Customer Sentiment Analysis.ipynb

{
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  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: plotly in f:\\python 3.10\\lib\\site-packages (5.22.0)\n",
      "Requirement already satisfied: tenacity>=6.2.0 in f:\\python 3.10\\lib\\site-packages (from plotly) (8.4.2)\n",
      "Requirement already satisfied: packaging in c:\\users\\wwwdi\\appdata\\roaming\\python\\python312\\site-packages (from plotly) (23.2)\n"
     ]
    }
   ],
   "source": [
    "!pip install plotly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib as mlp\n",
    "import matplotlib.pyplot as plt\n",
    "import plotly \n",
    "import plotly.express as px\n",
    "import plotly.graph_objs as go\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</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>0</td>\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>1</td>\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>2</td>\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>3</td>\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>4</td>\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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0                                                App  \\\n",
       "0           0     Photo Editor & Candy Camera & Grid & ScrapBook   \n",
       "1           1                                Coloring book moana   \n",
       "2           2  U Launcher Lite – FREE Live Cool Themes, Hide ...   \n",
       "3           3                              Sketch - Draw & Paint   \n",
       "4           4              Pixel Draw - Number Art Coloring Book   \n",
       "\n",
       "         Category  Rating  Reviews  Size     Installs  Type Price  \\\n",
       "0  ART_AND_DESIGN     4.1      159   19M      10,000+  Free     0   \n",
       "1  ART_AND_DESIGN     3.9      967   14M     500,000+  Free     0   \n",
       "2  ART_AND_DESIGN     4.7    87510  8.7M   5,000,000+  Free     0   \n",
       "3  ART_AND_DESIGN     4.5   215644   25M  50,000,000+  Free     0   \n",
       "4  ART_AND_DESIGN     4.3      967  2.8M     100,000+  Free     0   \n",
       "\n",
       "  Content Rating                     Genres      Last Updated  \\\n",
       "0       Everyone               Art & Design   January 7, 2018   \n",
       "1       Everyone  Art & Design;Pretend Play  January 15, 2018   \n",
       "2       Everyone               Art & Design    August 1, 2018   \n",
       "3           Teen               Art & Design      June 8, 2018   \n",
       "4       Everyone    Art & Design;Creativity     June 20, 2018   \n",
       "\n",
       "          Current Ver   Android Ver  \n",
       "0               1.0.0  4.0.3 and up  \n",
       "1               2.0.0  4.0.3 and up  \n",
       "2               1.2.4  4.0.3 and up  \n",
       "3  Varies with device    4.2 and up  \n",
       "4                 1.1    4.4 and up  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_with_duplicates = pd.read_csv(\"apps.csv\")\n",
    "data_with_duplicates.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>Unnamed: 0</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>0</td>\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>1</td>\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>2</td>\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>3</td>\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>4</td>\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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0                                                App  \\\n",
       "0           0     Photo Editor & Candy Camera & Grid & ScrapBook   \n",
       "1           1                                Coloring book moana   \n",
       "2           2  U Launcher Lite – FREE Live Cool Themes, Hide ...   \n",
       "3           3                              Sketch - Draw & Paint   \n",
       "4           4              Pixel Draw - Number Art Coloring Book   \n",
       "\n",
       "         Category  Rating  Reviews  Size     Installs  Type Price  \\\n",
       "0  ART_AND_DESIGN     4.1      159   19M      10,000+  Free     0   \n",
       "1  ART_AND_DESIGN     3.9      967   14M     500,000+  Free     0   \n",
       "2  ART_AND_DESIGN     4.7    87510  8.7M   5,000,000+  Free     0   \n",
       "3  ART_AND_DESIGN     4.5   215644   25M  50,000,000+  Free     0   \n",
       "4  ART_AND_DESIGN     4.3      967  2.8M     100,000+  Free     0   \n",
       "\n",
       "  Content Rating                     Genres      Last Updated  \\\n",
       "0       Everyone               Art & Design   January 7, 2018   \n",
       "1       Everyone  Art & Design;Pretend Play  January 15, 2018   \n",
       "2       Everyone               Art & Design    August 1, 2018   \n",
       "3           Teen               Art & Design      June 8, 2018   \n",
       "4       Everyone    Art & Design;Creativity     June 20, 2018   \n",
       "\n",
       "          Current Ver   Android Ver  \n",
