9886\u5230\u4e86@\u6e56\u5357\u536b\u89c6 \u9001\u51fa\u7684\u201c\u6e56\u5357\u536b\u89c6\u8de8\u5e74\u7b54\u8c22\u5361\u5238B\u201d\uff0c...  \n",
+        "275135  2015-01-01  Finally got visa applications and my thesis de...  \n",
+        "275136  2015-01-01  Finally got visa application and my thesis def...  \n",
+        "275137  2015-01-01  Finally got visa application and my thesis def...  \n",
+        "275155  2015-01-01          #2015#\u65b0\u673a\u9047\uff0c\u65b0\u65b9\u5411\uff01\u611f\u8c22\u6210\u957f\u6709\u4f60\uff01 http://t.cn/RZ4eWrP  \n",
+        "275165  2015-01-01  \u6211\u53c2\u4e0e\u4e86@\u7075\u611f\u4e4b\u6e90 \u53d1\u8d77\u7684\u6295\u7968\u30102015\u4f60\u4f1a\u9009\u62e9\u4ec0\u4e48\u624b\u673a\u3011\uff0c\u6211\u6295\u7ed9\u4e86\u201ciPhone 6\u201d\u8fd9\u4e2a...  \n",
+        "275184  2015-01-01  \u53d1\u8868\u4e86\u535a\u6587\u300a\u5199\u5728\u8fd9\u65b0\u65e7\u4ea4\u66ff\u4e4b\u9645\u300b2014\uff0c\u6211\u7684\u672c\u547d\u5e74\u3002\u672c\u547d\u5e74\u6ca1\u6574\u7ea2\u889c\u5b50\u3001\u7ea2\u8170\u5e26\u3001\u7ea2\u5185\u88e4\uff0c\u4f46\u786e...  \n",
+        "275185  2015-01-01  \u4eca\u5929\u6253\u5f00\u867e\u7c73\u97f3\u4e50\u95ea\u56fe\u8fd8\u662fmarry cristmas\u3002\u8fd0\u8425\u662f\u61d2\u60f0\u8fd8\u662f\u4e0d\u60f3\u5e72\u4e86\uff1f@\u7a3b\u8349 @th...  \n",
+        "275208  2015-01-02                                                \u7d2f\u554a\u3002  \n",
+        "275236  2015-01-02  \u5728\u540c\u4e00\u5e45\u7167\u7247\u91cc\u627e\u5230\u5149\u548c\u5f71\u7684\u5b8c\u7f8e\u5e73\u8861\u3002via Apple\u300a\u5f00\u542f\u4e00\u4efd\u65b0\u610f\u300bhttp://t.cn...  \n",
+        "275237  2015-01-02  \"\u90a3\u4e9b\u5c71\u810a\u7684\u66f2\u7ebf\u548c\u8f6e\u5ed3\uff0c\u770b\u4e0a\u53bb\u4eff\u4f5b\u8fdc\u53e4\u7684\u5efa\u7b51\u3002\" \u4ed6\u8bf4\uff0c\"\u773c\u524d\u7684\u666f\u8272\u4f1a\u968f\u7740\u5149\u7ebf\u800c\u53d8\u5e7b\uff0c\u4e00\u5207\u90fd...  \n",
+        "275274  2015-01-02  \u901a\u8fc7@\u5fae\u76d8 \u4e0b\u8f7d\u4e86@\u6e7e\u533a\u8bc4\u8bba \u5206\u4eab\u7684\"\u5b59\u949f\u79c0 \u3002\u300a\u64cd\u4f5c\u7cfb\u7edf\u6559\u7a0b\u300b \u3002\u6ce8\u91ca\uff08\u5168\uff09.p...\"\uff0c...  \n",
+        "275275  2015-01-02                          8\u53f7\u8981\u5f00\u59cb\u65b0\u7684\u5b9e\u4e60\u5566\uff0c\u7a81\u7136\u5f88\u671f\u5f85\uff0c\u672a\u77e5\u662f\u5982\u6b64\u8ff7\u4eba\u3002  \n",
+        "275295  2015-01-01  \u300a\u7b2c\u4e00\u96c6\u300b\u804c\u573a\u751f\u5b58\u6280\u80fd\uff1a1. \u81ea\u8eab\u5f97\u5148\u6709\u57fa\u672c\u7684\u751f\u5b58\u80fd\u529b2. \u548c\u540c\u4e8b\u878d\u6d3d\u76f8\u59043. \u4e0d\u61c2\u5c31\u8981\u95ee ...  \n",
+        "275296  2015-01-01             \u4ec0\u4e48\u4e8b\u90fd\u4e0d\u60f3\u5e72\uff0c\u4ec0\u4e48\u4e8b\u4e5f\u63d0\u4e0d\u8d77\u5174\u8da3\uff0c\u8ba1\u5212\u662f\u65b0\u5e74\u65b0\u5fc3\u60c5\uff0c\u65b0\u5fc3\u60c5\u53bb\u54ea\u513f\u4e86\u5462\uff1f\uff1f\uff1f  \n",
+        "275297  2015-01-02                               2015\uff0c\u5e0c\u671b\u6bcf\u5929\u90fd\u80fd\u611f\u77e5\u5230\u81ea\u5df1\u7684\u5b58\u5728!  \n",
+        "275305  2015-01-01                  \u770b\u8fc7\u300a\u667a\u53d6\u5a01\u864e\u5c71\u300b \u2605\u2605\u2605 http://t.cn/zlvWC4R  \n",
+        "275306  2015-01-02  \u6211\u5728\u5858\u6865\u516c\u56ed\u3002\u597d\u4e45\u4e0d\u6253\u7403\uff0c\u5de6\u819d\u4f24\u75c5\u4e0d\u80fd\u592a\u5267\u70c8\u3002\u8fd0\u52a8\u4e0b\u633a\u5f00\u5fc3\u3002 http://t.cn/RZG...  \n",
+        "275322  2015-01-01  #\u6e56\u5357\u536b\u89c6\u8de8\u5e74#\u65b0\u5e74\u6211\u6700\u5e78\u8fd0\uff0c2015\u6211\u6700\u7ea2\uff01\u8de8\u5e74\u6211\u5728@\u6e56\u5357\u536b\u89c6 \u548c@\u5fae\u535a\u7535\u89c6 \u9001\u51fa\u7684\u7ea2\u5305\u4e2d...  \n",
+        "275323  2015-01-01  \u53d1\u94b1\u5566\uff01@\u6e56\u5357\u536b\u89c6 \u6b63\u5728\u53d1\u7ea2\u5305\uff0c\u603b\u5171600000\u5143\u73b0\u91d1\u3002\u624b\u5feb\u6709\uff0c\u624b\u6162\u65e0\uff01 http://t....  \n",
