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<div class="prompt input_prompt">In&nbsp;[1]:</div>
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<div class=" highlight hl-ipython3"><pre><span class="kn">import</span> <span class="nn">pymongo</span>
<span class="kn">from</span> <span class="nn">string</span> <span class="k">import</span> <span class="n">punctuation</span>
<span class="kn">import</span> <span class="nn">charts</span>
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<pre>Server running in the folder /Users/Hou at 127.0.0.1:60051
</pre>
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<div class="prompt input_prompt">In&nbsp;[2]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span class="n">client</span> <span class="o">=</span> <span class="n">pymongo</span><span class="o">.</span><span class="n">MongoClient</span><span class="p">(</span><span class="s">&#39;localhost&#39;</span><span class="p">,</span><span class="mi">27017</span><span class="p">)</span>
<span class="n">ceshi</span> <span class="o">=</span> <span class="n">client</span><span class="p">[</span><span class="s">&#39;ceshi&#39;</span><span class="p">]</span>
<span class="n">item_info</span> <span class="o">=</span> <span class="n">ceshi</span><span class="p">[</span><span class="s">&#39;item_infoY&#39;</span><span class="p">]</span>
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<div class="prompt input_prompt">In&nbsp;[10]:</div>
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<div class=" highlight hl-ipython3"><pre><span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">item_info</span><span class="o">.</span><span class="n">find</span><span class="p">()</span><span class="o">.</span><span class="n">limit</span><span class="p">(</span><span class="mi">300</span><span class="p">):</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">i</span><span class="p">[</span><span class="s">&#39;area&#39;</span><span class="p">])</span>
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<pre>[&apos;朝阳&apos;, &apos;-&apos;, &apos;高碑店&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;定福庄&apos;]
[&apos;西城&apos;, &apos;-&apos;, &apos;西单&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;望京&apos;]
[&apos;丰台&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;定福庄&apos;]
None
[&apos;朝阳&apos;, &apos;-&apos;, &apos;国贸&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;孙河&apos;]
[&apos;东城&apos;, &apos;-&apos;, &apos;东单&apos;]
[&apos;昌平&apos;, &apos;-&apos;, &apos;北七家&apos;]
[&apos;怀柔&apos;, &apos;-&apos;, &apos;怀柔城区&apos;]
[&apos;燕郊&apos;, &apos;-&apos;, &apos;燕顺路&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;北洼路&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;东坝&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;蓟门桥&apos;]
None
[&apos;通州&apos;, &apos;-&apos;, &apos;张家湾&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;上地&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;定福庄&apos;]
[&apos;丰台&apos;]
[&apos;昌平&apos;]
None
[&apos;海淀&apos;, &apos;-&apos;, &apos;苏州桥&apos;]
[&apos;西城&apos;, &apos;-&apos;, &apos;南礼士路&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;太阳宫&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;知春路&apos;]
None
[&apos;丰台&apos;, &apos;-&apos;, &apos;总部基地&apos;]
[&apos;大兴&apos;, &apos;-&apos;, &apos;旧宫&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;上地&apos;]
[&apos;昌平&apos;, &apos;-&apos;, &apos;回龙观&apos;]
[&apos;丰台&apos;]
[&apos;房山&apos;, &apos;-&apos;, &apos;良乡&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;香山&apos;]
[&apos;大兴&apos;, &apos;-&apos;, &apos;瀛海镇&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;劲松&apos;]
None
[&apos;丰台&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;双桥&apos;]
[&apos;大兴&apos;, &apos;-&apos;, &apos;西红门&apos;]
[&apos;宣武&apos;, &apos;-&apos;, &apos;广安门外&apos;]
[&apos;丰台&apos;, &apos;-&apos;, &apos;宋家庄&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;西二旗&apos;]
[&apos;通州&apos;, &apos;-&apos;, &apos;武夷花园&apos;]
[&apos;大兴&apos;, &apos;-&apos;, &apos;西红门&apos;]
[&apos;通州&apos;, &apos;-&apos;, &apos;新华大街&apos;]
[&apos;西城&apos;, &apos;-&apos;, &apos;复兴门&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;劲松&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;四季青&apos;]
[&apos;通州&apos;, &apos;-&apos;, &apos;马驹桥&apos;]
[&apos;西城&apos;, &apos;-&apos;, &apos;西四&apos;]
[&apos;昌平&apos;, &apos;-&apos;, &apos;沙河&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;工体&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;大山子&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;管庄&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;安贞&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;CBD&apos;]
[&apos;崇文&apos;, &apos;-&apos;, &apos;龙潭湖&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;朝阳公园&apos;]
[&apos;海淀&apos;]
None
[&apos;通州&apos;, &apos;-&apos;, &apos;果园&apos;]
None
[&apos;朝阳&apos;, &apos;-&apos;, &apos;十八里店&apos;]
None
[&apos;西城&apos;, &apos;-&apos;, &apos;西直门&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;欢乐谷&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;永定路&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;酒仙桥&apos;]
[&apos;东城&apos;, &apos;-&apos;, &apos;北京站&apos;]
[&apos;昌平&apos;, &apos;-&apos;, &apos;昌平县城&apos;]
None
None
[&apos;房山&apos;, &apos;-&apos;, &apos;窦店&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;清华大学&apos;]
[&apos;西城&apos;, &apos;-&apos;, &apos;鼓楼&apos;]
