Datensatz_7.0.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bibliotheken"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\Dani\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "# Standard Zeugs\n",
    "import pandas as pd\n",
    "from sklearn.model_selection import train_test_split\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "from IPython.display import display\n",
    "\n",
    "# ML Modelle und Classification\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.impute import SimpleImputer\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.metrics import classification_report, accuracy_score, log_loss, matthews_corrcoef, f1_score, recall_score\n",
    "from sklearn.preprocessing import OneHotEncoder, OrdinalEncoder\n",
    "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay\n",
    "from sklearn.model_selection import cross_val_score\n",
    "import optuna\n",
    "from sklearn.compose import ColumnTransformer\n",
    "from sklearn.pipeline import Pipeline\n",
    "from scipy.stats import zscore\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from scipy.stats import median_abs_deviation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Datensatz laden"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "devices_data = pd.read_csv('devices.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>device_id</th>\n",
       "      <th>density</th>\n",
       "      <th>resolution</th>\n",
       "      <th>os_version</th>\n",
       "      <th>xdpi</th>\n",
       "      <th>ydpi</th>\n",
       "      <th>Unnamed: 6</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6</td>\n",
       "      <td>hdpi</td>\n",
       "      <td>480x800</td>\n",
       "      <td>4.3</td>\n",
       "      <td>217.71428</td>\n",
       "      <td>218.49463</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7</td>\n",
       "      <td>xxxhdpi</td>\n",
       "      <td>800x1205</td>\n",
       "      <td>4.3</td>\n",
       "      <td>195.38461</td>\n",
       "      <td>200.69136</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>11</td>\n",
       "      <td>hdpi</td>\n",
       "      <td>480x800</td>\n",
       "      <td>4.1.2</td>\n",
       "      <td>234.46153</td>\n",
       "      <td>236.27907</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>13</td>\n",
       "      <td>xhdpi</td>\n",
       "      <td>720x1280</td>\n",
       "      <td>4.2.2</td>\n",
       "      <td>304.80000</td>\n",
       "      <td>306.71600</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>14</td>\n",
       "      <td>mdpi</td>\n",
       "      <td>800x1232</td>\n",
       "      <td>4.0.3</td>\n",
       "      <td>149.82489</td>\n",
       "      <td>149.41176</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   device_id  density resolution os_version       xdpi       ydpi  Unnamed: 6\n",
       "0          6     hdpi    480x800        4.3  217.71428  218.49463         NaN\n",
       "1          7  xxxhdpi   800x1205        4.3  195.38461  200.69136         NaN\n",
       "2         11     hdpi    480x800      4.1.2  234.46153  236.27907         NaN\n",
       "3         13    xhdpi   720x1280      4.2.2  304.80000  306.71600         NaN\n",
       "4         14     mdpi   800x1232      4.0.3  149.82489  149.41176         NaN"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "devices_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "users_data = pd.read_csv('users.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>userid</th>\n",
       "      <th>gender</th>\n",
       "      <th>birthyear</th>\n",
       "      <th>touchscreen_experience_level</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1991</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>1991</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>1968</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>1995</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>1991</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      "text/plain": [
       "   userid  gender  birthyear  touchscreen_experience_level\n",
       "0       1       0       1991                             2\n",
       "1       8       0       1991                             2\n",
       "2      22       1       1968                             2\n",
       "3      30       0       1995                             3\n",
       "4      31       0       1991                             1"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "users_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_data = pd.read_csv('rawdata.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
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       "      <th>user_id</th>\n",
       "      <th>doc_type</th>\n",
       "      <th>time</th>\n",
       "      <th>action</th>\n",
       "      <th>phone_orientaton</th>\n",
       "      <th>x_coor</th>\n",
       "      <th>y_coor</th>\n",
       "      <th>pressure</th>\n",
       "      <th>finger_area</th>\n",
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       "  </thead>\n",
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       "      <td>0.0250</td>\n",
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       "      <td>2</td>\n",
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       "      <td>2</td>\n",
       "      <td>134.000000</td>\n",
       "      <td>437.500000</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>0.160784</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>4</th>\n",
       "      <td>6</td>\n",
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       "      <td>2</td>\n",
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       "      <td>2</td>\n",
       "      <td>2</td>\n",