       "0               1.0.0  4.0.3 and up  \n",
       "1               2.0.0  4.0.3 and up  \n",
       "2               1.2.4  4.0.3 and up  \n",
       "3  Varies with device    4.2 and up  \n",
       "4                 1.1    4.4 and up  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = data_with_duplicates.drop_duplicates() #removing duplicate values\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of apps 9659\n"
     ]
    }
   ],
   "source": [
    "print(\"Total number of apps {}\".format(data['App'].count()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#cleaning data\n",
    "remove_char = ('+' , '$' , 'M' , ',' ) \n",
    "clean_col = ('Size','Installs','Price')\n",
    "for i in clean_col:\n",
    "    data[i] = data[i].astype(str)\n",
    "    for j in remove_char:\n",
    "        data[i] = data[i].str.replace(j,'')\n",
    "    data[i] = data[i].astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of categories 33\n"
     ]
    },
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       "data": [
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         "name": "Number of apps in each category",
         "type": "bar",
         "x": [
          "FAMILY",
          "GAME",
          "TOOLS",
          "BUSINESS",
          "MEDICAL",
          "PERSONALIZATION",
          "PRODUCTIVITY",
          "LIFESTYLE",
          "FINANCE",
          "SPORTS",
          "COMMUNICATION",
          "HEALTH_AND_FITNESS",
          "PHOTOGRAPHY",
          "NEWS_AND_MAGAZINES",
          "SOCIAL",
          "BOOKS_AND_REFERENCE",
          "TRAVEL_AND_LOCAL",
          "SHOPPING",
          "DATING",
          "VIDEO_PLAYERS",
          "MAPS_AND_NAVIGATION",
          "EDUCATION",
          "FOOD_AND_DRINK",
          "ENTERTAINMENT",
          "AUTO_AND_VEHICLES",
          "LIBRARIES_AND_DEMO",
          "WEATHER",
          "HOUSE_AND_HOME",
          "EVENTS",
          "ART_AND_DESIGN",
          "PARENTING",
          "COMICS",
          "BEAUTY"
         ],
         "y": [
          1832,
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          420,
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          376,
          374,
          369,
          345,
          325,
          315,
          288,
          281,
          254,
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    "print(\"Number of categories {}\".format(len(set(data['Category'])))) #total number of unique characters\n",
    "apps_in_category = data['Category'].value_counts().sort_values(ascending=False) # sorting number of apps in each category \n",
    "data1 = go.Bar(\n",
    "    x=apps_in_category.index, #category name\n",
    "    y=apps_in_category.values, # category count\n",
    "    name = 'Number of apps in each category',\n",
    "    )   #plotting \n",
    "fig = go.Figure(data1)\n",
    "fig.show()\n",
    "\n"
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   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
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     "text": [
      "Average rating of apps: 4.173243045387994\n"
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   "source": [
    "#Average app rating\n",
    "print(\"Average rating of apps: {}\".format(data['Rating'].mean()))"
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   "execution_count": 31,
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          4,
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          4,
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          4,
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          4,
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          4,
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          4,
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          4,
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          4,
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          4,
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          4,
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          4,
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          4,
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          5,
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          4,
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          1,
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          4,
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          4,
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          4,
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          4,
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          5,
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          4,
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          4,
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          4,
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          4,
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          4,
