google-play-store-apps-analysis.ipynb

{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":274957,"sourceType":"datasetVersion","datasetId":49864}],"dockerImageVersionId":30732,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-06-13T14:38:08.317939Z","iopub.execute_input":"2024-06-13T14:38:08.318355Z","iopub.status.idle":"2024-06-13T14:38:10.154880Z","shell.execute_reply.started":"2024-06-13T14:38:08.318325Z","shell.execute_reply":"2024-06-13T14:38:10.153085Z"},"trusted":true},"execution_count":1,"outputs":[{"name":"stdout","text":"/kaggle/input/google-play-store-apps/googleplaystore.csv\n/kaggle/input/google-play-store-apps/license.txt\n/kaggle/input/google-play-store-apps/googleplaystore_user_reviews.csv\n","output_type":"stream"}]},{"cell_type":"code","source":"df = pd.read_csv('/kaggle/input/google-play-store-apps/googleplaystore.csv')\ndf","metadata":{"execution":{"iopub.status.busy":"2024-06-13T14:38:10.157791Z","iopub.execute_input":"2024-06-13T14:38:10.158439Z","iopub.status.idle":"2024-06-13T14:38:10.322699Z","shell.execute_reply.started":"2024-06-13T14:38:10.158402Z","shell.execute_reply":"2024-06-13T14:38:10.320863Z"},"trusted":true},"execution_count":2,"outputs":[{"execution_count":2,"output_type":"execute_result","data":{"text/plain":"                                                     App             Category  \\\n0         Photo Editor & Candy Camera & Grid & ScrapBook       ART_AND_DESIGN   \n1                                    Coloring book moana       ART_AND_DESIGN   \n2      U Launcher Lite – FREE Live Cool Themes, Hide ...       ART_AND_DESIGN   \n3                                  Sketch - Draw & Paint       ART_AND_DESIGN   \n4                  Pixel Draw - Number Art Coloring Book       ART_AND_DESIGN   \n...                                                  ...                  ...   \n10836                                   Sya9a Maroc - FR               FAMILY   \n10837                   Fr. Mike Schmitz Audio Teachings               FAMILY   \n10838                             Parkinson Exercices FR              MEDICAL   \n10839                      The SCP Foundation DB fr nn5n  BOOKS_AND_REFERENCE   \n10840      iHoroscope - 2018 Daily Horoscope & Astrology            LIFESTYLE   \n\n       Rating Reviews                Size     Installs  Type Price  \\\n0         4.1     159                 19M      10,000+  Free     0   \n1         3.9     967                 14M     500,000+  Free     0   \n2         4.7   87510                8.7M   5,000,000+  Free     0   \n3         4.5  215644                 25M  50,000,000+  Free     0   \n4         4.3     967                2.8M     100,000+  Free     0   \n...       ...     ...                 ...          ...   ...   ...   \n10836     4.5      38                 53M       5,000+  Free     0   \n10837     5.0       4                3.6M         100+  Free     0   \n10838     NaN       3                9.5M       1,000+  Free     0   \n10839     4.5     114  Varies with device       1,000+  Free     0   \n10840     4.5  398307                 19M  10,000,000+  Free     0   \n\n      Content Rating                     Genres      Last Updated  \\\n0           Everyone               Art & Design   January 7, 2018   \n1           Everyone  Art & Design;Pretend Play  January 15, 2018   \n2           Everyone               Art & Design    August 1, 2018   \n3               Teen               Art & Design      June 8, 2018   \n4           Everyone    Art & Design;Creativity     June 20, 2018   \n...              ...                        ...               ...   \n10836       Everyone                  Education     July 25, 2017   \n10837       Everyone                  Education      July 6, 2018   \n10838       Everyone                    Medical  January 20, 2017   \n10839     Mature 17+          Books & Reference  January 19, 2015   \n10840       Everyone                  Lifestyle     July 25, 2018   \n\n              Current Ver         Android Ver  \n0                   1.0.0        4.0.3 and up  \n1                   2.0.0        4.0.3 and up  \n2                   1.2.4        4.0.3 and up  \n3      Varies with device          4.2 and up  \n4                     1.1          4.4 and up  \n...                   ...                 ...  \n10836                1.48          4.1 and up  \n10837                 1.0          4.1 and up  \n10838                 1.0          2.2 and up  \n10839  Varies with device  Varies with device  \n10840  Varies with device  Varies with device  \n\n[10841 rows x 13 columns]","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>App</th>\n      <th>Category</th>\n      <th>Rating</th>\n      <th>Reviews</th>\n      <th>Size</th>\n      <th>Installs</th>\n      <th>Type</th>\n      <th>Price</th>\n      <th>Content Rating</th>\n      <th>Genres</th>\n      <th>Last Updated</th>\n      <th>Current Ver</th>\n      <th>Android Ver</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Photo Editor &amp; Candy Camera &amp; Grid &amp; ScrapBook</td>\n      <td>ART_AND_DESIGN</td>\n      <td>4.1</td>\n      <td>159</td>\n      <td>19M</td>\n      <td>10,000+</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Art &amp; Design</td>\n      <td>January 7, 2018</td>\n      <td>1.0.0</td>\n      <td>4.0.3 and up</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Coloring book moana</td>\n      <td>ART_AND_DESIGN</td>\n      <td>3.9</td>\n      <td>967</td>\n      <td>14M</td>\n      <td>500,000+</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Art &amp; Design;Pretend Play</td>\n      <td>January 15, 2018</td>\n      <td>2.0.0</td>\n      <td>4.0.3 and up</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>U Launcher Lite – FREE Live Cool Themes, Hide ...</td>\n      <td>ART_AND_DESIGN</td>\n      <td>4.7</td>\n      <td>87510</td>\n      <td>8.7M</td>\n      <td>5,000,000+</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Art &amp; Design</td>\n      <td>August 1, 2018</td>\n      <td>1.2.4</td>\n      <td>4.0.3 and up</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Sketch - Draw &amp; Paint</td>\n      <td>ART_AND_DESIGN</td>\n      <td>4.5</td>\n      <td>215644</td>\n      <td>25M</td>\n      <td>50,000,000+</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Teen</td>\n      <td>Art &amp; Design</td>\n      <td>June 8, 2018</td>\n      <td>Varies with device</td>\n      <td>4.2 and up</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Pixel Draw - Number Art Coloring Book</td>\n      <td>ART_AND_DESIGN</td>\n      <td>4.3</td>\n      <td>967</td>\n      <td>2.8M</td>\n      <td>100,000+</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Art &amp; Design;Creativity</td>\n      <td>June 20, 2018</td>\n      <td>1.1</td>\n      <td>4.4 and up</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>10836</th>\n      <td>Sya9a Maroc - FR</td>\n      <td>FAMILY</td>\n      <td>4.5</td>\n      <td>38</td>\n      <td>53M</td>\n      <td>5,000+</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Education</td>\n      <td>July 25, 2017</td>\n      <td>1.48</td>\n      <td>4.1 and up</td>\n    </tr>\n    <tr>\n      <th>10837</th>\n      <td>Fr. Mike Schmitz Audio Teachings</td>\n      <td>FAMILY</td>\n      <td>5.0</td>\n      <td>4</td>\n      <td>3.6M</td>\n      <td>100+</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Education</td>\n      <td>July 6, 2018</td>\n      <td>1.0</td>\n      <td>4.1 and up</td>\n    </tr>\n    <tr>\n      <th>10838</th>\n      <td>Parkinson Exercices FR</td>\n      <td>MEDICAL</td>\n      <td>NaN</td>\n      <td>3</td>\n      <td>9.5M</td>\n      <td>1,000+</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Medical</td>\n      <td>January 20, 2017</td>\n      <td>1.0</td>\n      <td>2.2 and up</td>\n    </tr>\n    <tr>\n      <th>10839</th>\n      <td>The SCP Foundation DB fr nn5n</td>\n      <td>BOOKS_AND_REFERENCE</td>\n      <td>4.5</td>\n      <td>114</td>\n      <td>Varies with device</td>\n      <td>1,000+</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Mature 17+</td>\n      <td>Books &amp; Reference</td>\n      <td>January 19, 2015</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>10840</th>\n      <td>iHoroscope - 2018 Daily Horoscope &amp; Astrology</td>\n      <td>LIFESTYLE</td>\n      <td>4.5</td>\n      <td>398307</td>\n      <td>19M</td>\n      <td>10,000,000+</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Lifestyle</td>\n      <td>July 25, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n  </tbody>\n</table>\n<p>10841 rows × 13 columns</p>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"df1 = pd.read_csv('/kaggle/input/google-play-store-apps/googleplaystore_user_reviews.csv')\ndf1","metadata":{"execution":{"iopub.status.busy":"2024-06-13T14:38:10.324691Z","iopub.execute_input":"2024-06-13T14:38:10.325176Z","iopub.status.idle":"2024-06-13T14:38:10.658946Z","shell.execute_reply.started":"2024-06-13T14:38:10.325133Z","shell.execute_reply":"2024-06-13T14:38:10.657700Z"},"trusted":true},"execution_count":3,"outputs":[{"execution_count":3,"output_type":"execute_result","data":{"text/plain":"                               App  \\\n0            10 Best Foods for You   \n1            10 Best Foods for You   \n2            10 Best Foods for You   \n3            10 Best Foods for You   \n4            10 Best Foods for You   \n...                            ...   \n64290  Houzz Interior Design Ideas   \n64291  Houzz Interior Design Ideas   \n64292  Houzz Interior Design Ideas   \n64293  Houzz Interior Design Ideas   \n64294  Houzz Interior Design Ideas   \n\n                                       Translated_Review Sentiment  \\\n0      I like eat delicious food. That's I'm cooking ...  Positive   \n1        This help eating healthy exercise regular basis  Positive   \n2                                                    NaN       NaN   \n3             Works great especially going grocery store  Positive   \n4                                           Best idea us  Positive   \n...                                                  ...       ...   \n64290                                                NaN       NaN   \n64291                                                NaN       NaN   \n64292                                                NaN       NaN   \n64293                                                NaN       NaN   \n64294                                                NaN       NaN   \n\n       Sentiment_Polarity  Sentiment_Subjectivity  \n0                    1.00                0.533333  \n1                    0.25                0.288462  \n2                     NaN                     NaN  \n3                    0.40                0.875000  \n4                    1.00                0.300000  \n...                   ...                     ...  \n64290                 NaN                     NaN  \n64291                 NaN                     NaN  \n64292                 NaN                     NaN  \n64293                 NaN                     NaN  \n64294                 NaN                     NaN  \n\n[64295 rows x 5 columns]","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>App</th>\n      <th>Translated_Review</th>\n      <th>Sentiment</th>\n      <th>Sentiment_Polarity</th>\n      <th>Sentiment_Subjectivity</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>10 Best Foods for You</td>\n      <td>I like eat delicious food. That's I'm cooking ...</td>\n      <td>Positive</td>\n      <td>1.00</td>\n      <td>0.533333</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>10 Best Foods for You</td>\n      <td>This help eating healthy exercise regular basis</td>\n      <td>Positive</td>\n      <td>0.25</td>\n      <td>0.288462</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>10 Best Foods for You</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>10 Best Foods for You</td>\n      <td>Works great especially going grocery store</td>\n      <td>Positive</td>\n      <td>0.40</td>\n      <td>0.875000</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>10 Best Foods for You</td>\n      <td>Best idea us</td>\n      <td>Positive</td>\n      <td>1.00</td>\n      <td>0.300000</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>64290</th>\n      <td>Houzz Interior Design Ideas</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>64291</th>\n      <td>Houzz Interior Design Ideas</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>64292</th>\n      <td>Houzz Interior Design Ideas</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>64293</th>\n      <td>Houzz Interior Design Ideas</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>64294</th>\n      <td>Houzz Interior Design Ideas</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n<p>64295 rows × 5 columns</p>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"df.info()","metadata":{"execution":{"iopub.status.busy":"2024-06-13T14:38:10.661194Z","iopub.execute_input":"2024-06-13T14:38:10.661641Z","iopub.status.idle":"2024-06-13T14:38:10.708093Z","shell.execute_reply.started":"2024-06-13T14:38:10.661611Z","shell.execute_reply":"2024-06-13T14:38:10.706456Z"},"trusted":true},"execution_count":4,"outputs":[{"name":"stdout","text":"<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 10841 entries, 0 to 10840\nData columns (total 13 columns):\n #   Column          Non-Null Count  Dtype  \n---  ------          --------------  -----  \n 0   App             10841 non-null  object \n 1   Category        10841 non-null  object \n 2   Rating          9367 non-null   float64\n 3   Reviews         10841 non-null  object \n 4   Size            10841 non-null  object \n 5   Installs        10841 non-null  object \n 6   Type            10840 non-null  object \n 7   Price           10841 non-null  object \n 8   Content Rating  10840 non-null  object \n 9   Genres          10841 non-null  object \n 10  Last Updated    10841 non-null  object \n 11  Current Ver     10833 non-null  object \n 12  Android Ver     10838 non-null  object \ndtypes: float64(1), object(12)\nmemory usage: 1.1+ MB\n","output_type":"stream"}]},{"cell_type":"code","source":"df.describe(include='all').T","metadata":{"execution":{"iopub.status.busy":"2024-06-13T14:38:10.713760Z","iopub.execute_input":"2024-06-13T14:38:10.714255Z","iopub.status.idle":"2024-06-13T14:38:10.821225Z","shell.execute_reply.started":"2024-06-13T14:38:10.714219Z","shell.execute_reply":"2024-06-13T14:38:10.819545Z"},"trusted":true},"execution_count":5,"outputs":[{"execution_count":5,"output_type":"execute_result","data":{"text/plain":"                 count unique                 top   freq      mean       std  \\\nApp              10841   9660              ROBLOX      9       NaN       NaN   \nCategory         10841     34              FAMILY   1972       NaN       NaN   \nRating          9367.0    NaN                 NaN    NaN  4.193338  0.537431   \nReviews          10841   6002                   0    596       NaN       NaN   \nSize             10841    462  Varies with device   1695       NaN       NaN   \nInstalls         10841     22          1,000,000+   1579       NaN       NaN   \nType             10840      3                Free  10039       NaN       NaN   \nPrice            10841     93                   0  10040       NaN       NaN   \nContent Rating   10840      6            Everyone   8714       NaN       NaN   \nGenres           10841    120               Tools    842       NaN       NaN   \nLast Updated     10841   1378      August 3, 2018    326       NaN       NaN   \nCurrent Ver      10833   2832  Varies with device   1459       NaN       NaN   \nAndroid Ver      10838     33          4.1 and up   2451       NaN       NaN   \n\n                min  25%  50%  75%   max  \nApp             NaN  NaN  NaN  NaN   NaN  \nCategory        NaN  NaN  NaN  NaN   NaN  \nRating          1.0  4.0  4.3  4.5  19.0  \nReviews         NaN  NaN  NaN  NaN   NaN  \nSize            NaN  NaN  NaN  NaN   NaN  \nInstalls        NaN  NaN  NaN  NaN   NaN  \nType            NaN  NaN  NaN  NaN   NaN  \nPrice           NaN  NaN  NaN  NaN   NaN  \nContent Rating  NaN  NaN  NaN  NaN   NaN  \nGenres          NaN  NaN  NaN  NaN   NaN  \nLast Updated    NaN  NaN  NaN  NaN   NaN  \nCurrent Ver     NaN  NaN  NaN  NaN   NaN  \nAndroid Ver     NaN  NaN  NaN  NaN   NaN  ","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>count</th>\n      <th>unique</th>\n      <th>top</th>\n      <th>freq</th>\n      <th>mean</th>\n      <th>std</th>\n      <th>min</th>\n      <th>25%</th>\n      <th>50%</th>\n      <th>75%</th>\n      <th>max</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>App</th>\n      <td>10841</td>\n      <td>9660</td>\n      <td>ROBLOX</td>\n      <td>9</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>Category</th>\n      <td>10841</td>\n      <td>34</td>\n      <td>FAMILY</td>\n      <td>1972</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>Rating</th>\n      <td>9367.0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>4.193338</td>\n      <td>0.537431</td>\n      <td>1.0</td>\n      <td>4.0</td>\n      <td>4.3</td>\n      <td>4.5</td>\n      <td>19.0</td>\n    </tr>\n    <tr>\n      <th>Reviews</th>\n      <td>10841</td>\n      <td>6002</td>\n      <td>0</td>\n      <td>596</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>Size</th>\n      <td>10841</td>\n      <td>462</td>\n      <td>Varies with device</td>\n      <td>1695</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>Installs</th>\n      <td>10841</td>\n      <td>22</td>\n      <td>1,000,000+</td>\n      <td>1579</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>Type</th>\n      <td>10840</td>\n      <td>3</td>\n      <td>Free</td>\n      <td>10039</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>Price</th>\n      <td>10841</td>\n      <td>93</td>\n      <td>0</td>\n      <td>10040</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>Content Rating</th>\n      <td>10840</td>\n      <td>6</td>\n      <td>Everyone</td>\n      <td>8714</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>Genres</th>\n      <td>10841</td>\n      <td>120</td>\n      <td>Tools</td>\n      <td>842</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>Last Updated</th>\n      <td>10841</td>\n      <td>1378</td>\n      <td>August 3, 2018</td>\n      <td>326</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>Current Ver</th>\n      <td>10833</td>\n      <td>2832</td>\n      <td>Varies with device</td>\n      <td>1459</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>Android Ver</th>\n      <td>10838</td>\n      <td>33</td>\n      <td>4.1 and up</td>\n      <td>2451</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"df.isnull().sum()","metadata":{"execution":{"iopub.status.busy":"2024-06-13T14:38:10.823361Z","iopub.execute_input":"2024-06-13T14:38:10.823849Z","iopub.status.idle":"2024-06-13T14:38:10.853263Z","shell.execute_reply.started":"2024-06-13T14:38:10.823811Z","shell.execute_reply":"2024-06-13T14:38:10.851617Z"},"trusted":true},"execution_count":6,"outputs":[{"execution_count":6,"output_type":"execute_result","data":{"text/plain":"App                  0\nCategory             0\nRating            1474\nReviews              0\nSize                 0\nInstalls             0\nType                 1\nPrice                0\nContent Rating       1\nGenres               0\nLast Updated         0\nCurrent Ver          8\nAndroid Ver          3\ndtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"import seaborn as sns\nsns.heatmap(df.isnull())","metadata":{"execution":{"iopub.status.busy":"2024-06-13T14:38:10.855150Z","iopub.execute_input":"2024-06-13T14:38:10.855559Z","iopub.status.idle":"2024-06-13T14:38:14.152853Z","shell.execute_reply.started":"2024-06-13T14:38:10.855528Z","shell.execute_reply":"2024-06-13T14:38:14.151258Z"},"trusted":true},"execution_count":7,"outputs":[{"execution_count":7,"output_type":"execute_result","data":{"text/plain":"<Axes: >"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 2 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"code","source":"# Number of App Titles Contain Astrology\nlen(df[df.App.str.contains('Astrology')])","metadata":{"execution":{"iopub.status.busy":"2024-06-13T14:38:14.154930Z","iopub.execute_input":"2024-06-13T14:38:14.155416Z","iopub.status.idle":"2024-06-13T14:38:14.175803Z","shell.execute_reply.started":"2024-06-13T14:38:14.155377Z","shell.execute_reply":"2024-06-13T14:38:14.174089Z"},"trusted":true},"execution_count":8,"outputs":[{"execution_count":8,"output_type":"execute_result","data":{"text/plain":"3"},"metadata":{}}]},{"cell_type":"code","source":"df[df.App.str.contains('Astrology')]","metadata":{"execution":{"iopub.status.busy":"2024-06-13T14:38:14.177864Z","iopub.execute_input":"2024-06-13T14:38:14.178296Z","iopub.status.idle":"2024-06-13T14:38:14.220192Z","shell.execute_reply.started":"2024-06-13T14:38:14.178262Z","shell.execute_reply":"2024-06-13T14:38:14.218279Z"},"trusted":true},"execution_count":9,"outputs":[{"execution_count":9,"output_type":"execute_result","data":{"text/plain":"                                                     App   Category  Rating  \\\n1570   Horoscopes – Daily Zodiac Horoscope and Astrology  LIFESTYLE     4.6   \n1592              သိင်္ Astrology - Min Thein Kha BayDin  LIFESTYLE     4.7   \n10840      iHoroscope - 2018 Daily Horoscope & Astrology  LIFESTYLE     4.5   \n\n      Reviews Size     Installs  Type Price Content Rating     Genres  \\\n1570   161143  11M  10,000,000+  Free     0   Everyone 10+  Lifestyle   \n1592     2225  15M     100,000+  Free     0       Everyone  Lifestyle   \n10840  398307  19M  10,000,000+  Free     0       Everyone  Lifestyle   \n\n        Last Updated         Current Ver         Android Ver  \n1570   June 25, 2018          5.2.4(881)        4.0.3 and up  \n1592   July 26, 2018               4.2.1        4.0.3 and up  \n10840  July 25, 2018  Varies with device  Varies with device  ","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>App</th>\n      <th>Category</th>\n      <th>Rating</th>\n      <th>Reviews</th>\n      <th>Size</th>\n      <th>Installs</th>\n      <th>Type</th>\n      <th>Price</th>\n      <th>Content Rating</th>\n      <th>Genres</th>\n      <th>Last Updated</th>\n      <th>Current Ver</th>\n      <th>Android Ver</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>1570</th>\n      <td>Horoscopes – Daily Zodiac Horoscope and Astrology</td>\n      <td>LIFESTYLE</td>\n      <td>4.6</td>\n      <td>161143</td>\n      <td>11M</td>\n      <td>10,000,000+</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone 10+</td>\n      <td>Lifestyle</td>\n      <td>June 25, 2018</td>\n      <td>5.2.4(881)</td>\n      <td>4.0.3 and up</td>\n    </tr>\n    <tr>\n      <th>1592</th>\n      <td>သိင်္ Astrology - Min Thein Kha BayDin</td>\n      <td>LIFESTYLE</td>\n      <td>4.7</td>\n      <td>2225</td>\n      <td>15M</td>\n      <td>100,000+</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Lifestyle</td>\n      <td>July 26, 2018</td>\n      <td>4.2.1</td>\n      <td>4.0.3 and up</td>\n    </tr>\n    <tr>\n      <th>10840</th>\n      <td>iHoroscope - 2018 Daily Horoscope &amp; Astrology</td>\n      <td>LIFESTYLE</td>\n      <td>4.5</td>\n      <td>398307</td>\n      <td>19M</td>\n      <td>10,000,000+</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Lifestyle</td>\n      <td>July 25, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"df.columns","metadata":{"execution":{"iopub.status.busy":"2024-06-13T14:38:14.222706Z","iopub.execute_input":"2024-06-13T14:38:14.223291Z","iopub.status.idle":"2024-06-13T14:38:14.241100Z","shell.execute_reply.started":"2024-06-13T14:38:14.223243Z","shell.execute_reply":"2024-06-13T14:38:14.239383Z"},"trusted":true},"execution_count":10,"outputs":[{"execution_count":10,"output_type":"execute_result","data":{"text/plain":"Index(['App', 'Category', 'Rating', 'Reviews', 'Size', 'Installs', 'Type',\n       'Price', 'Content Rating', 'Genres', 'Last Updated', 'Current Ver',\n       'Android Ver'],\n      dtype='object')"},"metadata":{}}]},{"cell_type":"code","source":"# Find Average App Rating\ndf.Rating.mean()","metadata":{"execution":{"iopub.status.busy":"2024-06-13T14:38:14.243289Z","iopub.execute_input":"2024-06-13T14:38:14.243820Z","iopub.status.idle":"2024-06-13T14:38:14.261562Z","shell.execute_reply.started":"2024-06-13T14:38:14.243779Z","shell.execute_reply":"2024-06-13T14:38:14.259819Z"},"trusted":true},"execution_count":11,"outputs":[{"execution_count":11,"output_type":"execute_result","data":{"text/plain":"4.193338315362443"},"metadata":{}}]},{"cell_type":"code","source":"# Find Total Number of Unique Category\nprint(df.Category.unique())\nprint(df.Category.nunique())","metadata":{"execution":{"iopub.status.busy":"2024-06-13T14:38:14.263431Z","iopub.execute_input":"2024-06-13T14:38:14.263818Z","iopub.status.idle":"2024-06-13T14:38:14.286530Z","shell.execute_reply.started":"2024-06-13T14:38:14.263790Z","shell.execute_reply":"2024-06-13T14:38:14.284762Z"},"trusted":true},"execution_count":12,"outputs":[{"name":"stdout","text":"['ART_AND_DESIGN' 'AUTO_AND_VEHICLES' 'BEAUTY' 'BOOKS_AND_REFERENCE'\n 'BUSINESS' 'COMICS' 'COMMUNICATION' 'DATING' 'EDUCATION' 'ENTERTAINMENT'\n 'EVENTS' 'FINANCE' 'FOOD_AND_DRINK' 'HEALTH_AND_FITNESS' 'HOUSE_AND_HOME'\n 'LIBRARIES_AND_DEMO' 'LIFESTYLE' 'GAME' 'FAMILY' 'MEDICAL' 'SOCIAL'\n 'SHOPPING' 'PHOTOGRAPHY' 'SPORTS' 'TRAVEL_AND_LOCAL' 'TOOLS'\n 'PERSONALIZATION' 'PRODUCTIVITY' 'PARENTING' 'WEATHER' 'VIDEO_PLAYERS'\n 'NEWS_AND_MAGAZINES' 'MAPS_AND_NAVIGATION' '1.9']\n34\n","output_type":"stream"}]},{"cell_type":"code","source":"# Which Category Getting The Highest Average Rating?