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<div class=" highlight hl-ipython3"><pre><span class="kn">import</span> <span class="nn">charts</span>
<span class="kn">import</span> <span class="nn">pymongo</span>
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<pre>Server running in the folder /Users/Hou at 127.0.0.1:51841
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<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">'localhost'</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">'ceshi'</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">'item_infoS'</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span class="c"># 数据库内的数据是这个样子的</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="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>
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{'pub_date': '2016.01.13', 'time': 0, '_id': ObjectId('5698f525a98063dbe6e91ca8'), 'price': 260, 'url': 'http://bj.58.com/jiadian/24652878967613x.shtml', 'look': '-', 'cates': ['北京58同城', '北京二手市场', '北京二手家电', '北京二手冰箱'], 'title': '【图】很新的海信冰箱 - 西城西单二手家电 - 北京58同城', 'area': ['西城', '西单']}
{'pub_date': '2015.12.27', 'time': 3, '_id': ObjectId('5698f525a98063dbe7e91ca8'), 'price': 1500, 'url': 'http://bj.58.com/diannao/24475337853109x.shtml', 'look': '-', 'cates': ['北京58同城', '北京二手市场', '北京二手台式机/配件'], 'title': '【图】三星 A5 白色 没有打开过 - 朝阳望京台式机/配件 - 北京58同城', 'area': ['朝阳', '望京']}
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{'pub_date': '2016.01.12', 'time': 0, '_id': ObjectId('5698f525a98063dbe9e91ca9'), 'price': 800, 'url': 'http://bj.58.com/jiadian/24649440334916x.shtml', 'look': '-', 'cates': ['北京58同城', '北京二手市场', '北京二手家电', '北京二手冰柜'], 'title': '（九成新）美的冰柜 - 朝阳定福庄二手家电 - 北京58同城', 'area': ['朝阳', '定福庄']}
{'pub_date': '2016.01.04', 'time': 3, '_id': ObjectId('5698f525a98063dbe6e91ca9'), 'price': 1100, 'url': 'http://bj.58.com/diannao/24559796063288x.shtml', 'look': '-', 'cates': ['北京58同城', '北京二手市场', '北京二手台式机/配件'], 'title': '【图】全新 技嘉Z170X-UD3主板 - 台式机/配件 - 北京58同城', 'area': ['不明']}
{'pub_date': '2015.12.31', 'time': 0, '_id': ObjectId('5698f525a98063dbe8e91ca9'), 'price': 0, 'url': 'http://bj.58.com/bijibendiannao/24516548452660x.shtml', 'look': '-', 'cates': ['北京58同城', '北京二手市场', '北京二手笔记本'], 'title': '东芝 C600系列 笔记本 - 朝阳国贸笔记本电脑 - 北京58同城', 'area': ['朝阳', '国贸']}
{'pub_date': '2015.12.27', 'time': 5, '_id': ObjectId('5698f525a98063dbe7e91ca9'), 'price': 900, 'url': 'http://bj.58.com/diannao/24440805710645x.shtml', 'look': '9成新', 'cates': ['北京58同城', '北京二手市场', '北京二手台式机/配件', '北京二手台式机'], 'title': '台式主机转让 - 朝阳孙河台式机/配件 - 北京58同城', 'area': ['朝阳', '孙河']}
{'pub_date': '2015.12.29', 'time': 2, '_id': ObjectId('5698f525a98063dbe5e91ca8'), 'price': 380, 'url': 'http://bj.58.com/jiadian/24494449276854x.shtml', 'look': '-', 'cates': ['北京58同城', '北京二手市场', '北京二手家电', '北京二手洗衣机', '北京二手全自动洗衣机'], 'title': '【图】搬家转让全自动洗衣机 - 东城东单二手家电 - 北京58同城', 'area': ['东城', '东单']}
{'pub_date': '2016.01.11', 'time': 2, '_id': ObjectId('5698f526a98063dbe9e91caa'), 'price': 1300, 'url': 'http://bj.58.com/jiadian/24483284708536x.shtml', 'look': '-', 'cates': ['北京58同城', '北京二手市场', '北京二手家电', '北京二手冰柜', '北京二手卧式冰柜'], 'title': '【图】自用冰柜 平冷柜 转让 真实出售 - 昌平北七家二手家电 - 北京58同城', 'area': ['昌平', '北七家']}
