GA4 page_referrer データ可視化 by ChatGPT × Python (ChatGPT APIは使用せず)

プログラミング言語

この記事のねらい

GA4 page_view イベントのパラメータ、 page_referrer のデータを探索からCSVダウンロードして、ChatGPT に Pythonのコードを書いてもらって、視覚化したいと思います。

なお今回は、ChatGPT に Pythonのコードを書いてもらうだけで、ChatGPT APIは使用しておりません。また、BigQueryは使用せず、GA4の探索からCSVダウンロードした、page_referrerとpage_locationのデータを使用する想定です

既にご存じの方も多いと思いますが、ChatGPTは自然言語で「こういうコードを作りたい」と話しかけると、様々なプログラミング言語をたいてい数十秒で書いてくれます。

今回はPythonです。また、もしも実環境にてコードを実行してエラーが出たら、エラーを貼り付けることで、修正箇所の指摘を行ってくるだけでなく、全体を一から書き直すこともやってくれます。今回は、ChatGPT PLUS(月額約20ドル)を使用しました。

なお、GA4とPythonについてのご質問は、弊社GA4 無料コミュニティ(リンク⇒)までお願いいたします。Discordなので、ハンドルネームで気軽にご参加ください。

ステップ1: シンプルなサンプルデータ

まずは、シンプルなサンプルデータとして、以下のようなテーブルデータをCSVで用意しました。

1列目は、今回の主役、page_referrerひとつ前に見たURL(の一部であるパス)です。
2列目は、現在見ているページのパスです。
3列目は、1列目から2列目へと進んだ閲覧数です。

今回は、Pythonのプログラミングをすることが目的なので、下記のサンプルデータで、まずは実行させていただきます。

Previous_URLCurrent_URLTransition_Count
/aaa.html/ccc.html524
/aaa.html/ddd.html34
/aaa.html/eee.html685
/bbb.html/aaa.html686
/bbb.html/ccc.html167
/bbb.html/ddd.html896
/bbb.html/eee.html241
/ccc.html/aaa.html660
/ccc.html/bbb.html379
/ccc.html/ddd.html589
/ccc.html/eee.html279
/ddd.html/aaa.html104
/ddd.html/bbb.html718
/ddd.html/ccc.html665
/ddd.html/eee.html78
/eee.html/aaa.html841
/eee.html/bbb.html835
/eee.html/ccc.html370
/eee.html/ddd.html263
サンプルデータ

上記のデータ貼り付けて、ChatGPT PLUS に以下の質問をしてみました。

なお、ChatGPTに質問する時は、実データではなく、サンプルデータを作成して質問することをオススメします。

GA4からダウンロードできる、以下のCSVデータを使って、ウェブサイト内のユーザーの動きを可視化したい。

# CSVデータの与件
- GA4からダウンロードできる
- カラム1: ユーザーが一つ前に見たページのURL
- カラム2: ユーザーが現在見ているページのURL
- カラム3: カラム1のURLからカラム2のURLに遷移した遷移数

# プログラムの与件
- Pythonを使用して処理する
- ユーザーの動きを可視化する
- 処理前のデータは c:\PythonSampleFiles\Download_from_GA4.csv
- 処理後のデータは c:\PythonSampleFiles\Visualized_by_Python.csv
- テーブルの列名はPrevious_URL, Current_URL, Transition_Count

上記の与件で、ChatGPTにコードを書いてもらいました。簡潔なコメント文も入れてくれます。

import pandas as pd
import networkx as nx
import matplotlib.pyplot as plt

# CSVファイルを読み込む
data = pd.read_csv('c:\\PythonSampleFiles\\Download_from_GA4.csv')

# 列名を変更する
data = data.rename(columns={'Previous_URL': 'Previous URL', 'Current_URL': 'Current URL', 'Transition_Count': 'Weight'})

# ページ間の遷移数を集計する
transitions = data.groupby(['Previous URL', 'Current URL']).size().reset_index(name='Weight')

# ページをノードとしたグラフを作成する
G = nx.DiGraph()
for i, row in transitions.iterrows():
    G.add_edge(row['Previous URL'], row['Current URL'], weight=row['Weight'])

# ノードのサイズを設定する
sizes = {node: transitions['Weight'][transitions['Previous URL'] == node].sum() for node in G.nodes()}
sizes = [sizes[node] * 10 for node in G.nodes()]

# グラフを可視化する
pos = nx.spring_layout(G)
nx.draw(G, pos, node_size=sizes, with_labels=True, edge_color='gray', arrows=True, arrowstyle='->', width=1, font_size=10)