\ndf.groupby('Category')['Rating'].mean().sort_values(ascending=False)","metadata":{"execution":{"iopub.status.busy":"2024-06-13T14:38:14.288544Z","iopub.execute_input":"2024-06-13T14:38:14.290036Z","iopub.status.idle":"2024-06-13T14:38:14.321624Z","shell.execute_reply.started":"2024-06-13T14:38:14.289964Z","shell.execute_reply":"2024-06-13T14:38:14.320109Z"},"trusted":true},"execution_count":13,"outputs":[{"execution_count":13,"output_type":"execute_result","data":{"text/plain":"Category\n1.9                    19.000000\nEVENTS                  4.435556\nEDUCATION               4.389032\nART_AND_DESIGN          4.358065\nBOOKS_AND_REFERENCE     4.346067\nPERSONALIZATION         4.335987\nPARENTING               4.300000\nGAME                    4.286326\nBEAUTY                  4.278571\nHEALTH_AND_FITNESS      4.277104\nSHOPPING                4.259664\nSOCIAL                  4.255598\nWEATHER                 4.244000\nSPORTS                  4.223511\nPRODUCTIVITY            4.211396\nHOUSE_AND_HOME          4.197368\nFAMILY                  4.192272\nPHOTOGRAPHY             4.192114\nAUTO_AND_VEHICLES       4.190411\nMEDICAL                 4.189143\nLIBRARIES_AND_DEMO      4.178462\nFOOD_AND_DRINK          4.166972\nCOMMUNICATION           4.158537\nCOMICS                  4.155172\nNEWS_AND_MAGAZINES      4.132189\nFINANCE                 4.131889\nENTERTAINMENT           4.126174\nBUSINESS                4.121452\nTRAVEL_AND_LOCAL        4.109292\nLIFESTYLE               4.094904\nVIDEO_PLAYERS           4.063750\nMAPS_AND_NAVIGATION     4.051613\nTOOLS                   4.047411\nDATING                  3.970769\nName: Rating, dtype: float64"},"metadata":{}}]},{"cell_type":"code","source":"# Find Total Number of App having 5 Star Rating\nlen(df[df.Rating==5])","metadata":{"execution":{"iopub.status.busy":"2024-06-13T14:40:52.557057Z","iopub.execute_input":"2024-06-13T14:40:52.558209Z","iopub.status.idle":"2024-06-13T14:40:52.568385Z","shell.execute_reply.started":"2024-06-13T14:40:52.558122Z","shell.execute_reply":"2024-06-13T14:40:52.567092Z"},"trusted":true},"execution_count":19,"outputs":[{"execution_count":19,"output_type":"execute_result","data":{"text/plain":"274"},"metadata":{}}]},{"cell_type":"code","source":"# Find Average Value of Reviews\ndf.Reviews = df.Reviews.replace('3.0M', '3.0')","metadata":{"execution":{"iopub.status.busy":"2024-06-13T14:47:58.997434Z","iopub.execute_input":"2024-06-13T14:47:58.997914Z","iopub.status.idle":"2024-06-13T14:47:59.013632Z","shell.execute_reply.started":"2024-06-13T14:47:58.997880Z","shell.execute_reply":"2024-06-13T14:47:59.011952Z"},"trusted":true},"execution_count":32,"outputs":[]},{"cell_type":"code","source":"df.Reviews = df.Reviews.astype('float')","metadata":{"execution":{"iopub.status.busy":"2024-06-13T14:48:56.312919Z","iopub.execute_input":"2024-06-13T14:48:56.313339Z","iopub.status.idle":"2024-06-13T14:48:56.322526Z","shell.execute_reply.started":"2024-06-13T14:48:56.313308Z","shell.execute_reply":"2024-06-13T14:48:56.321085Z"},"trusted":true},"execution_count":36,"outputs":[]},{"cell_type":"code","source":"df.Reviews.mean()","metadata":{"execution":{"iopub.status.busy":"2024-06-13T14:49:04.158198Z","iopub.execute_input":"2024-06-13T14:49:04.158615Z","iopub.status.idle":"2024-06-13T14:49:04.168734Z","shell.execute_reply.started":"2024-06-13T14:49:04.158583Z","shell.execute_reply":"2024-06-13T14:49:04.166862Z"},"trusted":true},"execution_count":38,"outputs":[{"execution_count":38,"output_type":"execute_result","data":{"text/plain":"444111.9265750392"},"metadata":{}}]},{"cell_type":"code","source":"#  Find Total Number of Free and Paid Apps\ndf.Type.value_counts()","metadata":{"execution":{"iopub.status.busy":"2024-06-13T14:52:52.397360Z","iopub.execute_input":"2024-06-13T14:52:52.397828Z","iopub.status.idle":"2024-06-13T14:52:52.411303Z","shell.execute_reply.started":"2024-06-13T14:52:52.397794Z","shell.execute_reply":"2024-06-13T14:52:52.409547Z"},"trusted":true},"execution_count":47,"outputs":[{"execution_count":47,"output_type":"execute_result","data":{"text/plain":"Type\nFree    10039\nPaid      800\n0           1\nName: count, dtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"len(df[df.Type=='Free'])","metadata":{"execution":{"iopub.status.busy":"2024-06-13T14:52:17.038284Z","iopub.execute_input":"2024-06-13T14:52:17.039729Z","iopub.status.idle":"2024-06-13T14:52:17.057093Z","shell.execute_reply.started":"2024-06-13T14:52:17.039675Z","shell.execute_reply":"2024-06-13T14:52:17.055645Z"},"trusted":true},"execution_count":45,"outputs":[{"execution_count":45,"output_type":"execute_result","data":{"text/plain":"10039"},"metadata":{}}]},{"cell_type":"code","source":"len(df[df.Type=='Paid'])","metadata":{"execution":{"iopub.status.busy":"2024-06-13T14:52:30.077674Z","iopub.execute_input":"2024-06-13T14:52:30.078077Z","iopub.status.idle":"2024-06-13T14:52:30.093500Z","shell.execute_reply.started":"2024-06-13T14:52:30.078046Z","shell.execute_reply":"2024-06-13T14:52:30.091871Z"},"trusted":true},"execution_count":46,"outputs":[{"execution_count":46,"output_type":"execute_result","data":{"text/plain":"800"},"metadata":{}}]},{"cell_type":"code","source":"# Which App Has Maximum Reviews?\ndf.Reviews.max()","metadata":{"execution":{"iopub.status.busy":"2024-06-13T14:53:59.917805Z","iopub.execute_input":"2024-06-13T14:53:59.919014Z","iopub.status.idle":"2024-06-13T14:53:59.928414Z","shell.execute_reply.started":"2024-06-13T14:53:59.918949Z","shell.execute_reply":"2024-06-13T14:53:59.927046Z"},"trusted":true},"execution_count":49,"outputs":[{"execution_count":49,"output_type":"execute_result","data":{"text/plain":"78158306.0"},"metadata":{}}]},{"cell_type":"code","source":"df[df.Reviews==78158306.0].App","metadata":{"execution":{"iopub.status.busy":"2024-06-13T14:54:22.476197Z","iopub.execute_input":"2024-06-13T14:54:22.476592Z","iopub.status.idle":"2024-06-13T14:54:22.487320Z","shell.execute_reply.started":"2024-06-13T14:54:22.476564Z","shell.execute_reply":"2024-06-13T14:54:22.486024Z"},"trusted":true},"execution_count":51,"outputs":[{"execution_count":51,"output_type":"execute_result","data":{"text/plain":"2544    Facebook\nName: App, dtype: object"},"metadata":{}}]},{"cell_type":"code","source":"# Display Top 5 Apps Having Highest Reviews\nind = df.Reviews.sort_values(ascending=False).head().index","metadata":{"execution":{"iopub.status.busy":"2024-06-13T14:57:10.322311Z","iopub.execute_input":"2024-06-13T14:57:10.322809Z","iopub.status.idle":"2024-06-13T14:57:10.333336Z","shell.execute_reply.started":"2024-06-13T14:57:10.322770Z","shell.execute_reply":"2024-06-13T14:57:10.331403Z"},"trusted":true},"execution_count":55,"outputs":[]},{"cell_type":"code","source":"df.iloc[ind].App","metadata":{"execution":{"iopub.status.busy":"2024-06-13T14:57:20.802421Z","iopub.execute_input":"2024-06-13T14:57:20.802879Z","iopub.status.idle":"2024-06-13T14:57:20.814032Z","shell.execute_reply.started":"2024-06-13T14:57:20.802846Z","shell.execute_reply":"2024-06-13T14:57:20.812845Z"},"trusted":true},"execution_count":57,"outputs":[{"execution_count":57,"output_type":"execute_result","data":{"text/plain":"2544              Facebook\n3943              Facebook\n381     WhatsApp Messenger\n336     WhatsApp Messenger\n3904    WhatsApp Messenger\nName: App, dtype: object"},"metadata":{}}]},{"cell_type":"code","source":"# Find Average Rating of Free and Paid Apps\ndf.groupby('Type')['Rating'].mean()","metadata":{"execution":{"iopub.status.busy":"2024-06-13T14:59:52.517069Z","iopub.execute_input":"2024-06-13T14:59:52.517862Z","iopub.status.idle":"2024-06-13T14:59:52.530829Z","shell.execute_reply.started":"2024-06-13T14:59:52.517829Z","shell.execute_reply":"2024-06-13T14:59:52.529147Z"},"trusted":true},"execution_count":61,"outputs":[{"execution_count":61,"output_type":"execute_result","data":{"text/plain":"Type\n0       19.000000\nFree     4.186203\nPaid     4.266615\nName: Rating, dtype: float64"},"metadata":{}}]},{"cell_type":"code","source":"#  Display Top  5 Apps Having Maximum Installs\ndf.Installs = df.Installs.str.replace(',','')","metadata":{"execution":{"iopub.status.busy":"2024-06-13T15:04:00.917190Z","iopub.execute_input":"2024-06-13T15:04:00.917728Z","iopub.status.idle":"2024-06-13T15:04:00.932294Z","shell.execute_reply.started":"2024-06-13T15:04:00.917693Z","shell.execute_reply":"2024-06-13T15:04:00.930702Z"},"trusted":true},"execution_count":68,"outputs":[]},{"cell_type":"code","source":"df.Installs = df.Installs.str.replace('+','')","metadata":{"execution":{"iopub.status.busy":"2024-06-13T15:04:11.156415Z","iopub.execute_input":"2024-06-13T15:04:11.156841Z","iopub.status.idle":"2024-06-13T15:04:11.170773Z","shell.execute_reply.started":"2024-06-13T15:04:11.156801Z","shell.execute_reply":"2024-06-13T15:04:11.169406Z"},"trusted":true},"execution_count":70,"outputs":[]},{"cell_type":"code","source":"df.Installs = df.Installs.str.replace('Free','0')","metadata":{"execution":{"iopub.status.busy":"2024-06-13T15:04:58.596456Z","iopub.execute_input":"2024-06-13T15:04:58.596932Z","iopub.status.idle":"2024-06-13T15:04:58.609793Z","shell.execute_reply.started":"2024-06-13T15:04:58.596898Z","shell.execute_reply":"2024-06-13T15:04:58.608268Z"},"trusted":true},"execution_count":73,"outputs":[]},{"cell_type":"code","source":"df.Installs = df.Installs.astype('float')","metadata":{"execution":{"iopub.status.busy":"2024-06-13T15:06:53.637122Z","iopub.execute_input":"2024-06-13T15:06:53.637532Z","iopub.status.idle":"2024-06-13T15:06:53.646887Z","shell.execute_reply.started":"2024-06-13T15:06:53.637502Z","shell.execute_reply":"2024-06-13T15:06:53.645313Z"},"trusted":true},"execution_count":78,"outputs":[]},{"cell_type":"code","source":"df.Installs.sort_values(ascending=False)","metadata":{"execution":{"iopub.status.busy":"2024-06-13T15:06:56.755978Z","iopub.execute_input":"2024-06-13T15:06:56.756411Z","iopub.status.idle":"2024-06-13T15:06:56.769055Z","shell.execute_reply.started":"2024-06-13T15:06:56.756380Z","shell.execute_reply":"2024-06-13T15:06:56.767548Z"},"trusted":true},"execution_count":79,"outputs":[{"execution_count":79,"output_type":"execute_result","data":{"text/plain":"3896     1.000000e+09\n3943     1.000000e+09\n335      1.000000e+09\n3523     1.000000e+09\n3565     1.000000e+09\n             ...     \n9905     0.000000e+00\n5307     0.000000e+00\n9917     0.000000e+00\n9934     0.000000e+00\n10472    0.000000e+00\nName: Installs, Length: 10841, dtype: float64"},"metadata":{}}]},{"cell_type":"code","source":"df[df.Installs==1.000000e+09]","metadata":{"execution":{"iopub.status.busy":"2024-06-13T15:07:10.997488Z","iopub.execute_input":"2024-06-13T15:07:10.997932Z","iopub.status.idle":"2024-06-13T15:07:11.072597Z","shell.execute_reply.started":"2024-06-13T15:07:10.997900Z","shell.execute_reply":"2024-06-13T15:07:11.070794Z"},"trusted":true},"execution_count":80,"outputs":[{"execution_count":80,"output_type":"execute_result","data":{"text/plain":"                                           App             Category  Rating  \\\n152                          Google Play Books  BOOKS_AND_REFERENCE     3.9   \n335   Messenger – Text and Video Chat for Free        COMMUNICATION     4.0   \n336                         WhatsApp Messenger        COMMUNICATION     4.4   \n338               Google Chrome: Fast & Secure        COMMUNICATION     4.3   \n340                                      Gmail        COMMUNICATION     4.3   \n341                                   Hangouts        COMMUNICATION     4.0   \n381                         WhatsApp Messenger        COMMUNICATION     4.4   \n382   Messenger – Text and Video Chat for Free        COMMUNICATION     4.0   \n386                                   Hangouts        COMMUNICATION     4.0   \n391              Skype - free IM & video calls        COMMUNICATION     4.1   \n411               Google Chrome: Fast & Secure        COMMUNICATION     4.3   \n451                                      Gmail        COMMUNICATION     4.3   \n464                                   Hangouts        COMMUNICATION     4.0   \n468              Skype - free IM & video calls        COMMUNICATION     4.1   \n865                          Google Play Games        ENTERTAINMENT     4.3   \n1654                            Subway Surfers                 GAME     4.5   \n1700                            Subway Surfers                 GAME     4.5   \n1750                            Subway Surfers                 GAME     4.5   \n1872                            Subway Surfers                 GAME     4.5   \n1917                            Subway Surfers                 GAME     4.5   \n2544                                  Facebook               SOCIAL     4.1   \n2545                                 Instagram               SOCIAL     4.5   \n2554                                   Google+               SOCIAL     4.2   \n2604                                 Instagram               SOCIAL     4.5   \n2611                                 Instagram               SOCIAL     4.5   \n2808                             Google Photos          PHOTOGRAPHY     4.5   \n2853                             Google Photos          PHOTOGRAPHY     4.5   \n2884                             Google Photos          PHOTOGRAPHY     4.5   \n3117                 Maps - Navigate & Explore     TRAVEL_AND_LOCAL     4.3   \n3127                        Google Street View     TRAVEL_AND_LOCAL     4.2   \n3223                 Maps - Navigate & Explore     TRAVEL_AND_LOCAL     4.3   \n3232                        Google Street View     TRAVEL_AND_LOCAL     4.2   \n3234                                    Google                TOOLS     4.4   \n3454                              Google Drive         PRODUCTIVITY     4.4   \n3523                              Google Drive         PRODUCTIVITY     4.4   \n3565                              Google Drive         PRODUCTIVITY     4.4   \n3665                                   YouTube        VIDEO_PLAYERS     4.3   \n3687                   Google Play Movies & TV        VIDEO_PLAYERS     3.7   \n3736                               Google News   NEWS_AND_MAGAZINES     3.9   \n3765                               Google News   NEWS_AND_MAGAZINES     3.9   \n3816                               Google News   NEWS_AND_MAGAZINES     3.9   \n3896                            Subway Surfers                 GAME     4.5   \n3904                        WhatsApp Messenger        COMMUNICATION     4.4   \n3909                                 Instagram               SOCIAL     4.5   \n3928                                   YouTube        VIDEO_PLAYERS     4.3   \n3943                                  Facebook               SOCIAL     4.1   \n3996              Google Chrome: Fast & Secure        COMMUNICATION     4.3   \n4096                                     Gmail        COMMUNICATION     4.3   \n4098                 Maps - Navigate & Explore     TRAVEL_AND_LOCAL     4.3   \n4104  Messenger – Text and Video Chat for Free        COMMUNICATION     4.0   \n4144                                   Google+               SOCIAL     4.2   \n4150                                    Google                TOOLS     4.4   \n4153                                  Hangouts        COMMUNICATION     4.0   \n4170                              Google Drive         PRODUCTIVITY     4.4   \n4234             Skype - free IM & video calls        COMMUNICATION     4.1   \n5395                             Google Photos          PHOTOGRAPHY     4.5   \n5856                         Google Play Games               FAMILY     4.3   \n9844                               Google News   NEWS_AND_MAGAZINES     3.9   \n\n         Reviews                Size      Installs  Type Price Content Rating  \\\n152    1433233.0  Varies with device  1.000000e+09  Free     0           Teen   \n335   56642847.0  Varies with device  1.000000e+09  Free     0       Everyone   \n336   69119316.0  Varies with device  1.000000e+09  Free     0       Everyone   \n338    9642995.0  Varies with device  1.000000e+09  Free     0       Everyone   \n340    4604324.0  Varies with device  1.000000e+09  Free     0       Everyone   \n341    3419249.0  Varies with device  1.000000e+09  Free     0       Everyone   \n381   69119316.0  Varies with device  1.000000e+09  Free     0       Everyone   \n382   56646578.0  Varies with device  1.000000e+09  Free     0       Everyone   \n386    3419433.0  Varies with device  1.000000e+09  Free     0       Everyone   \n391   10484169.0  Varies with device  1.000000e+09  Free     0       Everyone   \n411    9643041.0  Varies with device  1.000000e+09  Free     0       Everyone   \n451    4604483.0  Varies with device  1.000000e+09  Free     0       Everyone   \n464    3419513.0  Varies with device  1.000000e+09  Free     0       Everyone   \n468   10484169.0  Varies with device  1.000000e+09  Free     0       Everyone   \n865    7165362.0  Varies with device  1.000000e+09  Free     0           Teen   \n1654  27722264.0                 76M  1.000000e+09  Free     0   Everyone 10+   \n1700  27723193.0                 