{'pub_date': '2015.12.27', 'time': 1, '_id': ObjectId('5698f526a98063dbe7e91caa'), 'price': 11, 'url': 'http://bj.58.com/diannao/23952083567292x.shtml', 'look': '-', 'cates': ['北京58同城', '北京二手市场', '北京二手台式机/配件'], 'title': '【图】餐厅触摸屏幕点菜机 - 怀柔怀柔城区台式机/配件 - 北京58同城', 'area': ['怀柔', '怀柔城区']}
{'pub_date': '2015.12.31', 'time': 3, '_id': ObjectId('5698f526a98063dbe8e91caa'), 'price': 1100, 'url': 'http://bj.58.com/bijibendiannao/24516186232254x.shtml', 'look': '-', 'cates': ['北京58同城', '北京二手市场', '北京二手笔记本'], 'title': '【图】宏基 4750系列 笔记本 - 燕郊燕顺路笔记本电脑 - 北京58同城', 'area': ['燕郊', '燕顺路']}
{'pub_date': '2016.01.04', 'time': 1, '_id': ObjectId('5698f526a98063dbe6e91caa'), 'price': 1600, 'url': 'http://bj.58.com/diannao/24559273766725x.shtml', 'look': '95成新', 'cates': ['北京58同城', '北京二手市场', '北京二手台式机/配件', '北京二手硬件', '北京二手显卡'], 'title': '【图】转让全新华硕HD7970显卡 3G显存 最强单芯片卡皇 - 海淀北洼路台式机/配件 - 北京58同城', 'area': ['海淀', '北洼路']}
{'pub_date': '2016.01.11', 'time': 3, '_id': ObjectId('5698f527a98063dbe9e91cab'), 'price': 1500, 'url': 'http://bj.58.com/jiadian/24642618528307x.shtml', 'look': '-', 'cates': ['北京58同城', '北京二手市场', '北京二手家电', '北京二手冰柜'], 'title': '未拆封白雪牌冷柜100升的两台 - 朝阳东坝二手家电 - 北京58同城', 'area': ['朝阳', '东坝']}
{'pub_date': '2016.01.14', 'time': 0, '_id': ObjectId('5698f527a98063dbe4e91ca9'), 'price': 50, 'url': 'http://bj.58.com/diannao/23598263475362x.shtml', 'look': '9成新', 'cates': ['北京58同城', '北京二手市场', '北京二手台式机/配件', '北京二手硬件', '北京二手电源'], 'title': '【图】戴尔小机箱电源 - 海淀蓟门桥台式机/配件 - 北京58同城', 'area': ['海淀', '蓟门桥']}
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{'pub_date': '2015.12.31', 'time': 2, '_id': ObjectId('5698f527a98063dbe8e91cab'), 'price': 3000, 'url': 'http://bj.58.com/bijibendiannao/24515955698740x.shtml', 'look': '-', 'cates': ['北京58同城', '北京二手市场', '北京二手笔记本'], 'title': '【图】笔记本电脑9成新（个人） - 通州张家湾笔记本电脑 - 北京58同城', 'area': ['通州', '张家湾']}
{'pub_date': '2015.12.27', 'time': 0, '_id': ObjectId('5698f527a98063dbe7e91cab'), 'price': 110, 'url': 'http://bj.58.com/diannao/24475204814776x.shtml', 'look': '-', 'cates': ['北京58同城', '北京二手市场', '北京二手台式机/配件'], 'title': '【图】全新倍斯特移动电源12000毫安0141 - 海淀上地台式机/配件 - 北京58同城', 'area': ['海淀', '上地']}
{'pub_date': '2016.01.14', 'time': 3, '_id': ObjectId('5698f527a98063dbe4e91caa'), 'price': 1500, 'url': 'http://bj.58.com/jiadian/24349380911041x.shtml', 'look': '-', 'cates': ['北京58同城', '北京二手市场', '北京二手家电', '北京二手洗衣机'], 'title': '【图】洗衣机，小冰箱，小冰柜，冷饮机 - 朝阳定福庄二手家电 - 北京58同城', 'area': ['朝阳', '定福庄']}
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{'pub_date': '2015.12.22', 'time': 0, '_id': ObjectId('5698f54fa98063dbe8e91cdb'), 'price': 300, 'url': 'http://bj.58.com/jiadian/24416199737020x.shtml', 'look': '-', 'cates': ['北京58同城', '北京二手市场', '北京二手家电', '北京二手电视机'], 'title': '【图】索尼3D眼镜 主动式 - 丰台角门二手家电 - 北京58同城', 'area': ['丰台', '角门']}
{'pub_date': '2016.01.13', 'time': 2, '_id': ObjectId('5698f54fa98063dbe6e91cdb'), 'price': 300, 'url': 'http://bj.58.com/jiadian/24660660086584x.shtml', 'look': '9成新', 'cates': ['北京58同城', '北京二手市场', '北京二手家电', '北京二手洗衣机', '北京二手全自动洗衣机'], 'title': '【图】家电专卖、冰箱、洗衣机、电视机、空调、热水器、油烟机、燃气灶以及全新家具 - 丰台总部基地二手家电 - 北京58同城', 'area': ['丰台', '总部基地']}