None
[&apos;朝阳&apos;]
None
[&apos;丰台&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;安贞&apos;]
[&apos;丰台&apos;, &apos;-&apos;, &apos;总部基地&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;大屯&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;安慧桥&apos;]
[&apos;通州&apos;, &apos;-&apos;, &apos;张家湾&apos;]
[&apos;大兴&apos;, &apos;-&apos;, &apos;大兴周边&apos;]
[&apos;西城&apos;, &apos;-&apos;, &apos;马甸&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;上地&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;清华大学&apos;]
None
[&apos;朝阳&apos;]
[&apos;大兴&apos;, &apos;-&apos;, &apos;清源&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;北苑&apos;]
[&apos;大兴&apos;, &apos;-&apos;, &apos;亦庄&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;学院路北&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;西坝河&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;小红门&apos;]
[&apos;朝阳&apos;]
[&apos;通州&apos;]
None
[&apos;昌平&apos;, &apos;-&apos;, &apos;沙河&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;万寿寺&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;CBD&apos;]
[&apos;丰台&apos;, &apos;-&apos;, &apos;六里桥&apos;]
[&apos;房山&apos;, &apos;-&apos;, &apos;窦店&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;双井&apos;]
None
[&apos;怀柔&apos;]
[&apos;房山&apos;, &apos;-&apos;, &apos;良乡&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;胜古&apos;]
[&apos;通州&apos;, &apos;-&apos;, &apos;永顺&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;安贞&apos;]
[&apos;大兴&apos;, &apos;-&apos;, &apos;亦庄&apos;]
[&apos;昌平&apos;, &apos;-&apos;, &apos;北七家&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;西山&apos;]
[&apos;通州&apos;, &apos;-&apos;, &apos;马驹桥&apos;]
None
None
None
[&apos;昌平&apos;, &apos;-&apos;, &apos;天通苑&apos;]
[&apos;大兴&apos;, &apos;-&apos;, &apos;旧宫&apos;]
[&apos;西城&apos;, &apos;-&apos;, &apos;六铺炕&apos;]
[&apos;西城&apos;, &apos;-&apos;, &apos;鼓楼&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;红庙&apos;]
[&apos;密云&apos;, &apos;-&apos;, &apos;密云城区&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;四惠&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;潘家园&apos;]
None
[&apos;石景山&apos;, &apos;-&apos;, &apos;鲁谷&apos;]
[&apos;丰台&apos;, &apos;-&apos;, &apos;青塔&apos;]
[&apos;顺义&apos;]
[&apos;西城&apos;, &apos;-&apos;, &apos;马甸&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;柳芳&apos;]
[&apos;昌平&apos;, &apos;-&apos;, &apos;立水桥&apos;]
[&apos;房山&apos;, &apos;-&apos;, &apos;长阳&apos;]
[&apos;门头沟&apos;, &apos;-&apos;, &apos;大峪&apos;]
None
[&apos;朝阳&apos;, &apos;-&apos;, &apos;三元桥&apos;]
None
None
[&apos;石景山&apos;, &apos;-&apos;, &apos;苹果园&apos;]
[&apos;昌平&apos;, &apos;-&apos;, &apos;沙河&apos;]
[&apos;房山&apos;, &apos;-&apos;, &apos;窦店&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;西二旗&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;朝阳公园&apos;]
None
[&apos;东城&apos;, &apos;-&apos;, &apos;安定门&apos;]
None
[&apos;昌平&apos;, &apos;-&apos;, &apos;沙河&apos;]
None
[&apos;丰台&apos;, &apos;-&apos;, &apos;马家堡&apos;]
[&apos;房山&apos;, &apos;-&apos;, &apos;良乡&apos;]
[&apos;燕郊&apos;, &apos;-&apos;, &apos;大厂&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;定慧寺&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;北航&apos;]
[&apos;通州&apos;, &apos;-&apos;, &apos;通州北苑&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;大望路&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;世纪城&apos;]
[&apos;大兴&apos;, &apos;-&apos;, &apos;西红门&apos;]
[&apos;顺义&apos;, &apos;-&apos;, &apos;机场&apos;]
[&apos;海淀&apos;]
[&apos;丰台&apos;, &apos;-&apos;, &apos;六里桥&apos;]
[&apos;顺义&apos;, &apos;-&apos;, &apos;石园&apos;]
[&apos;大兴&apos;, &apos;-&apos;, &apos;亦庄&apos;]
[&apos;大兴&apos;, &apos;-&apos;, &apos;同兴园&apos;]
[&apos;丰台&apos;]
[&apos;顺义&apos;, &apos;-&apos;, &apos;顺义城区&apos;]
[&apos;昌平&apos;, &apos;-&apos;, &apos;沙河&apos;]
[&apos;丰台&apos;, &apos;-&apos;, &apos;丰台周边&apos;]
[&apos;昌平&apos;, &apos;-&apos;, &apos;霍营&apos;]
[&apos;房山&apos;, &apos;-&apos;, &apos;良乡&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;国展&apos;]
[&apos;昌平&apos;, &apos;-&apos;, &apos;龙泽&apos;]
[&apos;通州&apos;, &apos;-&apos;, &apos;次渠&apos;]
None
None
[&apos;海淀&apos;, &apos;-&apos;, &apos;北太平庄&apos;]
None
[&apos;通州&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;安贞&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;管庄&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;学院路&apos;]
[&apos;大兴&apos;, &apos;-&apos;, &apos;黄村&apos;]
None
[&apos;平谷&apos;, &apos;-&apos;, &apos;平谷城区&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;大望路&apos;]
[&apos;大兴&apos;, &apos;-&apos;, &apos;亦庄&apos;]
[&apos;房山&apos;, &apos;-&apos;, &apos;良乡&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;西三旗&apos;]
[&apos;丰台&apos;, &apos;-&apos;, &apos;七里庄&apos;]
[&apos;朝阳&apos;]
[&apos;宣武&apos;, &apos;-&apos;, &apos;广安门外&apos;]
None
[&apos;西城&apos;, &apos;-&apos;, &apos;阜成门&apos;]
[&apos;密云&apos;, &apos;-&apos;, &apos;密云城区&apos;]
[&apos;昌平&apos;, &apos;-&apos;, &apos;回龙观&apos;]
[&apos;通州&apos;, &apos;-&apos;, &apos;张家湾&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;红庙&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;大屯&apos;]
None
[&apos;丰台&apos;, &apos;-&apos;, &apos;刘家窑&apos;]
[&apos;昌平&apos;, &apos;-&apos;, &apos;沙河&apos;]
[&apos;房山&apos;, &apos;-&apos;, &apos;长阳&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;上地&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;清河&apos;]
[&apos;通州&apos;, &apos;-&apos;, &apos;九棵树&apos;]
[&apos;西城&apos;, &apos;-&apos;, &apos;地安门&apos;]