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       "      <td>397.982178</td>\n",
       "      <td>0.0500</td>\n",
       "      <td>0.160784</td>\n",
       "      <td>NaN</td>\n",
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      "text/plain": [
       "   device_id  user_id  doc_type           time  action  phone_orientaton  \\\n",
       "0          6        1         2  1381007484943       0                 2   \n",
       "1          6        1         2  1381007484975       2                 2   \n",
       "2          6        1         2  1381007484992       2                 2   \n",
       "3          6        1         2  1381007485009       2                 2   \n",
       "4          6        1         2  1381007485026       2                 2   \n",
       "\n",
       "       x_coor      y_coor  pressure  finger_area  Unnamed: 10  \n",
       "0   95.000000  539.000000    0.0250     0.113725          NaN  \n",
       "1  106.049583  499.221497    0.0500     0.113725          NaN  \n",
       "2  120.307045  476.560547    0.0375     0.113725          NaN  \n",
       "3  134.000000  437.500000    0.0375     0.160784          NaN  \n",
       "4  133.460419  397.982178    0.0500     0.160784          NaN  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Alle Datensätze wurden kurz betrachtet mit dem Befehl .head(). Dabei ist aufgefallen, dass es bei raw_data und devices_data \"Unnamed\" Columns gibt. Diese werden später entfernt."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "users_data.rename(columns={'userid': 'user_id'}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "merged_data = pd.merge(raw_data, devices_data, on='device_id', how='left')\n",
    "final_data = pd.merge(merged_data, users_data, on='user_id', how='left')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
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       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <td>0.160784</td>\n",
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      "text/plain": [
       "   device_id  user_id  doc_type           time  action  phone_orientaton  \\\n",
       "0          6        1         2  1381007484943       0                 2   \n",
       "1          6        1         2  1381007484975       2                 2   \n",
       "2          6        1         2  1381007484992       2                 2   \n",
       "3          6        1         2  1381007485009       2                 2   \n",
       "4          6        1         2  1381007485026       2                 2   \n",
       "\n",
       "       x_coor      y_coor  pressure  finger_area  Unnamed: 10 density  \\\n",
       "0   95.000000  539.000000    0.0250     0.113725          NaN    hdpi   \n",
       "1  106.049583  499.221497    0.0500     0.113725          NaN    hdpi   \n",
       "2  120.307045  476.560547    0.0375     0.113725          NaN    hdpi   \n",
       "3  134.000000  437.500000    0.0375     0.160784          NaN    hdpi   \n",
       "4  133.460419  397.982178    0.0500     0.160784          NaN    hdpi   \n",
       "\n",
       "  resolution os_version       xdpi       ydpi  Unnamed: 6  gender  birthyear  \\\n",
       "0    480x800        4.3  217.71428  218.49463         NaN       0       1991   \n",
       "1    480x800        4.3  217.71428  218.49463         NaN       0       1991   \n",
       "2    480x800        4.3  217.71428  218.49463         NaN       0       1991   \n",
       "3    480x800        4.3  217.71428  218.49463         NaN       0       1991   \n",
       "4    480x800        4.3  217.71428  218.49463         NaN       0       1991   \n",
       "\n",
       "   touchscreen_experience_level  \n",
       "0                             2  \n",
       "1                             2  \n",
       "2                             2  \n",
       "3                             2  \n",
       "4                             2  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "final_data = final_data.drop(columns=[col for col in final_data.columns if \"Unnamed\" in col]) # Entfernen der \"Unnamed\" Columns."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape des Datensatzes: (231371, 18)\n",
      "Ersten fünf Zeilen:\n",
      "    device_id  user_id  doc_type           time  action  phone_orientaton  \\\n",
      "0          6        1         2  1381007484943       0                 2   \n",
      "1          6        1         2  1381007484975       2                 2   \n",
      "2          6        1         2  1381007484992       2                 2   \n",
      "3          6        1         2  1381007485009       2                 2   \n",
      "4          6        1         2  1381007485026       2                 2   \n",
      "\n",
      "       x_coor      y_coor  pressure  finger_area density resolution  \\\n",
      "0   95.000000  539.000000    0.0250     0.113725    hdpi    480x800   \n",
      "1  106.049583  499.221497    0.0500     0.113725    hdpi    480x800   \n",
      "2  120.307045  476.560547    0.0375     0.113725    hdpi    480x800   \n",
      "3  134.000000  437.500000    0.0375     0.160784    hdpi    480x800   \n",
      "4  133.460419  397.982178    0.0500     0.160784    hdpi    480x800   \n",
      "\n",
      "  os_version       xdpi       ydpi  gender  birthyear  \\\n",
      "0        4.3  217.71428  218.49463       0       1991   \n",
      "1        4.3  217.71428  218.49463       0       1991   \n",
      "2        4.3  217.71428  218.49463       0       1991   \n",
      "3        4.3  217.71428  218.49463       0       1991   \n",
      "4        4.3  217.71428  218.49463       0       1991   \n",
      "\n",
      "   touchscreen_experience_level  \n",
      "0                             2  \n",
      "1                             2  \n",
