diff --git "a/src/assets/App_Market_Scraping.ipynb" "b/src/assets/App_Market_Scraping.ipynb" deleted file mode 100644--- "a/src/assets/App_Market_Scraping.ipynb" +++ /dev/null @@ -1,261 +0,0 @@ -{ - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { - "colab": { - "provenance": [] - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - }, - "language_info": { - "name": "python" - } - }, - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "VS79mliti4oP", - "outputId": "bb46700e-fa52-4716-f8c4-ebe3f2ea2bcc" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Collecting google-play-scraper\n", - " Downloading google_play_scraper-1.2.7-py3-none-any.whl.metadata (50 kB)\n", - "\u001b[?25l \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/50.2 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m50.2/50.2 kB\u001b[0m \u001b[31m3.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[?25hDownloading google_play_scraper-1.2.7-py3-none-any.whl (28 kB)\n", - "Installing collected packages: google-play-scraper\n", - "Successfully installed google-play-scraper-1.2.7\n" - ] - } - ], - "source": [ - "!pip install google-play-scraper" - ] - }, - { - "cell_type": "code", - "source": [ - "# prompt: öffne die datei /content/google_play_apps_web scraping.csv als pandas dataframe\n", - "\n", - "import pandas as pd\n", - "df = pd.read_csv('/content/google_play_apps_web scraping.csv')\n", - "print(df.head())\n" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "EZYnu_u5jPV9", - "outputId": "5f63d0e3-11e6-4b41-d83f-d7e19277a96a" - }, - "execution_count": 2, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - " Title Developer Score \\\n", - "0 Ribence-The Web Scraper Prabin Silwal 0.000000 \n", - "1 Web Alert (Website Monitor) Web Alert 4.220000 \n", - "2 HTTrack Website Copier Xavier Roche 3.480000 \n", - "3 Website Builder for Android Maker of SimDif Website Builder 4.293334 \n", - "4 Milkshake — Website Builder Codelbee 4.532895 \n", - "\n", - " App ID \\\n", - "0 com.rewasoft.final_aab_uplaod \n", - "1 me.webalert \n", - "2 com.httrack.android \n", - "3 com.simple_different.android \n", - "4 milkshake.website.builder \n", - "\n", - " Link \n", - "0 https://play.google.com/store/apps/details?id=... \n", - "1 https://play.google.com/store/apps/details?id=... \n", - "2 https://play.google.com/store/apps/details?id=... \n", - "3 https://play.google.com/store/apps/details?id=... \n", - "4 https://play.google.com/store/apps/details?id=... \n" - ] - } - ] - }, - { - "cell_type": "code", - "source": [ - "from google_play_scraper import app\n", - "\n", - "# Funktion zum Extrahieren der App-ID aus der URL\n", - "def extract_app_id(url):\n", - " return url.split('id=')[-1]\n", - "\n", - "# Liste zum Speichern der App-Informationen\n", - "app_info_list = []\n", - "\n", - "# Loop über die URLs in der CSV-Datei\n", - "for url in df['Link']:\n", - " app_id = extract_app_id(url)\n", - " app_info = app(app_id, lang='en', country='us')\n", - " app_info_list.append(app_info)\n", - "\n", - "# Erstellen eines DataFrames mit den App-Informationen\n", - "app_info_df = pd.DataFrame(app_info_list)" - ], - "metadata": { - "id": "tOy_fOkFjhZW" - }, - "execution_count": 3, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "# Histogramm der App-Bewertungen\n", - "plt.figure(figsize=(10, 6))\n", - "plt.hist(app_info_df['score'], bins=20, color='skyblue', edgecolor='black')\n", - "plt.title('Verteilung der App-Bewertungen')\n", - "plt.xlabel('Bewertung')\n", - "plt.ylabel('Anzahl der Apps')\n", - "plt.show()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 564 - }, - "id": "YZP-wG8VjoZb", - "outputId": "0e04fa3f-7b42-4134-d93d-befeb31f5aee" - }, - "execution_count": 4, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": {} - } - ] - }, - { - "cell_type": "code", - "source": [ - "# prompt: schlage weitere visualisierungen mit den daten in app_info_df vor\n", - "\n", - "import pandas as pd\n", - "from google_play_scraper import app\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "\n", - "# ... (Your existing code) ...\n", - "\n", - "# Histogramm der App-Bewertungen (bereits vorhanden)\n", - "\n", - "\n", - "# Streudiagramm: Preis vs. Anzahl der Bewertungen\n", - "plt.figure(figsize=(10, 6))\n", - "plt.scatter(app_info_df['price'], app_info_df['reviews'], alpha=0.5)\n", - "plt.title('Preis vs. Anzahl der Bewertungen')\n", - "plt.xlabel('Preis')\n", - "plt.ylabel('Anzahl der Bewertungen')\n", - "plt.show()\n", - "\n", - "\n", - "# Boxplot: Verteilung der Bewertungen nach Kategorie (falls vorhanden)\n", - "if 'genre' in app_info_df.columns:\n", - " plt.figure(figsize=(12, 6))\n", - " sns.boxplot(x='genre', y='score', data=app_info_df)\n", - " plt.title('Verteilung der Bewertungen nach Kategorie')\n", - " plt.xticks(rotation=45, ha='right')\n", - " plt.show()\n", - "else:\n", - " print(\"Spalte 'genre' nicht im DataFrame vorhanden. Boxplot kann nicht erstellt werden.\")\n", - "\n", - "\n", - "# Balkendiagramm: Top 10 Kategorien nach Anzahl der Apps\n", - "if 'genre' in app_info_df.columns:\n", - " top_10_genres = app_info_df['genre'].value_counts().nlargest(10)\n", - " plt.figure(figsize=(10, 6))\n", - " top_10_genres.plot(kind='bar', color='lightcoral')\n", - " plt.title('Top 10 Kategorien nach Anzahl der Apps')\n", - " plt.xlabel('Kategorie')\n", - " plt.ylabel('Anzahl der Apps')\n", - " plt.show()\n", - "else:\n", - " print(\"Spalte 'genre' nicht im DataFrame vorhanden. Balkendiagramm kann nicht erstellt werden.\")\n", - "\n", - "\n", - "# Korrelationsheatmap (für numerische Spalten)\n", - "numeric_cols = app_info_df.select_dtypes(include=['number'])\n", - "plt.figure(figsize=(10,8))\n", - "sns.heatmap(numeric_cols.corr(), annot=True, cmap='coolwarm', fmt=\".2f\")\n", - "plt.title('Korrelationsmatrix der numerischen Merkmale')\n", - "plt.show()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - }, - "id": "RM_dBgo4kAIv", - "outputId": "efd4882e-3fde-4b2e-9afc-f72ac6474689" - }, - "execution_count": 5, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" 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\n" 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\n" 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\n" 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