[&apos;房山&apos;]
[&apos;西城&apos;, &apos;-&apos;, &apos;西直门&apos;]
None
None
[&apos;朝阳&apos;, &apos;-&apos;, &apos;双井&apos;]
[&apos;丰台&apos;, &apos;-&apos;, &apos;蒲黄榆&apos;]
[&apos;宣武&apos;, &apos;-&apos;, &apos;天宁寺&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;中关村&apos;]
None
[&apos;朝阳&apos;, &apos;-&apos;, &apos;定福庄&apos;]
[&apos;海淀&apos;]
[&apos;通州&apos;, &apos;-&apos;, &apos;西门&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;垡头&apos;]
[&apos;西城&apos;, &apos;-&apos;, &apos;车公庄&apos;]
[&apos;海淀&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;孙河&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;建外大街&apos;]
[&apos;东城&apos;, &apos;-&apos;, &apos;雍和宫&apos;]
[&apos;东城&apos;, &apos;-&apos;, &apos;东单&apos;]
[&apos;大兴&apos;]
[&apos;东城&apos;, &apos;-&apos;, &apos;雍和宫&apos;]
[&apos;昌平&apos;, &apos;-&apos;, &apos;回龙观&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;北京大学&apos;]
[&apos;西城&apos;, &apos;-&apos;, &apos;马甸&apos;]
[&apos;石景山&apos;, &apos;-&apos;, &apos;五里坨&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;双桥&apos;]
[&apos;通州&apos;, &apos;-&apos;, &apos;八里桥&apos;]
[&apos;丰台&apos;, &apos;-&apos;, &apos;七里庄&apos;]
[&apos;西城&apos;, &apos;-&apos;, &apos;马甸&apos;]
[&apos;石景山&apos;, &apos;-&apos;, &apos;八角&apos;]
[&apos;大兴&apos;, &apos;-&apos;, &apos;郁花园&apos;]
None
[&apos;丰台&apos;, &apos;-&apos;, &apos;大红门&apos;]
[&apos;丰台&apos;, &apos;-&apos;, &apos;七里庄&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;潘家园&apos;]
[&apos;大兴&apos;, &apos;-&apos;, &apos;清源&apos;]
[&apos;东城&apos;, &apos;-&apos;, &apos;朝阳门&apos;]
None
[&apos;朝阳&apos;, &apos;-&apos;, &apos;百子湾&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;五道口&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;香山&apos;]
[&apos;朝阳&apos;]
[&apos;丰台&apos;, &apos;-&apos;, &apos;丰益桥&apos;]
[&apos;丰台&apos;, &apos;-&apos;, &apos;七里庄&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;马连洼&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;高碑店&apos;]
[&apos;大兴&apos;, &apos;-&apos;, &apos;亦庄&apos;]
None
[&apos;丰台&apos;, &apos;-&apos;, &apos;方庄&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;CBD&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;望京&apos;]
[&apos;大兴&apos;, &apos;-&apos;, &apos;西红门&apos;]
None
None
[&apos;朝阳&apos;]
[&apos;昌平&apos;, &apos;-&apos;, &apos;天通苑&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;朝外大街&apos;]
[&apos;房山&apos;, &apos;-&apos;, &apos;长阳&apos;]
[&apos;丰台&apos;, &apos;-&apos;, &apos;新发地&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;清华大学&apos;]
[&apos;朝阳&apos;]
[&apos;宣武&apos;, &apos;-&apos;, &apos;南菜园&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;朝外大街&apos;]
[&apos;朝阳&apos;]
[&apos;大兴&apos;, &apos;-&apos;, &apos;西红门&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;慈云寺&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;芍药居&apos;]
None
[&apos;通州&apos;, &apos;-&apos;, &apos;九棵树&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;芍药居&apos;]
[&apos;丰台&apos;, &apos;-&apos;, &apos;角门&apos;]
[&apos;丰台&apos;, &apos;-&apos;, &apos;总部基地&apos;]
[&apos;昌平&apos;, &apos;-&apos;, &apos;霍营&apos;]
[&apos;丰台&apos;, &apos;-&apos;, &apos;南苑&apos;]
[&apos;海淀&apos;]
[&apos;丰台&apos;, &apos;-&apos;, &apos;六里桥&apos;]
None
[&apos;丰台&apos;, &apos;-&apos;, &apos;角门&apos;]
[&apos;崇文&apos;]
[&apos;通州&apos;, &apos;-&apos;, &apos;西门&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;清华大学&apos;]
[&apos;西城&apos;, &apos;-&apos;, &apos;马甸&apos;]
[&apos;大兴&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;中关村&apos;]
[&apos;丰台&apos;, &apos;-&apos;, &apos;方庄&apos;]
[&apos;朝阳&apos;, &apos;-&apos;, &apos;国贸&apos;]
[&apos;昌平&apos;, &apos;-&apos;, &apos;霍营&apos;]
None
[&apos;朝阳&apos;]
[&apos;昌平&apos;, &apos;-&apos;, &apos;回龙观&apos;]
[&apos;北京周边&apos;, &apos;-&apos;, &apos;永清&apos;]
[&apos;海淀&apos;, &apos;-&apos;, &apos;四季青&apos;]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[12]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">item_info</span><span class="o">.</span><span class="n">find</span><span class="p">():</span>
    <span class="k">if</span> <span class="n">i</span><span class="p">[</span><span class="s">&#39;area&#39;</span><span class="p">]:</span>
        <span class="n">area</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">i</span><span class="p">[</span><span class="s">&#39;area&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">i</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">punctuation</span><span class="p">]</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">area</span> <span class="o">=</span> <span class="p">[</span><span class="s">&#39;不明&#39;</span><span class="p">]</span>
    <span class="n">item_info</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s">&#39;_id&#39;</span><span class="p">:</span><span class="n">i</span><span class="p">[</span><span class="s">&#39;_id&#39;</span><span class="p">]},{</span><span class="s">&#39;$set&#39;</span><span class="p">:{</span><span class="s">&#39;area&#39;</span><span class="p">:</span><span class="n">area</span><span class="p">}})</span>
</pre></div>

</div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area"><div class="prompt"></div>
<div class="output_subarea output_stream output_stderr output_text">
<pre>/Library/Frameworks/Python.framework/Versions/3.4/lib/python3.4/site-packages/ipykernel/__main__.py:6: DeprecationWarning: update is deprecated. Use replace_one, update_one or update_many instead.