76M  1.000000e+09  Free     0   Everyone 10+   \n1750  27724094.0                 76M  1.000000e+09  Free     0   Everyone 10+   \n1872  27725352.0                 76M  1.000000e+09  Free     0   Everyone 10+   \n1917  27725352.0                 76M  1.000000e+09  Free     0   Everyone 10+   \n2544  78158306.0  Varies with device  1.000000e+09  Free     0           Teen   \n2545  66577313.0  Varies with device  1.000000e+09  Free     0           Teen   \n2554   4831125.0  Varies with device  1.000000e+09  Free     0           Teen   \n2604  66577446.0  Varies with device  1.000000e+09  Free     0           Teen   \n2611  66577313.0  Varies with device  1.000000e+09  Free     0           Teen   \n2808  10858556.0  Varies with device  1.000000e+09  Free     0       Everyone   \n2853  10858538.0  Varies with device  1.000000e+09  Free     0       Everyone   \n2884  10859051.0  Varies with device  1.000000e+09  Free     0       Everyone   \n3117   9235155.0  Varies with device  1.000000e+09  Free     0       Everyone   \n3127   2129689.0  Varies with device  1.000000e+09  Free     0       Everyone   \n3223   9235373.0  Varies with device  1.000000e+09  Free     0       Everyone   \n3232   2129707.0  Varies with device  1.000000e+09  Free     0       Everyone   \n3234   8033493.0  Varies with device  1.000000e+09  Free     0       Everyone   \n3454   2731171.0  Varies with device  1.000000e+09  Free     0       Everyone   \n3523   2731211.0  Varies with device  1.000000e+09  Free     0       Everyone   \n3565   2731211.0  Varies with device  1.000000e+09  Free     0       Everyone   \n3665  25655305.0  Varies with device  1.000000e+09  Free     0           Teen   \n3687    906384.0  Varies with device  1.000000e+09  Free     0           Teen   \n3736    877635.0                 13M  1.000000e+09  Free     0           Teen   \n3765    877635.0                 13M  1.000000e+09  Free     0           Teen   \n3816    877643.0                 13M  1.000000e+09  Free     0           Teen   \n3896  27711703.0                 76M  1.000000e+09  Free     0   Everyone 10+   \n3904  69109672.0  Varies with device  1.000000e+09  Free     0       Everyone   \n3909  66509917.0  Varies with device  1.000000e+09  Free     0           Teen   \n3928  25623548.0  Varies with device  1.000000e+09  Free     0           Teen   \n3943  78128208.0  Varies with device  1.000000e+09  Free     0           Teen   \n3996   9642112.0  Varies with device  1.000000e+09  Free     0       Everyone   \n4096   4604324.0  Varies with device  1.000000e+09  Free     0       Everyone   \n4098   9231613.0  Varies with device  1.000000e+09  Free     0       Everyone   \n4104  56642847.0  Varies with device  1.000000e+09  Free     0       Everyone   \n4144   4828372.0  Varies with device  1.000000e+09  Free     0           Teen   \n4150   8021623.0  Varies with device  1.000000e+09  Free     0       Everyone   \n4153   3419464.0  Varies with device  1.000000e+09  Free     0       Everyone   \n4170   2728941.0  Varies with device  1.000000e+09  Free     0       Everyone   \n4234  10484169.0  Varies with device  1.000000e+09  Free     0       Everyone   \n5395  10847682.0  Varies with device  1.000000e+09  Free     0       Everyone   \n5856   7168735.0  Varies with device  1.000000e+09  Free     0           Teen   \n9844    878065.0                 13M  1.000000e+09  Free     0           Teen   \n\n                       Genres    Last Updated         Current Ver  \\\n152         Books & Reference  August 3, 2018  Varies with device   \n335             Communication  August 1, 2018  Varies with device   \n336             Communication  August 3, 2018  Varies with device   \n338             Communication  August 1, 2018  Varies with device   \n340             Communication  August 2, 2018  Varies with device   \n341             Communication   July 21, 2018  Varies with device   \n381             Communication  August 3, 2018  Varies with device   \n382             Communication  August 1, 2018  Varies with device   \n386             Communication   July 21, 2018  Varies with device   \n391             Communication  August 3, 2018  Varies with device   \n411             Communication  August 1, 2018  Varies with device   \n451             Communication  August 2, 2018  Varies with device   \n464             Communication   July 21, 2018  Varies with device   \n468             Communication  August 3, 2018  Varies with device   \n865             Entertainment   July 16, 2018  Varies with device   \n1654                   Arcade   July 12, 2018              1.90.0   \n1700                   Arcade   July 12, 2018              1.90.0   \n1750                   Arcade   July 12, 2018              1.90.0   \n1872                   Arcade   July 12, 2018              1.90.0   \n1917                   Arcade   July 12, 2018              1.90.0   \n2544                   Social  August 3, 2018  Varies with device   \n2545                   Social   July 31, 2018  Varies with device   \n2554                   Social   July 26, 2018  Varies with device   \n2604                   Social   July 31, 2018  Varies with device   \n2611                   Social   July 31, 2018  Varies with device   \n2808              Photography  August 6, 2018  Varies with device   \n2853              Photography  August 6, 2018  Varies with device   \n2884              Photography  August 6, 2018  Varies with device   \n3117           Travel & Local   July 31, 2018  Varies with device   \n3127           Travel & Local  August 6, 2018  Varies with device   \n3223           Travel & Local   July 31, 2018  Varies with device   \n3232           Travel & Local  August 6, 2018  Varies with device   \n3234                    Tools  August 3, 2018  Varies with device   \n3454             Productivity  August 6, 2018  Varies with device   \n3523             Productivity  August 6, 2018  Varies with device   \n3565             Productivity  August 6, 2018  Varies with device   \n3665  Video Players & Editors  August 2, 2018  Varies with device   \n3687  Video Players & Editors  August 6, 2018  Varies with device   \n3736         News & Magazines  August 1, 2018               5.2.0   \n3765         News & Magazines  August 1, 2018               5.2.0   \n3816         News & Magazines  August 1, 2018               5.2.0   \n3896                   Arcade   July 12, 2018              1.90.0   \n3904            Communication  August 3, 2018  Varies with device   \n3909                   Social   July 31, 2018  Varies with device   \n3928  Video Players & Editors  August 2, 2018  Varies with device   \n3943                   Social  August 3, 2018  Varies with device   \n3996            Communication  August 1, 2018  Varies with device   \n4096            Communication  August 2, 2018  Varies with device   \n4098           Travel & Local   July 31, 2018  Varies with device   \n4104            Communication  August 1, 2018  Varies with device   \n4144                   Social   July 26, 2018  Varies with device   \n4150                    Tools  August 3, 2018  Varies with device   \n4153            Communication   July 21, 2018  Varies with device   \n4170             Productivity   July 30, 2018  Varies with device   \n4234            Communication  August 3, 2018  Varies with device   \n5395              Photography  August 1, 2018  Varies with device   \n5856            Entertainment   July 16, 2018  Varies with device   \n9844         News & Magazines  August 1, 2018               5.2.0   \n\n             Android Ver  \n152   Varies with device  \n335   Varies with device  \n336   Varies with device  \n338   Varies with device  \n340   Varies with device  \n341   Varies with device  \n381   Varies with device  \n382   Varies with device  \n386   Varies with device  \n391   Varies with device  \n411   Varies with device  \n451   Varies with device  \n464   Varies with device  \n468   Varies with device  \n865   Varies with device  \n1654          4.1 and up  \n1700          4.1 and up  \n1750          4.1 and up  \n1872          4.1 and up  \n1917          4.1 and up  \n2544  Varies with device  \n2545  Varies with device  \n2554  Varies with device  \n2604  Varies with device  \n2611  Varies with device  \n2808  Varies with device  \n2853  Varies with device  \n2884  Varies with device  \n3117  Varies with device  \n3127  Varies with device  \n3223  Varies with device  \n3232  Varies with device  \n3234  Varies with device  \n3454  Varies with device  \n3523  Varies with device  \n3565  Varies with device  \n3665  Varies with device  \n3687  Varies with device  \n3736          4.4 and up  \n3765          4.4 and up  \n3816          4.4 and up  \n3896          4.1 and up  \n3904  Varies with device  \n3909  Varies with device  \n3928  Varies with device  \n3943  Varies with device  \n3996  Varies with device  \n4096  Varies with device  \n4098  Varies with device  \n4104  Varies with device  \n4144  Varies with device  \n4150  Varies with device  \n4153  Varies with device  \n4170  Varies with device  \n4234  Varies with device  \n5395  Varies with device  \n5856  Varies with device  \n9844          4.4 and up  ","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>App</th>\n      <th>Category</th>\n      <th>Rating</th>\n      <th>Reviews</th>\n      <th>Size</th>\n      <th>Installs</th>\n      <th>Type</th>\n      <th>Price</th>\n      <th>Content Rating</th>\n      <th>Genres</th>\n      <th>Last Updated</th>\n      <th>Current Ver</th>\n      <th>Android Ver</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>152</th>\n      <td>Google Play Books</td>\n      <td>BOOKS_AND_REFERENCE</td>\n      <td>3.9</td>\n      <td>1433233.