Created
September 17, 2018 23:18
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Colaboratory+BigQuery最初の一歩
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{ | |
"nbformat": 4, | |
"nbformat_minor": 0, | |
"metadata": { | |
"colab": { | |
"name": "Colaboratory+BigQuery最初の一歩", | |
"version": "0.3.2", | |
"provenance": [], | |
"include_colab_link": true | |
} | |
}, | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "view-in-github", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"[View in Colaboratory](https://colab.research.google.com/gist/actindi/18bd80f552e97d395bf2fec2062797ab/colaboratory-bigquery.ipynb)" | |
] | |
}, | |
{ | |
"metadata": { | |
"id": "MASP_bRviaHu", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"cell_type": "code", | |
"source": [ | |
"# Google アカウントの認証を通します。\n", | |
"# このセルを実行するとURLが表示されます。そのURLにアクセスすると認証コードが発行されます。\n", | |
"# 表示されている入力フィールドに認証コードを入力すると、認証完了です。\n", | |
"from google.colab import auth\n", | |
"auth.authenticate_user()" | |
], | |
"execution_count": 0, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"id": "XoU9YFRmirlC", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 80 | |
}, | |
"outputId": "020e0667-26c7-4620-f651-27c304eca64b" | |
}, | |
"cell_type": "code", | |
"source": [ | |
"# マジックコマンド`%%bigquery`を利用してBigQueryのクエリを実行します。\n", | |
"# 引数にはプロジェクトIDと結果を格納する変数名を指定します。\n", | |
"\n", | |
"%%bigquery --project your_project_id df\n", | |
"SELECT \n", | |
" COUNT(*) as total_rows\n", | |
"FROM `bigquery-public-data.samples.gsod`" | |
], | |
"execution_count": 0, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>total_rows</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>114420316</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" total_rows\n", | |
"0 114420316" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 4 | |
} | |
] | |
}, | |
{ | |
"metadata": { | |
"id": "T4iG2xZ8qeL6", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 80 | |
}, | |
"outputId": "5d06c7f6-b169-4a1a-fbb6-a1835db1d0af" | |
}, | |
"cell_type": "code", | |
"source": [ | |
"# 結果を格納している変数 df の中身と型を見てみます。ちゃんと格納されていますね。\n", | |
"df" | |
], | |
"execution_count": 0, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>total_rows</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>114420316</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" total_rows\n", | |
"0 114420316" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 5 | |
} | |
] | |
}, | |
{ | |
"metadata": { | |
"id": "Oe890I6Aqf_L", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 34 | |
}, | |
"outputId": "6013082a-1d93-455f-b206-be7e4f5e1641" | |
}, | |
"cell_type": "code", | |
"source": [ | |
"# 変数の型を調べてみると pandasのDataFrameです。結果を後で加工しやすいですね。\n", | |
"print(type(df))" | |
], | |
"execution_count": 0, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": [ | |
"<class 'pandas.core.frame.DataFrame'>\n" | |
], | |
"name": "stdout" | |
} | |
] | |
} | |
] | |
} |
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