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[13]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">item_info</span><span class="o">.</span><span class="n">find</span><span class="p">()</span><span class="o">.</span><span class="n">limit</span><span class="p">(</span><span class="mi">300</span><span class="p">):</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">i</span><span class="p">[</span><span class="s">&#39;area&#39;</span><span class="p">])</span>
</pre></div>

</div>
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<div class="output_wrapper">
<div class="output">


<div class="output_area"><div class="prompt"></div>
<div class="output_subarea output_stream output_stdout output_text">
<pre>[&apos;朝阳&apos;, &apos;高碑店&apos;]
[&apos;朝阳&apos;, &apos;定福庄&apos;]
[&apos;西城&apos;, &apos;西单&apos;]
[&apos;朝阳&apos;, &apos;望京&apos;]
[&apos;丰台&apos;]
[&apos;朝阳&apos;, &apos;定福庄&apos;]
[&apos;不明&apos;]
[&apos;朝阳&apos;, &apos;国贸&apos;]
[&apos;朝阳&apos;, &apos;孙河&apos;]
[&apos;东城&apos;, &apos;东单&apos;]
[&apos;昌平&apos;, &apos;北七家&apos;]
[&apos;怀柔&apos;, &apos;怀柔城区&apos;]
[&apos;燕郊&apos;, &apos;燕顺路&apos;]
[&apos;海淀&apos;, &apos;北洼路&apos;]
[&apos;朝阳&apos;, &apos;东坝&apos;]
[&apos;海淀&apos;, &apos;蓟门桥&apos;]
[&apos;不明&apos;]
[&apos;通州&apos;, &apos;张家湾&apos;]
[&apos;海淀&apos;, &apos;上地&apos;]
[&apos;朝阳&apos;, &apos;定福庄&apos;]
[&apos;丰台&apos;]
[&apos;昌平&apos;]
[&apos;不明&apos;]
[&apos;海淀&apos;, &apos;苏州桥&apos;]
[&apos;西城&apos;, &apos;南礼士路&apos;]
[&apos;朝阳&apos;, &apos;太阳宫&apos;]
[&apos;海淀&apos;, &apos;知春路&apos;]
[&apos;不明&apos;]
[&apos;丰台&apos;, &apos;总部基地&apos;]
[&apos;大兴&apos;, &apos;旧宫&apos;]
[&apos;海淀&apos;, &apos;上地&apos;]
[&apos;昌平&apos;, &apos;回龙观&apos;]
[&apos;丰台&apos;]
[&apos;房山&apos;, &apos;良乡&apos;]
[&apos;海淀&apos;, &apos;香山&apos;]
[&apos;大兴&apos;, &apos;瀛海镇&apos;]
[&apos;朝阳&apos;, &apos;劲松&apos;]
[&apos;不明&apos;]
[&apos;丰台&apos;]
[&apos;朝阳&apos;, &apos;双桥&apos;]
[&apos;大兴&apos;, &apos;西红门&apos;]
[&apos;宣武&apos;, &apos;广安门外&apos;]
[&apos;丰台&apos;, &apos;宋家庄&apos;]
[&apos;海淀&apos;, &apos;西二旗&apos;]
[&apos;通州&apos;, &apos;武夷花园&apos;]
[&apos;大兴&apos;, &apos;西红门&apos;]
[&apos;通州&apos;, &apos;新华大街&apos;]
[&apos;西城&apos;, &apos;复兴门&apos;]
[&apos;朝阳&apos;, &apos;劲松&apos;]
[&apos;海淀&apos;, &apos;四季青&apos;]
[&apos;通州&apos;, &apos;马驹桥&apos;]
[&apos;西城&apos;, &apos;西四&apos;]
[&apos;昌平&apos;, &apos;沙河&apos;]
[&apos;朝阳&apos;, &apos;工体&apos;]
[&apos;朝阳&apos;, &apos;大山子&apos;]
[&apos;朝阳&apos;, &apos;管庄&apos;]
[&apos;朝阳&apos;, &apos;安贞&apos;]
[&apos;朝阳&apos;, &apos;CBD&apos;]
[&apos;崇文&apos;, &apos;龙潭湖&apos;]
[&apos;朝阳&apos;, &apos;朝阳公园&apos;]
[&apos;海淀&apos;]
[&apos;不明&apos;]
[&apos;通州&apos;, &apos;果园&apos;]
[&apos;不明&apos;]
[&apos;朝阳&apos;, &apos;十八里店&apos;]
[&apos;不明&apos;]
[&apos;西城&apos;, &apos;西直门&apos;]
[&apos;朝阳&apos;, &apos;欢乐谷&apos;]
[&apos;海淀&apos;, &apos;永定路&apos;]
[&apos;朝阳&apos;, &apos;酒仙桥&apos;]
[&apos;东城&apos;, &apos;北京站&apos;]
[&apos;昌平&apos;, &apos;昌平县城&apos;]
[&apos;不明&apos;]
[&apos;不明&apos;]
[&apos;房山&apos;, &apos;窦店&apos;]
[&apos;海淀&apos;, &apos;清华大学&apos;]
[&apos;西城&apos;, &apos;鼓楼&apos;]
[&apos;不明&apos;]
[&apos;朝阳&apos;]
[&apos;不明&apos;]
[&apos;丰台&apos;]
[&apos;朝阳&apos;, &apos;安贞&apos;]
[&apos;丰台&apos;, &apos;总部基地&apos;]
[&apos;朝阳&apos;, &apos;大屯&apos;]
[&apos;朝阳&apos;, &apos;安慧桥&apos;]
[&apos;通州&apos;, &apos;张家湾&apos;]
[&apos;大兴&apos;, &apos;大兴周边&apos;]
[&apos;西城&apos;, &apos;马甸&apos;]
[&apos;海淀&apos;, &apos;上地&apos;]
[&apos;海淀&apos;, &apos;清华大学&apos;]
[&apos;不明&apos;]
[&apos;朝阳&apos;]
[&apos;大兴&apos;, &apos;清源&apos;]
[&apos;朝阳&apos;, &apos;北苑&apos;]
[&apos;大兴&apos;, &apos;亦庄&apos;]
[&apos;海淀&apos;, &apos;学院路北&apos;]
[&apos;朝阳&apos;, &apos;西坝河&apos;]
[&apos;朝阳&apos;, &apos;小红门&apos;]
[&apos;朝阳&apos;]
[&apos;通州&apos;]
[&apos;不明&apos;]
[&apos;昌平&apos;, &apos;沙河&apos;]
[&apos;海淀&apos;, &apos;万寿寺&apos;]
[&apos;朝阳&apos;, &apos;CBD&apos;]
[&apos;丰台&apos;, &apos;六里桥&apos;]
[&apos;房山&apos;, &apos;窦店&apos;]
[&apos;朝阳&apos;, &apos;双井&apos;]
[&apos;不明&apos;]
[&apos;怀柔&apos;]
[&apos;房山&apos;, &apos;良乡&apos;]
[&apos;朝阳&apos;, &apos;胜古&apos;]
[&apos;通州&apos;, &apos;永顺&apos;]
[&apos;朝阳&apos;, &apos;安贞&apos;]
[&apos;大兴&apos;, &apos;亦庄&apos;]
[&apos;昌平&apos;, &apos;北七家&apos;]