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Teen</td>\n      <td>Books &amp; Reference</td>\n      <td>August 3, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>335</th>\n      <td>Messenger – Text and Video Chat for Free</td>\n      <td>COMMUNICATION</td>\n      <td>4.0</td>\n      <td>56642847.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Communication</td>\n      <td>August 1, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>336</th>\n      <td>WhatsApp Messenger</td>\n      <td>COMMUNICATION</td>\n      <td>4.4</td>\n      <td>69119316.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Communication</td>\n      <td>August 3, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>338</th>\n      <td>Google Chrome: Fast &amp; Secure</td>\n      <td>COMMUNICATION</td>\n      <td>4.3</td>\n      <td>9642995.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Communication</td>\n      <td>August 1, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>340</th>\n      <td>Gmail</td>\n      <td>COMMUNICATION</td>\n      <td>4.3</td>\n      <td>4604324.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Communication</td>\n      <td>August 2, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>341</th>\n      <td>Hangouts</td>\n      <td>COMMUNICATION</td>\n      <td>4.0</td>\n      <td>3419249.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Communication</td>\n      <td>July 21, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>381</th>\n      <td>WhatsApp Messenger</td>\n      <td>COMMUNICATION</td>\n      <td>4.4</td>\n      <td>69119316.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Communication</td>\n      <td>August 3, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>382</th>\n      <td>Messenger – Text and Video Chat for Free</td>\n      <td>COMMUNICATION</td>\n      <td>4.0</td>\n      <td>56646578.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Communication</td>\n      <td>August 1, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>386</th>\n      <td>Hangouts</td>\n      <td>COMMUNICATION</td>\n      <td>4.0</td>\n      <td>3419433.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Communication</td>\n      <td>July 21, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>391</th>\n      <td>Skype - free IM &amp; video calls</td>\n      <td>COMMUNICATION</td>\n      <td>4.1</td>\n      <td>10484169.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Communication</td>\n      <td>August 3, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>411</th>\n      <td>Google Chrome: Fast &amp; Secure</td>\n      <td>COMMUNICATION</td>\n      <td>4.3</td>\n      <td>9643041.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Communication</td>\n      <td>August 1, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>451</th>\n      <td>Gmail</td>\n      <td>COMMUNICATION</td>\n      <td>4.3</td>\n      <td>4604483.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Communication</td>\n      <td>August 2, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>464</th>\n      <td>Hangouts</td>\n      <td>COMMUNICATION</td>\n      <td>4.0</td>\n      <td>3419513.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Communication</td>\n      <td>July 21, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>468</th>\n      <td>Skype - free IM &amp; video calls</td>\n      <td>COMMUNICATION</td>\n      <td>4.1</td>\n      <td>10484169.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Communication</td>\n      <td>August 3, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>865</th>\n      <td>Google Play Games</td>\n      <td>ENTERTAINMENT</td>\n      <td>4.3</td>\n      <td>7165362.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Teen</td>\n      <td>Entertainment</td>\n      <td>July 16, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>1654</th>\n      <td>Subway Surfers</td>\n      <td>GAME</td>\n      <td>4.5</td>\n      <td>27722264.0</td>\n      <td>76M</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone 10+</td>\n      <td>Arcade</td>\n      <td>July 12, 2018</td>\n      <td>1.90.0</td>\n      <td>4.1 and up</td>\n    </tr>\n    <tr>\n      <th>1700</th>\n      <td>Subway Surfers</td>\n      <td>GAME</td>\n      <td>4.5</td>\n      <td>27723193.0</td>\n      <td>76M</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone 10+</td>\n      <td>Arcade</td>\n      <td>July 12, 2018</td>\n      <td>1.90.0</td>\n      <td>4.1 and up</td>\n    </tr>\n    <tr>\n      <th>1750</th>\n      <td>Subway Surfers</td>\n      <td>GAME</td>\n      <td>4.5</td>\n      <td>27724094.0</td>\n      <td>76M</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone 10+</td>\n      <td>Arcade</td>\n      <td>July 12, 2018</td>\n      <td>1.90.0</td>\n      <td>4.1 and up</td>\n    </tr>\n    <tr>\n      <th>1872</th>\n      <td>Subway Surfers</td>\n      <td>GAME</td>\n      <td>4.5</td>\n      <td>27725352.0</td>\n      <td>76M</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone 10+</td>\n      <td>Arcade</td>\n      <td>July 12, 2018</td>\n      <td>1.90.0</td>\n      <td>4.1 and up</td>\n    </tr>\n    <tr>\n      <th>1917</th>\n      <td>Subway Surfers</td>\n      <td>GAME</td>\n      <td>4.5</td>\n      <td>27725352.0</td>\n      <td>76M</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone 10+</td>\n      <td>Arcade</td>\n      <td>July 12, 2018</td>\n      <td>1.90.0</td>\n      <td>4.1 and up</td>\n    </tr>\n    <tr>\n      <th>2544</th>\n      <td>Facebook</td>\n      <td>SOCIAL</td>\n      <td>4.1</td>\n      <td>78158306.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Teen</td>\n      <td>Social</td>\n      <td>August 3, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>2545</th>\n      <td>Instagram</td>\n      <td>SOCIAL</td>\n      <td>4.5</td>\n      <td>66577313.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Teen</td>\n      <td>Social</td>\n      <td>July 31, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>2554</th>\n      <td>Google+</td>\n      <td>SOCIAL</td>\n      <td>4.2</td>\n      <td>4831125.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Teen</td>\n      <td>Social</td>\n      <td>July 26, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>2604</th>\n      <td>Instagram</td>\n      <td>SOCIAL</td>\n      <td>4.5</td>\n      <td>66577446.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Teen</td>\n      <td>Social</td>\n      <td>July 31, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>2611</th>\n      <td>Instagram</td>\n      <td>SOCIAL</td>\n      <td>4.5</td>\n      <td>66577313.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Teen</td>\n      <td>Social</td>\n      <td>July 31, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>2808</th>\n      <td>Google Photos</td>\n      <td>PHOTOGRAPHY</td>\n      <td>4.5</td>\n      <td>10858556.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Photography</td>\n      <td>August 6, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>2853</th>\n      <td>Google Photos</td>\n      <td>PHOTOGRAPHY</td>\n      <td>4.5</td>\n      <td>10858538.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Photography</td>\n      <td>August 6, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>2884</th>\n      <td>Google Photos</td>\n      <td>PHOTOGRAPHY</td>\n      <td>4.5</td>\n      <td>10859051.