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          2,
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          2,
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          null,
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          null,
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          null,
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          null,
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          null,
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          5,
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          4,
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          null,
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          4.1,
          4.1,
          4.4,
          4.2,
          4.1,
          4.3,
          4.3,
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        },
        "title": {
         "text": "Distribution of app ratings"
        },
        "xaxis": {
         "title": {
          "text": "Rating"
         }
        },
        "yaxis": {
         "title": {
          "text": "Count/Number of apps"
         }
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Distribution of apps according to their ratings\n",
    "data2 = [go.Histogram(\n",
    "    x=data['Rating'],\n",
    "    xbins={'start':1,'size':0.1,'end':5}\n",
    ")]\n",
    "\n",
    "fig = go.Figure(data2)\n",
    "fig.update_layout(\n",
    "    title='Distribution of app ratings',\n",
    "    xaxis_title='Rating',\n",
    "    yaxis_title='Count/Number of apps',\n",
    ")\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Size vs Rating Price vs Rating"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style('darkgrid')\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "large_categories = data.groupby('Category').filter(lambda x: len(x)<= 250).reset_index()\n",
    "plt1 = sns.jointplot(\n",
    "    x='Size',\n",
    "    y='Rating',\n",
    "    data=large_categories,\n",
    "    kind='reg',\n",
    "  \n",
    ")\n",
    "plt1.set_axis_labels('Size', 'Rating')\n",
    "plt1.fig.suptitle('Size vs Rating', fontsize=20, y=1.1)\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "paid_apps = data[data['Type']=='Paid']\n",
    "plt2 = sns.jointplot(\n",
    "    x=\"Price\",\n",
    "    y='Rating',\n",
    "    \n",
    "    data=data,\n",
    "    kind='reg'\n",
    "   \n",
    ")\n",
    "plt2.fig.suptitle(\"Size vs Rating\",fontsize=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Apps pricing trend across categories')"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Relation between app category and app price\n",
    "fig,ax=plt.subplots(figsize=(15,8))\n",
    "popular_apps = data[data.Category.isin(['GAME', 'FAMILY', 'PHOTOGRAPHY', 'MEDICAL', 'TOOLS', 'FINANCE', 'LIFESTYLE', 'BUSINESS'])]\n",
    "ax = sns.stripplot(\n",
    "    x='Category',y='Price',data=popular_apps,\n",
    "    size=10, hue='Category'\n",
    ")\n",
    "ax.set_title(\"Apps pricing trend across categories\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>Unnamed: 0</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>3327</th>\n",
       "      <td>4197</td>\n",
       "      <td>most expensive app (H)</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>4.3</td>\n",
       "      <td>6</td>\n",
       "      <td>1.500</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>399.99</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Entertainment</td>\n",
       "      <td>July 16, 2018</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3465</th>\n",
       "      <td>4362</td>\n",
       "      <td>💎 I'm rich</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>3.8</td>\n",
       "      <td>718</td>\n",
       "      <td>26.000</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>399.99</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Lifestyle</td>\n",
       "      <td>March 11, 2018</td>\n",
       "      <td>1.0.0</td>\n",
       "      <td>4.4 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3469</th>\n",
       "      <td>4367</td>\n",
       "      <td>I'm Rich - Trump Edition</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>3.6</td>\n",
       "      <td>275</td>\n",
       "      <td>7.300</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>400.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Lifestyle</td>\n",
       "      <td>May 3, 2018</td>\n",
       "      <td>1.0.1</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4396</th>\n",
       "      <td>5351</td>\n",
       "      <td>I am rich</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>3.8</td>\n",
       "      <td>3547</td>\n",
       "      <td>1.800</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>399.99</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Lifestyle</td>\n",
       "      <td>January 12, 2018</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4398</th>\n",
       "      <td>5354</td>\n",