# グラフを保存する
plt.savefig('c:\\PythonSampleFiles\\Visualized_by_Python.png')

このコードでは、まずCSVファイルを読み込んで、前のページと現在のページのペアごとに遷移数を集計しています。次に、ページをノードとした有向グラフを作成し、ノードのサイズを遷移数の合計に応じて調整しています。最後に、matplotlibとnetworkxを使用してグラフを描画し、可視化した結果をPNGファイルとして保存しています。

なお、このコードを実行するには、matplotlibnetworkxというライブラリをインストールする必要があります。以下のコマンドを使用してインストールしてください。

pip install matplotlib networkx

読者の皆様が実際にお試しになる場合は、コード内の下記の部分を書き換えてください。

# CSVファイルを読み込む
data = pd.read_csv('c:\\PythonSampleFiles\\Download_from_GA4.csv')
# グラフを保存する
plt.savefig('c:\\PythonSampleFiles\\Visualized_by_Python.png')

実際に図を描いて見ると、下記のような図を描くことができました。しかしこれでは、地味過ぎて、遷移数も分かません。

ChatGPTには、これまでの流れを踏まえて、追加で質問や依頼をすることができます。Slackで人間と会話するような感じです。

以下の仕様の追加をお願いします。

・色分けしてカラフルに見せる
・線で表現されている部分にそれぞれに該当する値の数値を入れる
・該当する値によって、線の太さを変える(実際にやって見ると、線が太過ぎたので、下記コードでは、デフォルトで描画される太さの100分の1になるように調整しています。)

ということで、上記の依頼をして、ChatGPT PLUSにコードを書いてもらいました。

import pandas as pd
import networkx as nx
import matplotlib.pyplot as plt

# CSVファイルを読み込む
data = pd.read_csv('c:\\PythonSampleFiles\\Download_from_GA4.csv')

# 列名を変更する
data = data.rename(columns={'Previous_URL': 'Previous URL', 'Current_URL': 'Current URL', 'Transition_Count': 'Weight'})

# ページ間の遷移数を集計する
transitions = data.groupby(['Previous URL', 'Current URL']).sum('Weight').reset_index()

# ページをノードとしたグラフを作成する
G = nx.DiGraph()
for i, row in transitions.iterrows():
    G.add_edge(row['Previous URL'], row['Current URL'], weight=row['Weight'])

# ノードのサイズを設定する
sizes = {node: data['Weight'][data['Previous URL'] == node].sum() for node in G.nodes()}
sizes = [sizes[node] for node in G.nodes()]

# 色のリストを作成する
edge_colors = [float(w) for w in transitions['Weight']]

# エッジの太さを設定する
edge_widths = [float(w) for w in transitions['Weight']]
edge_widths = [w * 0.01 for w in edge_widths]

# グラフを可視化する
pos = nx.spring_layout(G)
nx.draw(G, pos, node_size=sizes, with_labels=True, edge_color=edge_colors, cmap=plt.cm.Blues, arrows=True, arrowstyle='->', width=edge_widths, font_size=10)

# エッジの重みに応じて数値を表示する
labels = {}
for i, row in transitions.iterrows():
    key = (row['Previous URL'], row['Current URL'])
    labels[key] = str(row['Weight'])

nx.draw_networkx_edge_labels(G, pos, edge_labels=labels, font_size=8)

# カラーバーを追加する
sm = plt.cm.ScalarMappable(cmap=plt.cm.Blues, norm=plt.Normalize(vmin=min(edge_colors), vmax=max(edge_colors)))
sm.set_array([])
cbar = plt.colorbar(sm)
cbar.ax.set_ylabel('Edge weight')

# グラフを保存する
plt.savefig('c:\\PythonSampleFiles\\Visualized_by_Python.png')

生成された図は、こちらです。最初に生成された図より、分かりやすくなりましたね。

今回は、サンプルデータを使った作図でしたので、次回は実データで挑戦したいと思います。

冒頭にも書かせて頂きましたが、GA4とPythonについてのご質問は、弊社GA4 無料コミュニティまでお願いいたします。Discordなので、ハンドルネームで気軽にご参加ください。

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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

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

  4. 4

    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?

  5. 5

    【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

  6. 6

    GA4の指標「総ユーザー数」VS「アクティブ ユーザー数」

  7. 7

    YouTubeの概要欄に貼られたリンクをクリックしてサイトを訪れたユーザーを計測するために

  8. 8

    GA4で異なるドメイン(サブドメイン)の同一ページパスをドメイン付きで表示する

  9. 9

    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

  10. 10

    GA4では、utm_term, utm_content はどうなったのか?

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