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Photography</td>\n      <td>August 6, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>3117</th>\n      <td>Maps - Navigate &amp; Explore</td>\n      <td>TRAVEL_AND_LOCAL</td>\n      <td>4.3</td>\n      <td>9235155.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Travel &amp; Local</td>\n      <td>July 31, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>3127</th>\n      <td>Google Street View</td>\n      <td>TRAVEL_AND_LOCAL</td>\n      <td>4.2</td>\n      <td>2129689.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Travel &amp; Local</td>\n      <td>August 6, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>3223</th>\n      <td>Maps - Navigate &amp; Explore</td>\n      <td>TRAVEL_AND_LOCAL</td>\n      <td>4.3</td>\n      <td>9235373.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Travel &amp; Local</td>\n      <td>July 31, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>3232</th>\n      <td>Google Street View</td>\n      <td>TRAVEL_AND_LOCAL</td>\n      <td>4.2</td>\n      <td>2129707.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Travel &amp; Local</td>\n      <td>August 6, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>3234</th>\n      <td>Google</td>\n      <td>TOOLS</td>\n      <td>4.4</td>\n      <td>8033493.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Tools</td>\n      <td>August 3, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>3454</th>\n      <td>Google Drive</td>\n      <td>PRODUCTIVITY</td>\n      <td>4.4</td>\n      <td>2731171.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Productivity</td>\n      <td>August 6, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>3523</th>\n      <td>Google Drive</td>\n      <td>PRODUCTIVITY</td>\n      <td>4.4</td>\n      <td>2731211.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Productivity</td>\n      <td>August 6, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>3565</th>\n      <td>Google Drive</td>\n      <td>PRODUCTIVITY</td>\n      <td>4.4</td>\n      <td>2731211.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Productivity</td>\n      <td>August 6, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>3665</th>\n      <td>YouTube</td>\n      <td>VIDEO_PLAYERS</td>\n      <td>4.3</td>\n      <td>25655305.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Teen</td>\n      <td>Video Players &amp; Editors</td>\n      <td>August 2, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>3687</th>\n      <td>Google Play Movies &amp; TV</td>\n      <td>VIDEO_PLAYERS</td>\n      <td>3.7</td>\n      <td>906384.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Teen</td>\n      <td>Video Players &amp; Editors</td>\n      <td>August 6, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>3736</th>\n      <td>Google News</td>\n      <td>NEWS_AND_MAGAZINES</td>\n      <td>3.9</td>\n      <td>877635.0</td>\n      <td>13M</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Teen</td>\n      <td>News &amp; Magazines</td>\n      <td>August 1, 2018</td>\n      <td>5.2.0</td>\n      <td>4.4 and up</td>\n    </tr>\n    <tr>\n      <th>3765</th>\n      <td>Google News</td>\n      <td>NEWS_AND_MAGAZINES</td>\n      <td>3.9</td>\n      <td>877635.0</td>\n      <td>13M</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Teen</td>\n      <td>News &amp; Magazines</td>\n      <td>August 1, 2018</td>\n      <td>5.2.0</td>\n      <td>4.4 and up</td>\n    </tr>\n    <tr>\n      <th>3816</th>\n      <td>Google News</td>\n      <td>NEWS_AND_MAGAZINES</td>\n      <td>3.9</td>\n      <td>877643.0</td>\n      <td>13M</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Teen</td>\n      <td>News &amp; Magazines</td>\n      <td>August 1, 2018</td>\n      <td>5.2.0</td>\n      <td>4.4 and up</td>\n    </tr>\n    <tr>\n      <th>3896</th>\n      <td>Subway Surfers</td>\n      <td>GAME</td>\n      <td>4.5</td>\n      <td>27711703.0</td>\n      <td>76M</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone 10+</td>\n      <td>Arcade</td>\n      <td>July 12, 2018</td>\n      <td>1.90.0</td>\n      <td>4.1 and up</td>\n    </tr>\n    <tr>\n      <th>3904</th>\n      <td>WhatsApp Messenger</td>\n      <td>COMMUNICATION</td>\n      <td>4.4</td>\n      <td>69109672.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Communication</td>\n      <td>August 3, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>3909</th>\n      <td>Instagram</td>\n      <td>SOCIAL</td>\n      <td>4.5</td>\n      <td>66509917.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Teen</td>\n      <td>Social</td>\n      <td>July 31, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>3928</th>\n      <td>YouTube</td>\n      <td>VIDEO_PLAYERS</td>\n      <td>4.3</td>\n      <td>25623548.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Teen</td>\n      <td>Video Players &amp; Editors</td>\n      <td>August 2, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>3943</th>\n      <td>Facebook</td>\n      <td>SOCIAL</td>\n      <td>4.1</td>\n      <td>78128208.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Teen</td>\n      <td>Social</td>\n      <td>August 3, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>3996</th>\n      <td>Google Chrome: Fast &amp; Secure</td>\n      <td>COMMUNICATION</td>\n      <td>4.3</td>\n      <td>9642112.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Communication</td>\n      <td>August 1, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>4096</th>\n      <td>Gmail</td>\n      <td>COMMUNICATION</td>\n      <td>4.3</td>\n      <td>4604324.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Communication</td>\n      <td>August 2, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>4098</th>\n      <td>Maps - Navigate &amp; Explore</td>\n      <td>TRAVEL_AND_LOCAL</td>\n      <td>4.3</td>\n      <td>9231613.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Travel &amp; Local</td>\n      <td>July 31, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>4104</th>\n      <td>Messenger – Text and Video Chat for Free</td>\n      <td>COMMUNICATION</td>\n      <td>4.0</td>\n      <td>56642847.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Communication</td>\n      <td>August 1, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>4144</th>\n      <td>Google+</td>\n      <td>SOCIAL</td>\n      <td>4.2</td>\n      <td>4828372.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Teen</td>\n      <td>Social</td>\n      <td>July 26, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>4150</th>\n      <td>Google</td>\n      <td>TOOLS</td>\n      <td>4.4</td>\n      <td>8021623.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Tools</td>\n      <td>August 3, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>4153</th>\n      <td>Hangouts</td>\n      <td>COMMUNICATION</td>\n      <td>4.0</td>\n      <td>3419464.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Communication</td>\n      <td>July 21, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>4170</th>\n      <td>Google Drive</td>\n      <td>PRODUCTIVITY</td>\n      <td>4.4</td>\n      <td>2728941.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Productivity</td>\n      <td>July 30, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>4234</th>\n      <td>Skype - free IM &amp; video calls</td>\n      <td>COMMUNICATION</td>\n      <td>4.1</td>\n      <td>10484169.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Communication</td>\n      <td>August 3, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>5395</th>\n      <td>Google Photos</td>\n      <td>PHOTOGRAPHY</td>\n      <td>4.5</td>\n      <td>10847682.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Everyone</td>\n      <td>Photography</td>\n      <td>August 1, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>5856</th>\n      <td>Google Play Games</td>\n      <td>FAMILY</td>\n      <td>4.3</td>\n      <td>7168735.0</td>\n      <td>Varies with device</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Teen</td>\n      <td>Entertainment</td>\n      <td>July 16, 2018</td>\n      <td>Varies with device</td>\n      <td>Varies with device</td>\n    </tr>\n    <tr>\n      <th>9844</th>\n      <td>Google News</td>\n      <td>NEWS_AND_MAGAZINES</td>\n      <td>3.9</td>\n      <td>878065.0</td>\n      <td>13M</td>\n      <td>1.000000e+09</td>\n      <td>Free</td>\n      <td>0</td>\n      <td>Teen</td>\n      <td>News &amp; Magazines</td>\n      <td>August 1, 2018</td>\n      <td>5.2.0</td>\n      <td>4.4 and up</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]}]}