【祝・GPT-4 が ChatGPT plus に登場記念!】アクセス解析コンサルタントが、GPT-4にCSVデータを渡して、データ解析結果のコメントを書いてもらう方法

GPT-4

今回は、GA4丸投げ新時代シリーズ第1弾です。

GPT-4は直接ExcelやCSVファイルをインポートする機能は持っていませんが、以下のような方法でデータをGPT-4に入力し、解釈や分析を依頼することができます。

この目的だけに使うためだけのPythonの習得なら超絶簡単なので、and,aに気軽に聞いてくださいね。無料でお教えします。ニーズが多ければ、Discordにコーナーを作ります。ちなみに、Python本格習得だと最短で5か月(1日4時間、毎日勉強)から1年です。

確かに、GPT-4は直接ExcelやCSVファイルをインポートする機能は持っていませんが、以下のような方法でデータをGPT-4に入力し、解釈や分析を依頼することができます。

  1. データの概要をテキスト形式で入力: ExcelやCSVファイルのデータを概要として抽出し、テキスト形式で入力してください。例えば、「直近1ヶ月間の訪問者数は10,000人で、前月比で5%増加しました。コンバージョン率は2%で、前月比で0.5ポイント減少しました」といった形で、データを簡潔にまとめて入力することができます。
  2. 数値データをテキスト形式で列挙: 必要な数値データをテキスト形式で列挙し、それを入力してください。例えば、「週ごとの訪問者数: 週1: 2000人, 週2: 2200人, 週3: 2300人, 週4: 2100人」といった形で、データをGPT-4に提供することができます。
  3. データ処理ツールを活用: Pythonなどのプログラミング言語を使って、ExcelやCSVファイルのデータを処理し、テキスト形式に変換することができます。この方法では、データを自動的にGPT-4に渡すことが可能です。たとえば、pandasというPythonライブラリを使って、CSVファイルからデータを読み込み、適切な形式でGPT-4に渡すことができます。

これらの方法を活用して、GPT-4にデータを提供し、解釈や分析を依頼することができます。

ただし、個人情報や機密情報が含まれるデータの場合は、取り扱いに注意してください。

データ処理ツールを活用: Pythonなどのプログラミング言語を使って、ExcelやCSVファイルのデータを処理し、テキスト形式に変換することができます。この方法では、データを自動的にGPT-4に渡すことが可能です。たとえば、pandasというPythonライブラリを使って、CSVファイルからデータを読み込み、適切な形式でGPT-4に渡すことができます。

初心者がPythonとpandasライブラリを使ってCSVデータを読み込み、テキスト形式でGPT-4に渡す方法を説明します。以下に、手順を示します。

Pythonのインストール: まず、Pythonがインストールされていることを確認してください。もしインストールされていなければ、公式サイト(https://www.python.org/downloads/)からインストールしてください。

pandasライブラリのインストール: pandasライブラリがインストールされていることを確認してください。インストールされていなければ、コマンドプロンプト(Windows)またはターミナル(Mac、Linux)で以下のコマンドを実行してインストールしてください。pathも通してくださいね。

pip install pandas

CSVファイルの準備: 解析したいCSVファイルを用意してください。例として、以下のようなデータ構造を持つCSVファイル(sample_data.csv)を想定します。

Date,Visitors,Conversions
2023-01-01,1000,50
2023-01-02,1050,60
2023-01-03,1100,55

Pythonスクリプトの作成: Pythonスクリプトを作成し、CSVファイルを読み込んで適切なテキスト形式に変換するコードを記述します。以下のコードを参考にしてください。この例では、CSVファイルからデータを読み込み、日付ごとの訪問者数とコンバージョン数をテキスト形式で出力します。

import pandas as pd

# CSVファイルを読み込む
data = pd.read_csv("sample_data.csv")

# 日付ごとの訪問者数とコンバージョン数をテキスト形式で出力する
text_data = ""
for index, row in data.iterrows():
    text_data += f"日付: {row['Date']}, 訪問者数: {row['Visitors']}, コンバージョン数: {row['Conversions']}。\n"

print(text_data)