      "2                             2  \n",
      "3                             2  \n",
      "4                             2  \n",
      "Datentypen:\n",
      " device_id                         int64\n",
      "user_id                           int64\n",
      "doc_type                          int64\n",
      "time                              int64\n",
      "action                            int64\n",
      "phone_orientaton                  int64\n",
      "x_coor                          float64\n",
      "y_coor                          float64\n",
      "pressure                        float64\n",
      "finger_area                     float64\n",
      "density                          object\n",
      "resolution                       object\n",
      "os_version                       object\n",
      "xdpi                            float64\n",
      "ydpi                            float64\n",
      "gender                            int64\n",
      "birthyear                         int64\n",
      "touchscreen_experience_level      int64\n",
      "dtype: object\n",
      "Fehlende Werte:\n",
      " device_id                       0\n",
      "user_id                         0\n",
      "doc_type                        0\n",
      "time                            0\n",
      "action                          0\n",
      "phone_orientaton                0\n",
      "x_coor                          0\n",
      "y_coor                          0\n",
      "pressure                        0\n",
      "finger_area                     0\n",
      "density                         0\n",
      "resolution                      0\n",
      "os_version                      0\n",
      "xdpi                            0\n",
      "ydpi                            0\n",
      "gender                          0\n",
      "birthyear                       0\n",
      "touchscreen_experience_level    0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Überblick über die Daten\n",
    "print(f\"Shape des Datensatzes: {final_data.shape}\")\n",
    "print(\"Ersten fünf Zeilen:\\n\", final_data.head())\n",
    "print(\"Datentypen:\\n\", final_data.dtypes)\n",
    "print(\"Fehlende Werte:\\n\", final_data.isnull().sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Numerische Daten\n",
    "numerical_features = final_data.select_dtypes(include=['float64', 'int64']).columns.tolist()\n",
    "\n",
    "# Kalkulation für die Korrelationsmatrix (siehe unten)\n",
    "correlation_matrix = final_data[numerical_features].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Verteilung der Zielvariable (user_id):\n",
      " user_id\n",
      "22    0.031370\n",
      "47    0.029896\n",
      "76    0.027026\n",
      "39    0.027017\n",
      "38    0.025046\n",
      "        ...   \n",
      "87    0.003125\n",
      "88    0.002956\n",
      "80    0.002304\n",
      "95    0.002092\n",
      "94    0.001405\n",
      "Name: proportion, Length: 71, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot für User-Id Verteilung (Häufigkeit)\n",
    "if 'user_id' in final_data.columns:\n",
    "    print(\"Verteilung der Zielvariable (user_id):\\n\", final_data['user_id'].value_counts(normalize=True))\n",
    "    plt.figure(figsize=(12, 6))  \n",
    "    sns.set_palette(\"viridis\")  # Anwendung Farbpalette um es violet zu machen, weil schöner :)\n",
    "    \n",
    "    \n",
    "    sns.countplot(\n",
    "        data=final_data, \n",
    "        x='user_id', \n",
    "        order=final_data['user_id'].value_counts().index\n",
    "    )\n",
    "    plt.xticks(rotation=45, fontsize=10)  \n",
    "    plt.title('Verteilung der Zielvariable (user_id)', fontsize=16)\n",
    "    plt.xlabel('User ID', fontsize=12)\n",
    "    plt.ylabel('Häufigkeit', fontsize=12)\n",
    "    plt.tight_layout()  \n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1000 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Histogramme für numerische Feature\n",
    "key_numerical_features = ['pressure', 'finger_area', 'x_coor', 'y_coor', 'time'] \n",
    "final_data[key_numerical_features].hist(bins=30, figsize=(15, 10), edgecolor='black')\n",
    "plt.suptitle(\"Histogramme der wichtigsten numerischen Features\", fontsize=16)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Boxplot für pressure und finger area\n",
    "selected_features_for_boxplot = ['pressure', 'finger_area']  \n",
    "for feature in selected_features_for_boxplot:\n",
    "    plt.figure(figsize=(8, 5))\n",
    "    sns.boxplot(data=final_data, x=feature)\n",
    "    plt.title(f\"Boxplot für {feature}\")\n",
    "    plt.xlabel(feature)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Korrelations Heatmap\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt=\".2f\")\n",
    "plt.title(\"Heatmap der Korrelationen\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Häufigkeiten für doc_type:\n",
      " doc_type\n",
      "1    138710\n",
      "2     92661\n",
      "Name: count, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Häufigkeiten für phone_orientaton:\n",
      " phone_orientaton\n",
      "2    226058\n",
      "1      5313\n",
      "Name: count, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Häufigkeiten für density:\n",
      " density\n",
      "xxxhdpi    176775\n",
      "hdpi        52627\n",
      "xhdpi        1165\n",
      "mdpi          804\n",
      "Name: count, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Häufigkeiten für resolution:\n",
      " resolution\n",
      "800x1205    176775\n",
      "480x800      50536\n",
      "480x854       2091\n",
      "720x1280      1165\n",
      "800x1232       804\n",
      "Name: count, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",