If you can’t measure it, you can’t manage it. – 彼得.杜拉克.
如果你無法衡量,就無法管理;如果你無法管理,就無法進步。因此做數據分析的第一步是要了解資料與蒐集資料了,此篇文章將會帶你們了解結構化資料、半結構化資料與非結構化資料。
快速導覽 |
一、結構化資料 Sturctured Data |
二、半結構化資料 Semi-Structured Data |
三、非結構化資料 Unstructured Data |
四、結語 |
一. 結構化資料 Sturctured Data
假設有一間飲料店,點餐POS機已經與後台的資料庫做連線,而資料庫已經預先定義了每一筆資料要有訂單編號、品項、單價、購買數量與總金額的欄位,接著一筆一筆的訂單就會進到資料庫了,如下面這張表。
所以簡單來說,結構化資料就是如下圖已經整理好的資料表格,隨時可以拿來做數據分析。結構化資料是指儲存在關聯式資料庫(MySQL, Oracle等…)的資料,需要先定義欄位,才能夠儲存資料。
有一些人也會使用Excel 表格來蒐集資料,並事先定義每一個欄位能夠輸入什麼資料,這樣也屬於結構化資料。
結構化資料的優點是查詢資料快速,使用的存儲空間少;缺點是拓展新的欄位比較麻煩,在資料交換上的規定也比較嚴格。
我們可以一句話來定義結構化資料,先有結構,再有資料。
訂單編號 | 品項 | 單價 | 購買數量 | 總金額 |
A001 | 紅茶 | 30 | 5 | 150 |
A001 | 綠茶 | 30 | 2 | 60 |
A001 | 奶茶 | 60 | 3 | 180 |
A002 | 紅茶 | 30 | 1 | 30 |
A002 | 綠茶 | 30 | 3 | 90 |
A002 | 奶茶 | 60 | 2 | 120 |
A003 | 紅茶 | 30 | 4 | 120 |
二. 半結構化資料 Semi-Structured Data
半結構化資料如CSV、JSON與XML,皆便於資料交換,其特性同時具備欄位概念與欄位可拓展性,因此半結構化資料除了可以透過欄位來查詢到資料外,還能根據使用者的需求來增減欄位。
台灣的政府資料開放平台就經常提供CSV、JSON與XML的資料。從以上的範例拿出兩列來舉例,假設要在第一筆訂單加入糖度欄位,第二筆訂單加入冰塊的欄位,使用半結構化資料就相當的方便,不需要在兩筆都補上糖度與冰塊的欄位,如以下XML與JSON的範例。
我們可以一句話來定義結構化資料,先有資料,再有結構。
XML範例
<?xml version="1.0" encoding="UTF-8"?> <root> <row> <order>A001</order> <item>紅茶</item> <sugar_level>25%</sugar_level> <!-- 只增加糖度欄位 --> <unit_price>30</unit_price> <quantity>5</quantity> <total_amount>150</total_amount> </row> <row> <order>A002</order> <item>綠茶</item> <ice_level>25%</ice_level> <!-- 只增加冰塊欄位 --> <unit_price>30</unit_price> <quantity>3</quantity> <total_amount>90</total_amount> </row> </root>
JSON範例
{
"table": {
"row": [
{
"order": "A001",
"item": "紅茶",
"sugar_level": "25%", <-- 只增加糖度欄位
"unit_price": "30",
"quantity": "5",
"total_amount": "150"
},
{
"order": "A002",
"item": "綠茶",
"ice_level": "25%", <-- 只增加冰塊欄位
"unit_price": "30",
"quantity": "3",
"total_amount": "90"
}
]
}
}
三. 非結構化資料 Unstructured Data
非結構化資料指的是未經整理過的資料,也就是資料的本質。常見的文字、圖片、音樂、影片、PDF、網頁等…,都屬於非結構化資料。
要有結構化資料才能做數據分析,最近很夯的網頁爬蟲程式就是將網頁上的非結構化資料爬取下來,並整理成結構化資料,以進行後續的數據分析應用。如以下範例,從批踢踢上將發文日期、作者、主題與回復人數爬取下來,並整理成結構化資料。
四. 結語
從以上的介紹大家可以了解到非結構化資料就是資料的本質,再根據需求從非結構化資料擷取出結構化資料,以進行後續的數據分析應用,而半結構化資料大多是用於資料交換。
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