GPT-4にテキストデータを渡す: 上記スクリプトで生成されたテキストデータ(text_data)を、GPT-4に渡して解析や解釈を依頼します。具体的なGPT-4のAPI呼び出し方法は、使用しているプラットフォームやライブラリによって異なりますが、以下はOpenAIのPythonライブラリを使用した例です。

まず、OpenAIのPythonライブラリをインストールします。

pip install openai

依頼するコードを記述します。この例では、先ほどのスクリプトにGPT-4へのAPI呼び出しを追加しています。

import openai
import pandas as pd

# OpenAIのAPIキーを設定
openai.api_key = "your_api_key_here"

# CSVファイルを読み込む
data = pd.read_csv("sample_data.csv")

# 日付ごとの訪問者数とコンバージョン数をテキスト形式で出力する
text_data = ""
for index, row in data.iterrows():
    text_data += f"日付: {row['Date']}, 訪問者数: {row['Visitors']}, コンバージョン数: {row['Conversions']}。\n"

# GPT-4に質問や解析依頼を行う
prompt = f"{text_data}このデータから、訪問者数とコンバージョン数の関係や傾向を教えてください。"
response = openai.Completion.create(
    engine="text-davinci-002",
    prompt=prompt,
    max_tokens=100,
    n=1,
    stop=None,
    temperature=0.5,
)

# GPT-4の回答を出力
print(response.choices[0].text.strip())

このスクリプトは、CSVファイルのデータを読み込み、GPT-4に質問や解析依頼を行い、GPT-4の回答を出力します。your_api_key_hereの部分を、実際のAPIキーに置き換えてください。

この方法で、CSVデータをGPT-4に渡して解析や解釈を依頼することができます。初心者にとっては、Pythonやpandasを使うことに慣れるまで時間がかかるかもしれませんが、これらのツールを使いこなせるようになると、データ処理や解析が効率的になります。

私は既に、ChatGPT plusの月額有料会員です。上記の方法を行いたい場合、追加料金は必要ですか?また、その料金はどこに掲載されていますか?

ChatGPT Plusの月額会員であれば、一定のAPI使用量が含まれています。しかし、APIの使用量に制限があり、その制限を超えると追加料金が発生する可能性があります。料金プランの詳細とAPI使用量に関する情報は、OpenAIの公式ウェブサイトに掲載されています。

OpenAIの料金プラン: https://openai.com/pricing

OpenAI APIのドキュメント: https://beta.openai.com/docs/

APIの使用料金や使用制限に関する詳細は、OpenAIの料金プランページやAPIドキュメントに記載されています。各プランによって、APIの使用量やリクエスト制限が異なりますので、ご自身のプランに応じた使用量や制限を確認し、それに従ってAPIを利用してください。また、API使用量に関する情報は、OpenAIのダッシュボードからも確認できます。APIを使用する際には、これらの制限を意識して利用してください。

ChatGPTのAPIをPythonから使う方法を分かりやすく解説している動画もあります!
Pythonプログラミング VTuber サプー  さん
の動画です。

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ランキング(週間)

  1. 1

    GA4 「ページ ロケーション」と「ページ パス と スクリーン クラス」何が違う?ドメインの有無以外にもパラメータの扱いに違いあり

  2. 2

    GA4の探索で「ページ別訪問数」を見ることは可能か?

  3. 3

    【祝・GPT-4 が ChatGPT plus に登場記念!】アクセス解析コンサルタントが、GPT-4にCSVデータを渡して、データ解析結果のコメントを書いてもらう方法

  4. 4

    GA4の指標「総ユーザー数」VS「アクティブ ユーザー数」

  5. 5

    GA4のレポート画面の数値データは、イベント発生時から何時間後に確定するのか?

  6. 6

    GA4 拡張計測機能の新顔「フォームの操作」 form_start, form_submit

  7. 7

    GA4 クロスドメイン設定では、リンク先に「_gl」パラメータが付く。勝手なパラメータを付けるとエラーになるページは要注意

  8. 8

    GA4 レポート用識別子、user_id の活用

  9. 9

    GA4で設定したイベントの消し方(削除の仕方)

  10. 10

    Ads Data Hub(ADH) とはどんなものですか?GA4との関連は?

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