Python NLTK库中包含着大量的语料库,但是大部分都是英文,不过有一个Sinica(中央研究院)提供的繁体中文语料库,值得我们注意。

在使用这个语料库之前,我们首先要检查一下是否已经安装了这个语料库。

>>>import nltk
>>>nltk.download()

自然语言处理——NLTK中文语料库语料库-LMLPHP检查箭头所指的sinica_treebank是否安装,如果未安装,则首先要进行安装。

安装完毕后就可以使用了

import nltk
from nltk.corpus import sinica_treebank print(sinica_treebank.words())

结果:['一', '友情', '嘉珍', '和', '我', '住在', '同一條', '巷子', '我們', ...]

(1)来看一下NLTK中文语法树。

>>>sinica_treebank.parsed_sents()[33].draw()

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" alt="" width="400" height="331" /> Python 万岁!!!

(2)搜索中文文本

import nltk
from nltk.corpus import sinica_treebank sinica_text=nltk.Text(sinica_treebank.words())
print(sinica_text.concordance('我'))

结果:

我 住在 同一條 巷子 我們 是 鄰居 也 是 同班 同學 我們 常常 一起 上
居 也 是 同班 同學 我們 常常 一起 上學 一起 回家 有一天 上學 時 我 到 她 家 等候 按 了 門鈴 卻 沒有 任何 動靜 正當 我 想 離開 時
天 上學 時 我 到 她 家 等候 按 了 門鈴 卻 沒有 任何 動靜 正當 我 想 離開 時 門 內 突然 傳來 急促 的 腳步聲 嘉珍 打開 了 門 大聲
 突然 傳來 急促 的 腳步聲 嘉珍 打開 了 門 大聲 的 叫 著 快 點 我 媽媽 暈倒 了 嘉珍 抓起 我 的 手 急忙 往 屋 裡 跑 進入 房間 看
嘉珍 打開 了 門 大聲 的 叫 著 快 點 我 媽媽 暈倒 了 嘉珍 抓起 我 的 手 急忙 往 屋 裡 跑 進入 房間 看到 她 的 媽媽 趴 在 地 上
 她 的 媽媽 趴 在 地 上 臉色 蒼白 得 像 紙 一樣 這種 情景 把 我 嚇壞 了 怎麼辦 嘉珍 不停 的 哭泣 聲音 有些 顫抖 我 的 腦海 中
這種 情景 把 我 嚇壞 了 怎麼辦 嘉珍 不停 的 哭泣 聲音 有些 顫抖 我 的 腦海 中 頓時 一片 空白 不 曉得 怎麼辦 才 好 過 了 一會兒 我
我 的 腦海 中 頓時 一片 空白 不 曉得 怎麼辦 才 好 過 了 一會兒 我 才 問 她 你 爸爸 呢 他 出差 了 嘉珍 擦 著 眼淚 我 握住 她 的
 了 一會兒 我 才 問 她 你 爸爸 呢 他 出差 了 嘉珍 擦 著 眼淚 我 握住 她 的 雙手 她 的 手 又 冰 又 冷 這時 有個 念頭 突然 閃過
握住 她 的 雙手 她 的 手 又 冰 又 冷 這時 有個 念頭 突然 閃過 我 的 眼前 我 幫 她 撥 了 一一九 請 救護車 來 而且 拍拍 她 的 背
雙手 她 的 手 又 冰 又 冷 這時 有個 念頭 突然 閃過 我 的 眼前 我 幫 她 撥 了 一一九 請 救護車 來 而且 拍拍 她 的 背 安慰 她 不
撥 了 一一九 請 救護車 來 而且 拍拍 她 的 背 安慰 她 不要 著急 我 會 陪 你 的 不久 救護車 停 在 她 家 門口 醫護 人員 很 快 的
 醫護 人員 很 快 的 將 她 的 媽媽 抬上 救護車 嘉珍 上車 前 對 我 說 謝謝 你 的 幫忙 我 握 著 她 的 手 說 不用 謝 我 因為 我們
 她 的 媽媽 抬上 救護車 嘉珍 上車 前 對 我 說 謝謝 你 的 幫忙 我 握 著 她 的 手 說 不用 謝 我 因為 我們 是 好朋友 二 無私 的
車 前 對 我 說 謝謝 你 的 幫忙 我 握 著 她 的 手 說 不用 謝 我 因為 我們 是 好朋友 二 無私 的 愛 愛 像 火紅 的 太陽 散發 光
正 為了 缺乏 旅費 而 發愁 的 時候 員外 來 找 他 並且 對 他 說 我 看 你 悶悶不樂 是不是 進京 趕考 的 旅費 不 夠 這裡 有 一些 銀子
物 和 銀子 向 員外 道謝 時 員外 握 著 他 的 手 說 你 不用 還 我 了 我 只是 盡 一份 心力 而已 以後 有 機會 希望 你 也 能夠 幫助
銀子 向 員外 道謝 時 員外 握 著 他 的 手 說 你 不用 還 我 了 我 只是 盡 一份 心力 而已 以後 有 機會 希望 你 也 能夠 幫助 別人
身 趕考 吧 書生 用 顫抖 的 手 接過 銀子 含 著 眼淚 說 謝謝 您 我 不 知道 要 怎麼 來 報答 您 江 巡撫 說 你 不必 謝 我 也 不必
 謝謝 您 我 不 知道 要 怎麼 來 報答 您 江 巡撫 說 你 不必 謝 我 也 不必 回報 我 四 快樂 的 閱讀課 上 國語課 的 時候 老師 叫 我
知道 要 怎麼 來 報答 您 江 巡撫 說 你 不必 謝 我 也 不必 回報 我 四 快樂 的 閱讀課 上 國語課 的 時候 老師 叫 我們 這一組 做 讀書
 閱讀課 上 國語課 的 時候 老師 叫 我們 這一組 做 讀書 心得 報告 我 第一個 站起來 發言 我們 閱讀 的 好 書 是 小 王子 這 是 法國人
 小 王子 告訴 他 在 星球 旅行 的 經過 兩 人 成為 知心 的 朋友 我 說完 之後 組長 站起來 補充 說 小 王子 是 一個 可愛 的 人 他 在
星 上 每天 照顧 會 說話 的 玫瑰花 、 清理 火山灰 而且 欣賞 落日 我 喜歡 這種 自由自在 的 生活 明珠 說 這本 書 最 精采 的 部分 遇到
 的 商人 等 小 王子 不 喜歡 自大 的 人 也 不 喜歡 虛偽 的 人 我 覺得 小 王子 很 正直 最後 阿平 說 這本 書 中 有 許多 值得 思考

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