       "      <td>I am Rich Plus</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>4.0</td>\n",
       "      <td>856</td>\n",
       "      <td>8.700</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>399.99</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Entertainment</td>\n",
       "      <td>May 19, 2018</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.4 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4399</th>\n",
       "      <td>5355</td>\n",
       "      <td>I am rich VIP</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>3.8</td>\n",
       "      <td>411</td>\n",
       "      <td>2.600</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>299.99</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Lifestyle</td>\n",
       "      <td>July 21, 2018</td>\n",
       "      <td>1.1.1</td>\n",
       "      <td>4.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4400</th>\n",
       "      <td>5356</td>\n",
       "      <td>I Am Rich Premium</td>\n",
       "      <td>FINANCE</td>\n",
       "      <td>4.1</td>\n",
       "      <td>1867</td>\n",
       "      <td>4.700</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>399.99</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Finance</td>\n",
       "      <td>November 12, 2017</td>\n",
       "      <td>1.6</td>\n",
       "      <td>4.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4401</th>\n",
       "      <td>5357</td>\n",
       "      <td>I am extremely Rich</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>2.9</td>\n",
       "      <td>41</td>\n",
       "      <td>2.900</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>379.99</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Lifestyle</td>\n",
       "      <td>July 1, 2018</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4402</th>\n",
       "      <td>5358</td>\n",
       "      <td>I am Rich!</td>\n",
       "      <td>FINANCE</td>\n",
       "      <td>3.8</td>\n",
       "      <td>93</td>\n",
       "      <td>22.000</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>399.99</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Finance</td>\n",
       "      <td>December 11, 2017</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4403</th>\n",
       "      <td>5359</td>\n",
       "      <td>I am rich(premium)</td>\n",
       "      <td>FINANCE</td>\n",
       "      <td>3.5</td>\n",
       "      <td>472</td>\n",
       "      <td>0.965</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>399.99</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Finance</td>\n",
       "      <td>May 1, 2017</td>\n",
       "      <td>3.4</td>\n",
       "      <td>4.4 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4406</th>\n",
       "      <td>5362</td>\n",
       "      <td>I Am Rich Pro</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>4.4</td>\n",
       "      <td>201</td>\n",
       "      <td>2.700</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>399.99</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Entertainment</td>\n",
       "      <td>May 30, 2017</td>\n",
       "      <td>1.54</td>\n",
       "      <td>1.6 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4408</th>\n",
       "      <td>5364</td>\n",
       "      <td>I am rich (Most expensive app)</td>\n",
       "      <td>FINANCE</td>\n",
       "      <td>4.1</td>\n",
       "      <td>129</td>\n",
       "      <td>2.700</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>399.99</td>\n",
       "      <td>Teen</td>\n",
       "      <td>Finance</td>\n",
       "      <td>December 6, 2017</td>\n",
       "      <td>2</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4410</th>\n",
       "      <td>5366</td>\n",
       "      <td>I Am Rich</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>3.6</td>\n",
       "      <td>217</td>\n",
       "      <td>4.900</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>389.99</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Entertainment</td>\n",
       "      <td>June 22, 2018</td>\n",
       "      <td>1.5</td>\n",
       "      <td>4.2 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4413</th>\n",
       "      <td>5369</td>\n",
       "      <td>I am Rich</td>\n",
       "      <td>FINANCE</td>\n",
       "      <td>4.3</td>\n",
       "      <td>180</td>\n",
       "      <td>3.800</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>399.99</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Finance</td>\n",
       "      <td>March 22, 2018</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.2 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4417</th>\n",
       "      <td>5373</td>\n",
       "      <td>I AM RICH PRO PLUS</td>\n",
       "      <td>FINANCE</td>\n",
       "      <td>4.0</td>\n",
       "      <td>36</td>\n",
       "      <td>41.000</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>399.99</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Finance</td>\n",
       "      <td>June 25, 2018</td>\n",