[&apos;海淀&apos;, &apos;西山&apos;]
[&apos;通州&apos;, &apos;马驹桥&apos;]
[&apos;不明&apos;]
[&apos;不明&apos;]
[&apos;不明&apos;]
[&apos;昌平&apos;, &apos;天通苑&apos;]
[&apos;大兴&apos;, &apos;旧宫&apos;]
[&apos;西城&apos;, &apos;六铺炕&apos;]
[&apos;西城&apos;, &apos;鼓楼&apos;]
[&apos;朝阳&apos;, &apos;红庙&apos;]
[&apos;密云&apos;, &apos;密云城区&apos;]
[&apos;朝阳&apos;, &apos;四惠&apos;]
[&apos;朝阳&apos;, &apos;潘家园&apos;]
[&apos;不明&apos;]
[&apos;石景山&apos;, &apos;鲁谷&apos;]
[&apos;丰台&apos;, &apos;青塔&apos;]
[&apos;顺义&apos;]
[&apos;西城&apos;, &apos;马甸&apos;]
[&apos;朝阳&apos;, &apos;柳芳&apos;]
[&apos;昌平&apos;, &apos;立水桥&apos;]
[&apos;房山&apos;, &apos;长阳&apos;]
[&apos;门头沟&apos;, &apos;大峪&apos;]
[&apos;不明&apos;]
[&apos;朝阳&apos;, &apos;三元桥&apos;]
[&apos;不明&apos;]
[&apos;不明&apos;]
[&apos;石景山&apos;, &apos;苹果园&apos;]
[&apos;昌平&apos;, &apos;沙河&apos;]
[&apos;房山&apos;, &apos;窦店&apos;]
[&apos;海淀&apos;, &apos;西二旗&apos;]
[&apos;朝阳&apos;, &apos;朝阳公园&apos;]
[&apos;不明&apos;]
[&apos;东城&apos;, &apos;安定门&apos;]
[&apos;不明&apos;]
[&apos;昌平&apos;, &apos;沙河&apos;]
[&apos;不明&apos;]
[&apos;丰台&apos;, &apos;马家堡&apos;]
[&apos;房山&apos;, &apos;良乡&apos;]
[&apos;燕郊&apos;, &apos;大厂&apos;]
[&apos;海淀&apos;, &apos;定慧寺&apos;]
[&apos;海淀&apos;, &apos;北航&apos;]
[&apos;通州&apos;, &apos;通州北苑&apos;]
[&apos;朝阳&apos;, &apos;大望路&apos;]
[&apos;海淀&apos;, &apos;世纪城&apos;]
[&apos;大兴&apos;, &apos;西红门&apos;]
[&apos;顺义&apos;, &apos;机场&apos;]
[&apos;海淀&apos;]
[&apos;丰台&apos;, &apos;六里桥&apos;]
[&apos;顺义&apos;, &apos;石园&apos;]
[&apos;大兴&apos;, &apos;亦庄&apos;]
[&apos;大兴&apos;, &apos;同兴园&apos;]
[&apos;丰台&apos;]
[&apos;顺义&apos;, &apos;顺义城区&apos;]
[&apos;昌平&apos;, &apos;沙河&apos;]
[&apos;丰台&apos;, &apos;丰台周边&apos;]
[&apos;昌平&apos;, &apos;霍营&apos;]
[&apos;房山&apos;, &apos;良乡&apos;]
[&apos;朝阳&apos;, &apos;国展&apos;]
[&apos;昌平&apos;, &apos;龙泽&apos;]
[&apos;通州&apos;, &apos;次渠&apos;]
[&apos;不明&apos;]
[&apos;不明&apos;]
[&apos;海淀&apos;, &apos;北太平庄&apos;]
[&apos;不明&apos;]
[&apos;通州&apos;]
[&apos;朝阳&apos;, &apos;安贞&apos;]
[&apos;朝阳&apos;, &apos;管庄&apos;]
[&apos;海淀&apos;, &apos;学院路&apos;]
[&apos;大兴&apos;, &apos;黄村&apos;]
[&apos;不明&apos;]
[&apos;平谷&apos;, &apos;平谷城区&apos;]
[&apos;朝阳&apos;, &apos;大望路&apos;]
[&apos;大兴&apos;, &apos;亦庄&apos;]
[&apos;房山&apos;, &apos;良乡&apos;]
[&apos;海淀&apos;, &apos;西三旗&apos;]
[&apos;丰台&apos;, &apos;七里庄&apos;]
[&apos;朝阳&apos;]
[&apos;宣武&apos;, &apos;广安门外&apos;]
[&apos;不明&apos;]
[&apos;西城&apos;, &apos;阜成门&apos;]
[&apos;密云&apos;, &apos;密云城区&apos;]
[&apos;昌平&apos;, &apos;回龙观&apos;]
[&apos;通州&apos;, &apos;张家湾&apos;]
[&apos;朝阳&apos;, &apos;红庙&apos;]
[&apos;朝阳&apos;, &apos;大屯&apos;]
[&apos;不明&apos;]
[&apos;丰台&apos;, &apos;刘家窑&apos;]
[&apos;昌平&apos;, &apos;沙河&apos;]
[&apos;房山&apos;, &apos;长阳&apos;]
[&apos;海淀&apos;, &apos;上地&apos;]
[&apos;海淀&apos;, &apos;清河&apos;]
[&apos;通州&apos;, &apos;九棵树&apos;]
[&apos;西城&apos;, &apos;地安门&apos;]
[&apos;房山&apos;]
[&apos;西城&apos;, &apos;西直门&apos;]
[&apos;不明&apos;]
[&apos;不明&apos;]
[&apos;朝阳&apos;, &apos;双井&apos;]
[&apos;丰台&apos;, &apos;蒲黄榆&apos;]
[&apos;宣武&apos;, &apos;天宁寺&apos;]
[&apos;海淀&apos;, &apos;中关村&apos;]
[&apos;不明&apos;]
[&apos;朝阳&apos;, &apos;定福庄&apos;]
[&apos;海淀&apos;]
[&apos;通州&apos;, &apos;西门&apos;]
[&apos;朝阳&apos;, &apos;垡头&apos;]
[&apos;西城&apos;, &apos;车公庄&apos;]
[&apos;海淀&apos;]
[&apos;朝阳&apos;, &apos;孙河&apos;]
[&apos;朝阳&apos;, &apos;建外大街&apos;]
[&apos;东城&apos;, &apos;雍和宫&apos;]
[&apos;东城&apos;, &apos;东单&apos;]
[&apos;大兴&apos;]
[&apos;东城&apos;, &apos;雍和宫&apos;]
[&apos;昌平&apos;, &apos;回龙观&apos;]
[&apos;海淀&apos;, &apos;北京大学&apos;]
[&apos;西城&apos;, &apos;马甸&apos;]
[&apos;石景山&apos;, &apos;五里坨&apos;]
[&apos;朝阳&apos;, &apos;双桥&apos;]
[&apos;通州&apos;, &apos;八里桥&apos;]
[&apos;丰台&apos;, &apos;七里庄&apos;]
[&apos;西城&apos;, &apos;马甸&apos;]
[&apos;石景山&apos;, &apos;八角&apos;]
[&apos;大兴&apos;, &apos;郁花园&apos;]
[&apos;不明&apos;]
[&apos;丰台&apos;, &apos;大红门&apos;]
[&apos;丰台&apos;, &apos;七里庄&apos;]
[&apos;朝阳&apos;, &apos;潘家园&apos;]
[&apos;大兴&apos;, &apos;清源&apos;]
[&apos;东城&apos;, &apos;朝阳门&apos;]
[&apos;不明&apos;]
[&apos;朝阳&apos;, &apos;百子湾&apos;]
[&apos;海淀&apos;, &apos;五道口&apos;]
[&apos;海淀&apos;, &apos;香山&apos;]
[&apos;朝阳&apos;]
[&apos;丰台&apos;, &apos;丰益桥&apos;]
[&apos;丰台&apos;, &apos;七里庄&apos;]
[&apos;海淀&apos;, &apos;马连洼&apos;]