{'pub_date': '2016.01.12', 'time': 0, '_id': ObjectId('5698f54fa98063dbe7e91cdf'), 'price': 1000, 'url': 'http://bj.58.com/diannao/23565342696482x.shtml', 'look': '95成新', 'cates': ['北京58同城', '北京二手市场', '北京二手台式机/配件', '北京二手外设产品', '北京二手UPS电源'], 'title': '【图】金武士 ST1KVA 在线式UPS电源(标机) 有缘人可以小幅优惠 - 昌平霍营台式机/配件 - 北京58同城', 'area': ['昌平', '霍营']}
{'pub_date': '2016.01.10', 'time': 3, '_id': ObjectId('5698f54fa98063dbe5e91cd5'), 'price': 70, 'url': 'http://bj.58.com/diannao/24629209726777x.shtml', 'look': '-', 'cates': ['北京58同城', '北京二手市场', '北京二手台式机/配件', '北京二手网络设备', '北京二手无线路由器'], 'title': '【图】全新tplink无线路由器便携迷你wifi - 丰台南苑台式机/配件 - 北京58同城', 'area': ['丰台', '南苑']}
{'pub_date': '2016.01.15', 'time': 0, '_id': ObjectId('5698f54fa98063dbe4e91cd6'), 'price': 1960, 'url': 'http://bj.58.com/diannao/24670947360963x.shtml', 'look': '-', 'cates': ['北京58同城', '北京二手市场', '北京二手台式机/配件', '北京二手硬件'], 'title': '【图】丽台 NVS510多屏卡 - 海淀台式机/配件 - 北京58同城', 'area': ['海淀']}
{'pub_date': '2016.01.02', 'time': 5, '_id': ObjectId('5698f54fa98063dbe9e91cc6'), 'price': 1000, 'url': 'http://bj.58.com/jiadian/24537598057407x.shtml', 'look': '-', 'cates': ['北京58同城', '北京二手市场', '北京二手家电', '北京二手电视机', '北京二手液晶电视'], 'title': '【图】自己家用的创维液晶电视现在便宜出售了，原价4600现在便宜出售1000元管送 - 丰台六里桥二手家电 - 北京58同城', 'area': ['丰台', '六里桥']}
{'pub_date': '2016.01.10', 'time': 6, '_id': ObjectId('5698f54fa98063dbe5e91cd6'), 'price': 228, 'url': 'http://bj.58.com/diannao/24632141528628x.shtml', 'look': '全新', 'cates': ['北京58同城', '北京二手市场', '北京二手台式机/配件'], 'title': '【图】迅雷赚钱宝懂的买 - 台式机/配件 - 北京58同城', 'area': ['不明']}
{'pub_date': '2015.12.22', 'time': 0, '_id': ObjectId('5698f54fa98063dbe8e91cdc'), 'price': 2000, 'url': 'http://bj.58.com/jiadian/24416175657654x.shtml', 'look': '-', 'cates': ['北京58同城', '北京二手市场', '北京二手家电', '北京二手电视机'], 'title': '【图】索尼 55寸 液晶 碎屏 - 丰台角门二手家电 - 北京58同城', 'area': ['丰台', '角门']}
{'pub_date': '2016.01.13', 'time': 6, '_id': ObjectId('5698f54fa98063dbe6e91cdc'), 'price': 300, 'url': 'http://bj.58.com/jiadian/24660655797947x.shtml', 'look': '9成新', 'cates': ['北京58同城', '北京二手市场', '北京二手家电', '北京二手洗衣机', '北京二手全自动洗衣机'], 'title': '【图】本店低价出售大小全自动洗衣机,冰箱,电视热水器油烟机,各种的全新家具 - 崇文二手家电 - 北京58同城', 'area': ['崇文']}
{'pub_date': '2016.01.12', 'time': 2, '_id': ObjectId('5698f54fa98063dbe7e91ce0'), 'price': 2500, 'url': 'http://bj.58.com/diannao/24566163041092x.shtml', 'look': '-', 'cates': ['北京58同城', '北京二手市场', '北京二手台式机/配件', '北京二手外设产品', '北京二手键盘'], 'title': '【图】电脑一体机，带键盘。送小孩学习桌 - 通州西门台式机/配件 - 北京58同城', 'area': ['通州', '西门']}
{'pub_date': '2016.01.15', 'time': 4, '_id': ObjectId('5698f550a98063dbe4e91cd7'), 'price': 330, 'url': 'http://bj.58.com/jiadian/24507570068287x.shtml', 'look': '-', 'cates': ['北京58同城', '北京二手市场', '北京二手家电', '北京二手洗衣机', '北京二手全自动洗衣机'], 'title': '【图】三洋洗衣机4.6公斤全自动洗衣机 - 海淀清华大学二手家电 - 北京58同城', 'area': ['海淀', '清华大学']}
{'pub_date': '2015.12.22', 'time': 0, '_id': ObjectId('5698f550a98063dbe8e91cdd'), 'price': 0, 'url': 'http://bj.58.com/jiadian/24416124489148x.shtml', 'look': '-', 'cates': ['北京58同城', '北京二手市场', '北京二手家电', '北京二手电视机', '北京二手液晶电视'], 'title': '【图】店铺可刷信用卡156-5285-0309刷卡，代还取现gf - 西城马甸二手家电 - 北京58同城', 'area': ['西城', '马甸']}
{'pub_date': '2016.01.02', 'time': 0, '_id': ObjectId('5698f550a98063dbe9e91cc7'), 'price': 200, 'url': 'http://bj.58.com/jiadian/24537586132153x.shtml', 'look': '9成新', 'cates': ['北京58同城', '北京二手市场', '北京二手家电', '北京二手电视机', '北京二手其他'], 'title': '【图】电视冰箱洗衣机热水器空调油烟机灶具等家具最低价出售 - 大兴二手家电 - 北京58同城', 'area': ['大兴']}