       "      <td>1.0.2</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8763</th>\n",
       "      <td>9917</td>\n",
       "      <td>Eu Sou Rico</td>\n",
       "      <td>FINANCE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1.400</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>394.99</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Finance</td>\n",
       "      <td>July 11, 2018</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8780</th>\n",
       "      <td>9934</td>\n",
       "      <td>I'm Rich/Eu sou Rico/أنا غني/我很有錢</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>40.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>399.99</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Lifestyle</td>\n",
       "      <td>December 1, 2017</td>\n",
       "      <td>MONEY</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0                                App   Category  Rating  \\\n",
       "3327        4197             most expensive app (H)     FAMILY     4.3   \n",
       "3465        4362                         💎 I'm rich  LIFESTYLE     3.8   \n",
       "3469        4367           I'm Rich - Trump Edition  LIFESTYLE     3.6   \n",
       "4396        5351                          I am rich  LIFESTYLE     3.8   \n",
       "4398        5354                     I am Rich Plus     FAMILY     4.0   \n",
       "4399        5355                      I am rich VIP  LIFESTYLE     3.8   \n",
       "4400        5356                  I Am Rich Premium    FINANCE     4.1   \n",
       "4401        5357                I am extremely Rich  LIFESTYLE     2.9   \n",
       "4402        5358                         I am Rich!    FINANCE     3.8   \n",
       "4403        5359                 I am rich(premium)    FINANCE     3.5   \n",
       "4406        5362                      I Am Rich Pro     FAMILY     4.4   \n",
       "4408        5364     I am rich (Most expensive app)    FINANCE     4.1   \n",
       "4410        5366                          I Am Rich     FAMILY     3.6   \n",
       "4413        5369                          I am Rich    FINANCE     4.3   \n",
       "4417        5373                 I AM RICH PRO PLUS    FINANCE     4.0   \n",
       "8763        9917                        Eu Sou Rico    FINANCE     NaN   \n",
       "8780        9934  I'm Rich/Eu sou Rico/أنا غني/我很有錢  LIFESTYLE     NaN   \n",
       "\n",
       "      Reviews    Size  Installs  Type   Price Content Rating         Genres  \\\n",
       "3327        6   1.500     100.0  Paid  399.99       Everyone  Entertainment   \n",
       "3465      718  26.000   10000.0  Paid  399.99       Everyone      Lifestyle   \n",
       "3469      275   7.300   10000.0  Paid  400.00       Everyone      Lifestyle   \n",
       "4396     3547   1.800  100000.0  Paid  399.99       Everyone      Lifestyle   \n",
       "4398      856   8.700   10000.0  Paid  399.99       Everyone  Entertainment   \n",
       "4399      411   2.600   10000.0  Paid  299.99       Everyone      Lifestyle   \n",
       "4400     1867   4.700   50000.0  Paid  399.99       Everyone        Finance   \n",
       "4401       41   2.900    1000.0  Paid  379.99       Everyone      Lifestyle   \n",
       "4402       93  22.000    1000.0  Paid  399.99       Everyone        Finance   \n",
       "4403      472   0.965    5000.0  Paid  399.99       Everyone        Finance   \n",
       "4406      201   2.700    5000.0  Paid  399.99       Everyone  Entertainment   \n",
       "4408      129   2.700    1000.0  Paid  399.99           Teen        Finance   \n",
       "4410      217   4.900   10000.0  Paid  389.99       Everyone  Entertainment   \n",
       "4413      180   3.800    5000.0  Paid  399.99       Everyone        Finance   \n",
       "4417       36  41.000    1000.0  Paid  399.99       Everyone        Finance   \n",
       "8763        0   1.400       0.0  Paid  394.99       Everyone        Finance   \n",
       "8780        0  40.000       0.0  Paid  399.99       Everyone      Lifestyle   \n",
       "\n",
       "           Last Updated Current Ver   Android Ver  \n",
       "3327      July 16, 2018         1.0    7.0 and up  \n",
       "3465     March 11, 2018       1.0.0    4.4 and up  \n",
       "3469        May 3, 2018       1.0.1    4.1 and up  \n",
       "4396   January 12, 2018         2.0  4.0.3 and up  \n",
       "4398       May 19, 2018         3.0    4.4 and up  \n",
       "4399      July 21, 2018       1.1.1    4.3 and up  \n",
       "4400  November 12, 2017         1.6    4.0 and up  \n",
       "4401       July 1, 2018         1.0    4.0 and up  \n",
       "4402  December 11, 2017         1.0    4.1 and up  \n",
       "4403        May 1, 2017         3.4    4.4 and up  \n",
       "4406       May 30, 2017        1.54    1.6 and up  \n",
       "4408   December 6, 2017           2  4.0.3 and up  \n",
       "4410      June 22, 2018         1.5    4.2 and up  \n",
       "4413     March 22, 2018         1.0    4.2 and up  \n",