[&apos;朝阳&apos;, &apos;高碑店&apos;]
[&apos;大兴&apos;, &apos;亦庄&apos;]
[&apos;不明&apos;]
[&apos;丰台&apos;, &apos;方庄&apos;]
[&apos;朝阳&apos;, &apos;CBD&apos;]
[&apos;朝阳&apos;, &apos;望京&apos;]
[&apos;大兴&apos;, &apos;西红门&apos;]
[&apos;不明&apos;]
[&apos;不明&apos;]
[&apos;朝阳&apos;]
[&apos;昌平&apos;, &apos;天通苑&apos;]
[&apos;朝阳&apos;, &apos;朝外大街&apos;]
[&apos;房山&apos;, &apos;长阳&apos;]
[&apos;丰台&apos;, &apos;新发地&apos;]
[&apos;海淀&apos;, &apos;清华大学&apos;]
[&apos;朝阳&apos;]
[&apos;宣武&apos;, &apos;南菜园&apos;]
[&apos;朝阳&apos;, &apos;朝外大街&apos;]
[&apos;朝阳&apos;]
[&apos;大兴&apos;, &apos;西红门&apos;]
[&apos;朝阳&apos;, &apos;慈云寺&apos;]
[&apos;朝阳&apos;, &apos;芍药居&apos;]
[&apos;不明&apos;]
[&apos;通州&apos;, &apos;九棵树&apos;]
[&apos;朝阳&apos;, &apos;芍药居&apos;]
[&apos;丰台&apos;, &apos;角门&apos;]
[&apos;丰台&apos;, &apos;总部基地&apos;]
[&apos;昌平&apos;, &apos;霍营&apos;]
[&apos;丰台&apos;, &apos;南苑&apos;]
[&apos;海淀&apos;]
[&apos;丰台&apos;, &apos;六里桥&apos;]
[&apos;不明&apos;]
[&apos;丰台&apos;, &apos;角门&apos;]
[&apos;崇文&apos;]
[&apos;通州&apos;, &apos;西门&apos;]
[&apos;海淀&apos;, &apos;清华大学&apos;]
[&apos;西城&apos;, &apos;马甸&apos;]
[&apos;大兴&apos;]
[&apos;海淀&apos;, &apos;中关村&apos;]
[&apos;丰台&apos;, &apos;方庄&apos;]
[&apos;朝阳&apos;, &apos;国贸&apos;]
[&apos;昌平&apos;, &apos;霍营&apos;]
[&apos;不明&apos;]
[&apos;朝阳&apos;]
[&apos;昌平&apos;, &apos;回龙观&apos;]
[&apos;北京周边&apos;, &apos;永清&apos;]
[&apos;海淀&apos;, &apos;四季青&apos;]
</pre>
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<div class="input">
<div class="prompt input_prompt">In&nbsp;[11]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span class="n">series</span> <span class="o">=</span> <span class="p">[</span>
    <span class="p">{</span>
    <span class="s">&#39;name&#39;</span><span class="p">:</span> <span class="s">&#39;OS X&#39;</span><span class="p">,</span>
    <span class="s">&#39;data&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">11</span><span class="p">],</span>
    <span class="s">&#39;type&#39;</span><span class="p">:</span> <span class="s">&#39;column&#39;</span>
<span class="p">},</span> <span class="p">{</span>
    <span class="s">&#39;name&#39;</span><span class="p">:</span> <span class="s">&#39;Ubuntu&#39;</span><span class="p">,</span>
    <span class="s">&#39;data&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">8</span><span class="p">],</span>
    <span class="s">&#39;type&#39;</span><span class="p">:</span> <span class="s">&#39;column&#39;</span><span class="p">,</span>
    <span class="s">&#39;color&#39;</span><span class="p">:</span><span class="s">&#39;#ff0066&#39;</span>
<span class="p">},</span> <span class="p">{</span>
    <span class="s">&#39;name&#39;</span><span class="p">:</span> <span class="s">&#39;Windows&#39;</span><span class="p">,</span>
    <span class="s">&#39;data&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">12</span><span class="p">],</span>
    <span class="s">&#39;type&#39;</span><span class="p">:</span> <span class="s">&#39;column&#39;</span>
<span class="p">},</span> <span class="p">{</span>
    <span class="s">&#39;name&#39;</span><span class="p">:</span> <span class="s">&#39;Others&#39;</span><span class="p">,</span>
    <span class="s">&#39;data&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">29</span><span class="p">],</span>
    <span class="s">&#39;type&#39;</span><span class="p">:</span> <span class="s">&#39;column&#39;</span>
<span class="p">}</span>
         <span class="p">]</span>

<span class="n">series2</span> <span class="o">=</span> <span class="p">[{</span><span class="s">&#39;name&#39;</span><span class="p">:</span> <span class="s">&#39;John&#39;</span><span class="p">,</span><span class="s">&#39;data&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">5</span><span class="p">],</span><span class="s">&#39;type&#39;</span><span class="p">:</span> <span class="s">&#39;column&#39;</span><span class="p">},{</span><span class="s">&#39;name&#39;</span><span class="p">:</span> <span class="s">&#39;John&#39;</span><span class="p">,</span><span class="s">&#39;data&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">5</span><span class="p">],</span><span class="s">&#39;type&#39;</span><span class="p">:</span> <span class="s">&#39;column&#39;</span><span class="p">}]</span>