{'pub_date': '2016.01.12', 'time': 0, '_id': ObjectId('5698f550a98063dbe5e91cd7'), 'price': 100, 'url': 'http://bj.58.com/diannao/22637939488521x.shtml', 'look': '9成新', 'cates': ['北京58同城', '北京二手市场', '北京二手台式机/配件', '北京二手硬件', '北京二手显示器'], 'title': '【图】显示器大量到货17 19.21.22.24.27 实体经营 可以发货 - 海淀中关村台式机/配件 - 北京58同城', 'area': ['海淀', '中关村']}
{'pub_date': '2016.01.13', 'time': 1, '_id': ObjectId('5698f550a98063dbe6e91cdd'), 'price': 280, 'url': 'http://bj.58.com/jiadian/24660633436599x.shtml', 'look': '-', 'cates': ['北京58同城', '北京二手市场', '北京二手家电', '北京二手洗衣机', '北京二手全自动洗衣机'], 'title': '【图】本店长年出售新款洗衣机,冰箱,微波炉,热水器,油烟机。 - 丰台方庄二手家电 - 北京58同城', 'area': ['丰台', '方庄']}
{'pub_date': '2016.01.12', 'time': 7, '_id': ObjectId('5698f550a98063dbe7e91ce1'), 'price': 800, 'url': 'http://bj.58.com/diannao/24262579684024x.shtml', 'look': '7成新及以下', 'cates': ['北京58同城', '北京二手市场', '北京二手台式机/配件', '北京二手外设产品', '北京二手其他'], 'title': '【图】出两个投影仪 - 朝阳国贸台式机/配件 - 北京58同城', 'area': ['朝阳', '国贸']}
{'pub_date': '2016.01.14', 'time': 0, '_id': ObjectId('5698f550a98063dbe4e91cd8'), 'price': 70, 'url': 'http://bj.58.com/jiadian/24572499017270x.shtml', 'look': '-', 'cates': ['北京58同城', '北京二手市场', '北京二手家电'], 'title': '【图】低价转让电暖器 - 昌平霍营二手家电 - 北京58同城', 'area': ['昌平', '霍营']}
{'pub_date': '2015.12.22', 'time': 0, '_id': ObjectId('5698f550a98063dbe8e91cde'), 'price': 280, 'url': 'http://bj.58.com/jiadian/24085449329075x.shtml', 'look': '-', 'cates': ['北京58同城', '北京二手市场', '北京二手家电', '北京二手电视机', '北京二手其他'], 'title': '【图】小米（MI）新小米盒子增强版3代 4K高清播放器 **(1GB增强版) - 二手家电 - 北京58同城', 'area': ['不明']}
{'pub_date': '2016.01.02', 'time': 3, '_id': ObjectId('5698f551a98063dbe9e91cc8'), 'price': 200, 'url': 'http://bj.58.com/jiadian/24537559754692x.shtml', 'look': '9成新', 'cates': ['北京58同城', '北京二手市场', '北京二手家电', '北京二手电视机', '北京二手其他'], 'title': '【图】二手家电特价电视洗衣机冰箱空调油烟机热水器等家具 - 朝阳二手家电 - 北京58同城', 'area': ['朝阳']}
{'pub_date': '2016.01.12', 'time': 0, '_id': ObjectId('5698f551a98063dbe5e91cd8'), 'price': 400, 'url': 'http://bj.58.com/diannao/24653209958337x.shtml', 'look': '9成新', 'cates': ['北京58同城', '北京二手市场', '北京二手台式机/配件', '北京二手硬件', '北京二手主板'], 'title': '【图】出个人家里的九成新盈通P43主板E8400加4G内存一个1G独显,打游戏看高清毫无压力 - 昌平回龙观台式机/配件 - 北京58同城', 'area': ['昌平', '回龙观']}
{'pub_date': '2016.01.02', 'time': 3, '_id': ObjectId('5698f551a98063dbe6e91cde'), 'price': 580, 'url': 'http://bj.58.com/shouji/24423762705844x.shtml', 'look': '-', 'cates': ['北京58同城', '北京二手市场', '北京二手手机'], 'title': '【图】\n 魅蓝note急钱便宜卖了 - 北京二手手机 - 北京58同城', 'area': ['北京周边', '永清']}
{'pub_date': '2016.01.12', 'time': 2, '_id': ObjectId('5698f551a98063dbe7e91ce2'), 'price': 200, 'url': 'http://bj.58.com/diannao/24640469477683x.shtml', 'look': '-', 'cates': ['北京58同城', '北京二手市场', '北京二手台式机/配件', '北京二手外设产品', '北京二手移动硬盘'], 'title': '【图】750G移动硬盘 - 海淀四季青台式机/配件 - 北京58同城', 'area': ['海淀', '四季青']}
</pre>
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<div class="prompt input_prompt">In [18]:</div>
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<div class=" highlight hl-ipython3"><pre><span class="n">pipeline</span> <span class="o">=</span> <span class="p">[</span>