+        "275324  2015-01-01  #\u6e56\u5357\u536b\u89c6\u8de8\u5e74#\u65b0\u5e74\u6211\u6700\u5e78\u8fd0\uff0c2015\u6211\u6700\u7ea2\uff01\u8de8\u5e74\u6211\u5728@\u6e56\u5357\u536b\u89c6 \u548c@\u5fae\u535a\u7535\u89c6 \u9001\u51fa\u7684\u7ea2\u5305\u4e2d...  \n",
+        "275325  2015-01-01  \u53d1\u94b1\u5566\uff01@\u6e56\u5357\u536b\u89c6 \u6b63\u5728\u53d1\u7ea2\u5305\uff0c\u603b\u5171600000\u5143\u73b0\u91d1\u3002\u624b\u5feb\u6709\uff0c\u624b\u6162\u65e0\uff01 http://t....  \n",
+        "\n",
+        "[18877 rows x 4 columns]"
+       ]
+      }
+     ],
+     "prompt_number": 3
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.weibo_predict_data.time"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 4,
+       "text": [
+        "0     2015-01-01\n",
+        "1     2015-01-05\n",
+        "2     2015-01-05\n",
+        "3     2015-01-08\n",
+        "4     2015-01-13\n",
+        "5     2015-01-20\n",
+        "6     2015-01-21\n",
+        "7     2015-01-23\n",
+        "8     2015-01-27\n",
+        "9     2015-01-06\n",
+        "10    2015-01-07\n",
+        "11    2015-01-09\n",
+        "12    2015-01-15\n",
+        "13    2015-01-16\n",
+        "14    2015-01-24\n",
+        "...\n",
+        "275316    2015-01-26\n",
+        "275317    2015-01-08\n",
+        "275318    2015-01-25\n",
+        "275319    2015-01-27\n",
+        "275320    2015-01-28\n",
+        "275321    2015-01-22\n",
+        "275322    2015-01-01\n",
+        "275323    2015-01-01\n",
+        "275324    2015-01-01\n",
+        "275325    2015-01-01\n",
+        "275326    2015-01-04\n",
+        "275327    2015-01-10\n",
+        "275328    2015-01-14\n",
+        "275329    2015-01-19\n",
+        "275330    2015-01-31\n",
+        "Name: time, Length: 275331, dtype: object"
+       ]
+      }
+     ],
+     "prompt_number": 4
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [],
+     "language": "python",
+     "metadata": {},
+     "outputs": []
+    }
+   ],
+   "metadata": {}
+  }
+ ]
+}
\ No newline at end of file
diff --git a/document/1202.0332v1.pdf b/document/1202.0332v1.pdf
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diff --git a/document/Understanding_Retweeting_Behaviors_in_Social_Networks.pdf b/document/Understanding_Retweeting_Behaviors_in_Social_Networks.pdf
new file mode 100644
index 0000000..ec845f1
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diff --git "a/document/\345\237\272\344\272\216SVM\347\232\204\345\276\256\345\215\232\350\275\254\345\217\221\350\247\204\346\250\241\351\242\204\346\265\213\346\226\271\346\263\225.pdf" "b/document/\345\237\272\344\272\216SVM\347\232\204\345\276\256\345\215\232\350\275\254\345\217\221\350\247\204\346\250\241\351\242\204\346\265\213\346\226\271\346\263\225.pdf"
new file mode 100644
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diff --git a/weiboPredict/framework.py b/weiboPredict/framework.py
index c6d1c61..7d0af4e 100644
--- a/weiboPredict/framework.py
+++ b/weiboPredict/framework.py
@@ -3,8 +3,11 @@
 # Author: Chen Li
 import pandas as pd
 import csv
+import re
+
 weibo_train_data = None
 weibo_predict_data = None
+
 def loadData():
 	global weibo_train_data 
 	weibo_train_data= pd.read_csv('data/weibo_train_data.txt',sep='\t', 
@@ -13,5 +16,17 @@ def loadData():
 	weibo_predict_data = pd.read_csv('data/weibo_predict_data.txt',sep='\t',
 		quoting=csv.QUOTE_NONE,names=['uid','mid','time','context'])
 
+def genResult(file, data):
+	data.to_csv('result/'+file+'.csv',sep=',',float_format='%d')
+	data.to_csv('result/'+file+'.txt',sep=',',float_format='%d',index=False,header=False)
+	f=open('result/'+file+'.txt','r')
+	context = f.read()
+	f.close()
+	context = re.sub(',(?=\w\w)','\t',context)
+	context = re.sub(',(?=\d,\d,\d)','\t',context)
+	f=open('result/test.txt','w')
+	f.write(context)
+	f.close()
+
 if __name__ == "__main__":
 	loadData()
\ No newline at end of file