<span class="n">charts</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">series</span><span class="p">,</span> <span class="n">show</span><span class="o">=</span><span class="s">&#39;inline&#39;</span><span class="p">)</span>
<span class="c"># options=dict(title=dict(text=&#39;Charts are AWESOME!!!&#39;))</span>
</pre></div>

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<div class="output_area"><div class="prompt output_prompt">Out[11]:</div>

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</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[3]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span class="n">area_list</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">item_info</span><span class="o">.</span><span class="n">find</span><span class="p">():</span>
    <span class="n">area_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">[</span><span class="s">&#39;area&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">])</span>
<span class="n">area_index</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">area_list</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="n">area_index</span><span class="p">)</span>
</pre></div>

</div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area"><div class="prompt"></div>
<div class="output_subarea output_stream output_stdout output_text">
<pre>[&apos;西城&apos;, &apos;燕郊&apos;, &apos;密云&apos;, &apos;石景山&apos;, &apos;海淀&apos;, &apos;朝阳&apos;, &apos;宣武&apos;, &apos;平谷&apos;, &apos;怀柔&apos;, &apos;昌平&apos;, &apos;附近&apos;, &apos;大兴&apos;, &apos;顺义&apos;, &apos;延庆&apos;, &apos;不明&apos;, &apos;丰台&apos;, &apos;北京周边&apos;, &apos;房山&apos;, &apos;东城&apos;, &apos;崇文&apos;, &apos;通州&apos;, &apos;门头沟&apos;]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[4]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span class="n">post_times</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">index</span> <span class="ow">in</span> <span class="n">area_index</span><span class="p">:</span>
    <span class="n">post_times</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">area_list</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="n">index</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="n">post_times</span><span class="p">)</span>
</pre></div>

</div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area"><div class="prompt"></div>
<div class="output_subarea output_stream output_stdout output_text">
<pre>[3376, 541, 386, 1958, 11768, 19224, 1803, 277, 381, 4963, 3, 4856, 1913, 164, 15505, 7991, 520, 1490, 3155, 1188, 4924, 464]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[6]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span class="k">def</span> <span class="nf">data_gen</span><span class="p">(</span><span class="n">types</span><span class="p">):</span>
    <span class="n">length</span> <span class="o">=</span> <span class="mi">0</span>
    <span class="k">if</span> <span class="n">length</span> <span class="o">&lt;=</span> <span class="nb">len</span><span class="p">(</span><span class="n">area_index</span><span class="p">):</span>
        <span class="k">for</span> <span class="n">area</span><span class="p">,</span><span class="n">times</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">area_index</span><span class="p">,</span><span class="n">post_times</span><span class="p">):</span>
            <span class="n">data</span> <span class="o">=</span> <span class="p">{</span>
                <span class="s">&#39;name&#39;</span><span class="p">:</span><span class="n">area</span><span class="p">,</span>
                <span class="s">&#39;data&#39;</span><span class="p">:[</span><span class="n">times</span><span class="p">],</span>
                <span class="s">&#39;type&#39;</span><span class="p">:</span><span class="n">types</span>
            <span class="p">}</span>
            <span class="k">yield</span> <span class="n">data</span>
            <span class="n">length</span> <span class="o">+=</span> <span class="mi">1</span>
</pre></div>

</div>