<span class="p">{</span><span class="s">'$match'</span><span class="p">:{</span><span class="s">'$and'</span><span class="p">:[{</span><span class="s">'pub_date'</span><span class="p">:{</span><span class="s">'$in'</span><span class="p">:[</span><span class="s">'2015.12.25'</span><span class="p">,</span><span class="s">'2015.12.27'</span><span class="p">]}},{</span><span class="s">'time'</span><span class="p">:</span><span class="mi">1</span><span class="p">}]}},</span>
<span class="p">{</span><span class="s">'$group'</span><span class="p">:{</span><span class="s">'_id'</span><span class="p">:{</span><span class="s">'$slice'</span><span class="p">:[</span><span class="s">'$area'</span><span class="p">,</span><span class="mi">1</span><span class="p">]},</span><span class="s">'counts'</span><span class="p">:{</span><span class="s">'$sum'</span><span class="p">:</span><span class="mi">1</span><span class="p">}}},</span>
<span class="p">{</span><span class="s">'$sort'</span> <span class="p">:{</span><span class="s">'counts'</span><span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">}},</span>
<span class="p">]</span>
<span class="c"># {'pub_date':'2015.12.24'}</span>
</pre></div>
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<div class="prompt input_prompt">In [19]:</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">aggregate</span><span class="p">(</span><span class="n">pipeline</span><span class="p">):</span>
<span class="nb">print</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
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<pre>{'_id': ['朝阳'], 'counts': 60}
{'_id': ['不明'], 'counts': 59}
{'_id': ['海淀'], 'counts': 38}
{'_id': ['丰台'], 'counts': 26}
{'_id': ['昌平'], 'counts': 18}
{'_id': ['通州'], 'counts': 13}
{'_id': ['大兴'], 'counts': 13}
{'_id': ['房山'], 'counts': 9}
{'_id': ['西城'], 'counts': 7}
{'_id': ['东城'], 'counts': 6}
{'_id': ['宣武'], 'counts': 6}
{'_id': ['顺义'], 'counts': 6}
{'_id': ['北京周边'], 'counts': 4}
{'_id': ['崇文'], 'counts': 3}
{'_id': ['怀柔'], 'counts': 3}
{'_id': ['石景山'], 'counts': 2}
{'_id': ['燕郊'], 'counts': 1}
{'_id': ['平谷'], 'counts': 1}
</pre>
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<div class="prompt input_prompt">In [20]:</div>
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<div class=" highlight hl-ipython3"><pre><span class="k">def</span> <span class="nf">data_gen</span><span class="p">(</span><span class="n">date</span><span class="p">,</span><span class="n">time</span><span class="p">):</span>
<span class="n">pipeline</span> <span class="o">=</span> <span class="p">[</span>
<span class="p">{</span><span class="s">'$match'</span><span class="p">:{</span><span class="s">'$and'</span><span class="p">:[{</span><span class="s">'pub_date'</span><span class="p">:{</span><span class="s">'$in'</span><span class="p">:</span><span class="n">date</span><span class="p">}},{</span><span class="s">'time'</span><span class="p">:</span><span class="n">time</span><span class="p">}]}},</span>
<span class="p">{</span><span class="s">'$group'</span><span class="p">:{</span><span class="s">'_id'</span><span class="p">:{</span><span class="s">'$slice'</span><span class="p">:[</span><span class="s">'$area'</span><span class="p">,</span><span class="mi">1</span><span class="p">]},</span><span class="s">'counts'</span><span class="p">:{</span><span class="s">'$sum'</span><span class="p">:</span><span class="mi">1</span><span class="p">}}},</span>