       "4417      June 25, 2018       1.0.2    4.1 and up  \n",
       "8763      July 11, 2018         1.0  4.0.3 and up  \n",
       "8780   December 1, 2017       MONEY    4.1 and up  "
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apps_above_200 = popular_apps[popular_apps['Price']>200]\n",
    "apps_above_200"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</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>187</th>\n",
       "      <td>187</td>\n",
       "      <td>Visual Voicemail by MetroPCS</td>\n",
       "      <td>BUSINESS</td>\n",
       "      <td>4.1</td>\n",
       "      <td>16129</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Business</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>188</th>\n",
       "      <td>188</td>\n",
       "      <td>Indeed Job Search</td>\n",
       "      <td>BUSINESS</td>\n",
       "      <td>4.3</td>\n",
       "      <td>674730</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Business</td>\n",
       "      <td>May 21, 2018</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>Varies with device</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>189</td>\n",
       "      <td>Uber Driver</td>\n",
       "      <td>BUSINESS</td>\n",
       "      <td>4.4</td>\n",
       "      <td>1254730</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Business</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>190</th>\n",
       "      <td>190</td>\n",
       "      <td>ADP Mobile Solutions</td>\n",
       "      <td>BUSINESS</td>\n",
       "      <td>4.3</td>\n",
       "      <td>85185</td>\n",
       "      <td>29.0</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Business</td>\n",
       "      <td>July 17, 2018</td>\n",
       "      <td>3.4.2</td>\n",
       "      <td>5.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>191</td>\n",
       "      <td>Snag - Jobs Hiring Now</td>\n",
       "      <td>BUSINESS</td>\n",
       "      <td>4.3</td>\n",
       "      <td>32584</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Business</td>\n",
       "      <td>May 4, 2018</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>Varies with device</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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9653</th>\n",
       "      <td>10835</td>\n",
       "      <td>FR Forms</td>\n",
       "      <td>BUSINESS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>9.6</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Business</td>\n",
       "      <td>September 29, 2016</td>\n",
       "      <td>1.1.5</td>\n",
       "      <td>4.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9654</th>\n",
       "      <td>10836</td>\n",
       "      <td>Sya9a Maroc - FR</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>4.5</td>\n",
       "      <td>38</td>\n",
       "      <td>53.0</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</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>9655</th>\n",
       "      <td>10837</td>\n",
       "      <td>Fr. Mike Schmitz Audio Teachings</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4</td>\n",
       "      <td>3.6</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</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>9656</th>\n",
       "      <td>10838</td>\n",
       "      <td>Parkinson Exercices FR</td>\n",
       "      <td>MEDICAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>9.5</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</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>9658</th>\n",
       "      <td>10840</td>\n",
       "      <td>iHoroscope - 2018 Daily Horoscope &amp; Astrology</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>4.5</td>\n",
       "      <td>398307</td>\n",
       "      <td>19.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</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>5410 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0                                            App   Category  \\\n",
       "187          187                   Visual Voicemail by MetroPCS   BUSINESS   \n",
       "188          188                              Indeed Job Search   BUSINESS   \n",
       "189          189                                    Uber Driver   BUSINESS   \n",
       "190          190                           ADP Mobile Solutions   BUSINESS   \n",
       "191          191                         Snag - Jobs Hiring Now   BUSINESS   \n",
       "...          ...                                            ...        ...   \n",
       "9653       10835                                       FR Forms   BUSINESS   \n",
       "9654       10836                               Sya9a Maroc - FR     FAMILY   \n",
       "9655       10837               Fr. Mike Schmitz Audio Teachings     FAMILY   \n",
       "9656       10838                         Parkinson Exercices FR    MEDICAL   \n",
       "9658       10840  iHoroscope - 2018 Daily Horoscope & Astrology  LIFESTYLE   \n",