</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[7]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span class="n">data_gen</span><span class="p">(</span><span class="s">&#39;column&#39;</span><span class="p">)</span>
</pre></div>

</div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area"><div class="prompt output_prompt">Out[7]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;generator object data_gen at 0x104231d38&gt;</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[8]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">data_gen</span><span class="p">(</span><span class="s">&#39;column&#39;</span><span class="p">):</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
</pre></div>

</div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area"><div class="prompt"></div>
<div class="output_subarea output_stream output_stdout output_text">
<pre>{&apos;data&apos;: [3376], &apos;type&apos;: &apos;column&apos;, &apos;name&apos;: &apos;西城&apos;}
{&apos;data&apos;: [541], &apos;type&apos;: &apos;column&apos;, &apos;name&apos;: &apos;燕郊&apos;}
{&apos;data&apos;: [386], &apos;type&apos;: &apos;column&apos;, &apos;name&apos;: &apos;密云&apos;}
{&apos;data&apos;: [1958], &apos;type&apos;: &apos;column&apos;, &apos;name&apos;: &apos;石景山&apos;}
{&apos;data&apos;: [11768], &apos;type&apos;: &apos;column&apos;, &apos;name&apos;: &apos;海淀&apos;}
{&apos;data&apos;: [19224], &apos;type&apos;: &apos;column&apos;, &apos;name&apos;: &apos;朝阳&apos;}
{&apos;data&apos;: [1803], &apos;type&apos;: &apos;column&apos;, &apos;name&apos;: &apos;宣武&apos;}
{&apos;data&apos;: [277], &apos;type&apos;: &apos;column&apos;, &apos;name&apos;: &apos;平谷&apos;}
{&apos;data&apos;: [381], &apos;type&apos;: &apos;column&apos;, &apos;name&apos;: &apos;怀柔&apos;}
{&apos;data&apos;: [4963], &apos;type&apos;: &apos;column&apos;, &apos;name&apos;: &apos;昌平&apos;}
{&apos;data&apos;: [3], &apos;type&apos;: &apos;column&apos;, &apos;name&apos;: &apos;附近&apos;}
{&apos;data&apos;: [4856], &apos;type&apos;: &apos;column&apos;, &apos;name&apos;: &apos;大兴&apos;}
{&apos;data&apos;: [1913], &apos;type&apos;: &apos;column&apos;, &apos;name&apos;: &apos;顺义&apos;}
{&apos;data&apos;: [164], &apos;type&apos;: &apos;column&apos;, &apos;name&apos;: &apos;延庆&apos;}
{&apos;data&apos;: [15505], &apos;type&apos;: &apos;column&apos;, &apos;name&apos;: &apos;不明&apos;}
{&apos;data&apos;: [7991], &apos;type&apos;: &apos;column&apos;, &apos;name&apos;: &apos;丰台&apos;}
{&apos;data&apos;: [520], &apos;type&apos;: &apos;column&apos;, &apos;name&apos;: &apos;北京周边&apos;}
{&apos;data&apos;: [1490], &apos;type&apos;: &apos;column&apos;, &apos;name&apos;: &apos;房山&apos;}
{&apos;data&apos;: [3155], &apos;type&apos;: &apos;column&apos;, &apos;name&apos;: &apos;东城&apos;}
{&apos;data&apos;: [1188], &apos;type&apos;: &apos;column&apos;, &apos;name&apos;: &apos;崇文&apos;}
{&apos;data&apos;: [4924], &apos;type&apos;: &apos;column&apos;, &apos;name&apos;: &apos;通州&apos;}
{&apos;data&apos;: [464], &apos;type&apos;: &apos;column&apos;, &apos;name&apos;: &apos;门头沟&apos;}
</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[9]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span class="n">series</span> <span class="o">=</span> <span class="p">[</span><span class="n">data</span> <span class="k">for</span> <span class="n">data</span> <span class="ow">in</span> <span class="n">data_gen</span><span class="p">(</span><span class="s">&#39;column&#39;</span><span class="p">)]</span>
<span class="n">charts</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">series</span><span class="p">,</span> <span class="n">show</span><span class="o">=</span><span class="s">&#39;inline&#39;</span><span class="p">,</span> <span class="n">options</span><span class="o">=</span><span class="nb">dict</span><span class="p">(</span><span class="n">title</span><span class="o">=</span><span class="nb">dict</span><span class="p">(</span><span class="n">text</span><span class="o">=</span><span class="s">&#39;七日内北京城区二手物品发帖量&#39;</span><span class="p">)))</span>
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});

},{}]},{},[1]);
</script>


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