<span class="p">{</span><span class="s">'$sort'</span> <span class="p">:{</span><span class="s">'counts'</span><span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">}},</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">aggregate</span><span class="p">(</span><span class="n">pipeline</span><span class="p">):</span>
<span class="k">yield</span> <span class="p">[</span><span class="n">i</span><span class="p">[</span><span class="s">'_id'</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span><span class="n">i</span><span class="p">[</span><span class="s">'counts'</span><span class="p">]]</span>
</pre></div>
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<div class="prompt input_prompt">In [21]:</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">data_gen</span><span class="p">([</span><span class="s">'2015.12.25'</span><span class="p">,</span><span class="s">'2015.12.27'</span><span class="p">],</span><span class="mi">1</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>
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<pre>['朝阳', 60]
['不明', 59]
['海淀', 38]
['丰台', 26]
['昌平', 18]
['通州', 13]
['大兴', 13]
['房山', 9]
['西城', 7]
['东城', 6]
['宣武', 6]
['顺义', 6]
['北京周边', 4]
['崇文', 3]
['怀柔', 3]
['石景山', 2]
['燕郊', 1]
['平谷', 1]
</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In [23]:</div>
<div class="inner_cell">
<div class="input_area">
<div class=" highlight hl-ipython3"><pre><span class="n">options</span> <span class="o">=</span> <span class="p">{</span>
<span class="s">'chart'</span> <span class="p">:</span> <span class="p">{</span><span class="s">'zoomType'</span><span class="p">:</span><span class="s">'xy'</span><span class="p">},</span>
<span class="s">'title'</span> <span class="p">:</span> <span class="p">{</span><span class="s">'text'</span><span class="p">:</span> <span class="s">'饼图'</span><span class="p">},</span>
<span class="s">'subtitle'</span><span class="p">:</span> <span class="p">{</span><span class="s">'text'</span><span class="p">:</span> <span class="s">'城区交易量分布'</span><span class="p">},</span>
<span class="p">}</span>
<span class="n">series</span> <span class="o">=</span> <span class="p">[{</span>
<span class="s">'type'</span><span class="p">:</span> <span class="s">'pie'</span><span class="p">,</span>
<span class="s">'name'</span><span class="p">:</span> <span class="s">'pie charts'</span><span class="p">,</span>
<span class="s">'data'</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">data_gen</span><span class="p">([</span><span class="s">'2015.12.25'</span><span class="p">,</span><span class="s">'2015.12.27'</span><span class="p">],</span><span class="mi">1</span><span class="p">)]</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">options</span><span class="o">=</span><span class="n">options</span><span class="p">,</span><span class="n">show</span><span class="o">=</span><span class="s">'inline'</span><span class="p">)</span>
</pre></div>
</div>
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</div>
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