       "\n",
       "      Rating  Reviews  Size    Installs  Type  Price Content Rating  \\\n",
       "187      4.1    16129   NaN  10000000.0  Free    0.0       Everyone   \n",
       "188      4.3   674730   NaN  50000000.0  Free    0.0       Everyone   \n",
       "189      4.4  1254730   NaN  10000000.0  Free    0.0       Everyone   \n",
       "190      4.3    85185  29.0   5000000.0  Free    0.0       Everyone   \n",
       "191      4.3    32584   NaN   1000000.0  Free    0.0       Everyone   \n",
       "...      ...      ...   ...         ...   ...    ...            ...   \n",
       "9653     NaN        0   9.6        10.0  Free    0.0       Everyone   \n",
       "9654     4.5       38  53.0      5000.0  Free    0.0       Everyone   \n",
       "9655     5.0        4   3.6       100.0  Free    0.0       Everyone   \n",
       "9656     NaN        3   9.5      1000.0  Free    0.0       Everyone   \n",
       "9658     4.5   398307  19.0  10000000.0  Free    0.0       Everyone   \n",
       "\n",
       "         Genres        Last Updated         Current Ver         Android Ver  \n",
       "187    Business       July 30, 2018  Varies with device  Varies with device  \n",
       "188    Business        May 21, 2018  Varies with device  Varies with device  \n",
       "189    Business      August 3, 2018  Varies with device  Varies with device  \n",
       "190    Business       July 17, 2018               3.4.2          5.0 and up  \n",
       "191    Business         May 4, 2018  Varies with device  Varies with device  \n",
       "...         ...                 ...                 ...                 ...  \n",
       "9653   Business  September 29, 2016               1.1.5          4.0 and up  \n",
       "9654  Education       July 25, 2017                1.48          4.1 and up  \n",
       "9655  Education        July 6, 2018                 1.0          4.1 and up  \n",
       "9656    Medical    January 20, 2017                 1.0          2.2 and up  \n",
       "9658  Lifestyle       July 25, 2018  Varies with device  Varies with device  \n",
       "\n",
       "[5410 rows x 14 columns]"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apps_below_100 = popular_apps[popular_apps['Price']<100]\n",
    "apps_below_100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'App pricing trends above 200')"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1500x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(nrows=1,ncols=2,figsize=(15,8))\n",
    "sns.stripplot(\n",
    "    x='Price',\n",
    "    y='Category',\n",
    "    data = apps_below_100,\n",
    "    ax=ax[0], jitter=True\n",
    ")\n",
    "ax[0].set_title(\"App pricing trends below 200\")\n",
    "sns.stripplot(\n",
    "    x='Price',\n",
    "    y='Category',\n",
    "    data = apps_above_200,\n",
    "    ax=ax[1],color='orange'\n",
    ")\n",
    "ax[1].set_title(\"App pricing trends above 200\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
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         "name": "Paid",
         "type": "box",
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           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "text": "Number of downloads of paid vs free apps"
        },
        "yaxis": {
         "autorange": true,
         "title": {
          "text": "Number of downloads"
         },
         "type": "log"
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "trace1 = go.Box(\n",
    "    name=\"Paid\",\n",
    "    y=data[\"Installs\"][data[\"Type\"] == \"Paid\"]\n",
    ")\n",
    "trace2 = go.Box(\n",
    "    name=\"Free\",\n",
    "    y=data[\"Installs\"][data[\"Type\"] == \"Free\"]\n",
    ")\n",
    "layout= go.Layout(\n",
    "    title=\"Number of downloads of paid vs free apps\",\n",
    "    yaxis=dict(\n",
    "        title=\"Number of downloads\",\n",
    "        type=\"log\",\n",
    "        autorange=True\n",
    "    ),\n",
    "    )\n",
    "data_list = [trace1,trace2]\n",
    "fig = go.Figure(data=data_list,layout=layout)\n",
    "fig.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Sentiment Polarity Distribution')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1100x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "# Load user_reviews.csv\n",
    "reviews_df = pd.read_csv('user_reviews.csv')\n",
    "# Join and merge the two dataframe\n",
    "merged_df = pd.merge(data, reviews_df, on='App', how = \"inner\")\n",
    "# Drop NA values from Sentiment and Translated_Review columns\n",
    "merged_df = merged_df.dropna(subset=['Sentiment', 'Translated_Review'])\n",
    "\n",
    "sns.set_style('ticks')\n",
    "fig, ax = plt.subplots()\n",
    "fig.set_size_inches(11, 8)\n",
    "\n",
    "# User review sentiment polarity for paid vs. free apps\n",
    "ax = sns.boxplot(x = 'Type', y = 'Sentiment_Polarity', palette=\"mako\", data = merged_df)\n",
    "ax.set_title('Sentiment Polarity Distribution')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}