what-laptops-are-people-using.ipynb

{"cells":[{"source":"<a href=\"https://www.kaggle.com/code/yaaangzhou/what-laptops-are-people-using?scriptVersionId=134143484\" target=\"_blank\"><img align=\"left\" alt=\"Kaggle\" title=\"Open in Kaggle\" src=\"https://kaggle.com/static/images/open-in-kaggle.svg\"></a>","metadata":{},"cell_type":"markdown"},{"cell_type":"code","execution_count":1,"id":"225937d5","metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_kg_hide-input":true,"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2023-06-19T15:44:28.951583Z","iopub.status.busy":"2023-06-19T15:44:28.951188Z","iopub.status.idle":"2023-06-19T15:44:28.970352Z","shell.execute_reply":"2023-06-19T15:44:28.969251Z"},"papermill":{"duration":0.033199,"end_time":"2023-06-19T15:44:28.972421","exception":false,"start_time":"2023-06-19T15:44:28.939222","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["/kaggle/input/laptop-specification-dataset/laptop_price (1).csv\n"]}],"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","\n","import numpy as np # linear algebra\n","import 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","\n","import os\n","for 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"]},{"cell_type":"markdown","id":"6e7df2df","metadata":{"papermill":{"duration":0.008694,"end_time":"2023-06-19T15:44:28.989905","exception":false,"start_time":"2023-06-19T15:44:28.981211","status":"completed"},"tags":[]},"source":["# Imports"]},{"cell_type":"code","execution_count":2,"id":"a8b04f96","metadata":{"execution":{"iopub.execute_input":"2023-06-19T15:44:29.009662Z","iopub.status.busy":"2023-06-19T15:44:29.009312Z","iopub.status.idle":"2023-06-19T15:44:29.761837Z","shell.execute_reply":"2023-06-19T15:44:29.760932Z"},"papermill":{"duration":0.765179,"end_time":"2023-06-19T15:44:29.764105","exception":false,"start_time":"2023-06-19T15:44:28.998926","status":"completed"},"tags":[]},"outputs":[],"source":["import numpy as np\n","import pandas as pd\n","import plotly.express as px"]},{"cell_type":"code","execution_count":3,"id":"3e489bee","metadata":{"execution":{"iopub.execute_input":"2023-06-19T15:44:29.782611Z","iopub.status.busy":"2023-06-19T15:44:29.78226Z","iopub.status.idle":"2023-06-19T15:44:29.812983Z","shell.execute_reply":"2023-06-19T15:44:29.812056Z"},"papermill":{"duration":0.04259,"end_time":"2023-06-19T15:44:29.815339","exception":false,"start_time":"2023-06-19T15:44:29.772749","status":"completed"},"tags":[]},"outputs":[],"source":["df = pd.read_csv('/kaggle/input/laptop-specification-dataset/laptop_price (1).csv',encoding = 'latin-1')"]},{"cell_type":"markdown","id":"0e565d37","metadata":{"papermill":{"duration":0.008397,"end_time":"2023-06-19T15:44:29.832759","exception":false,"start_time":"2023-06-19T15:44:29.824362","status":"completed"},"tags":[]},"source":["# Prepare Data"]},{"cell_type":"code","execution_count":4,"id":"a397cbb8","metadata":{"_kg_hide-input":true,"execution":{"iopub.execute_input":"2023-06-19T15:44:29.852228Z","iopub.status.busy":"2023-06-19T15:44:29.851889Z","iopub.status.idle":"2023-06-19T15:44:29.858666Z","shell.execute_reply":"2023-06-19T15:44:29.857233Z"},"papermill":{"duration":0.019149,"end_time":"2023-06-19T15:44:29.860582","exception":false,"start_time":"2023-06-19T15:44:29.841433","status":"completed"},"tags":[]},"outputs":[],"source":["import re\n","def split_display_info(input_string):\n","    match = re.search(r'\\d+', input_string)    \n","    if match:\n","        split_index = match.start()\n","        product = input_string[:split_index].strip()\n","        resolution = input_string[split_index:].strip()\n","    else:\n","        product = \"\"\n","        resolution = input_string.strip()\n","    \n","    return product, resolution\n","\n","def split_memory_info(input_string):\n","    match = re.search(r'\\d+', input_string)    \n","    if match:\n","        number = int(match.group())\n","    \n","    return number\n","\n","def calcu_pixel(input_string):\n","    width, height = input_string.split('x')\n","    width = int(width)\n","    height = int(height)\n","\n","    return width * height"]},{"cell_type":"code","execution_count":5,"id":"383b68c9","metadata":{"_kg_hide-input":true,"execution":{"iopub.execute_input":"2023-06-19T15:44:29.881181Z","iopub.status.busy":"2023-06-19T15:44:29.880847Z","iopub.status.idle":"2023-06-19T15:44:29.924818Z","shell.execute_reply":"2023-06-19T15:44:29.923758Z"},"papermill":{"duration":0.056974,"end_time":"2023-06-19T15:44:29.927544","exception":false,"start_time":"2023-06-19T15:44:29.87057","status":"completed"},"tags":[]},"outputs":[],"source":["df['Screen'] = df['ScreenResolution'].apply(lambda x:split_display_info(x)[0])\n","df['Resolution'] = df['ScreenResolution'].apply(lambda x:split_display_info(x)[1])\n","\n","df.loc[df['Resolution'].str.contains('3840x2160',case=False), 'Resolution'] = '3840x2160' \n","\n","df['Memory_num'] = df['Memory'].apply(lambda x:split_memory_info(x))\n","df['Memory_num'] = df['Memory_num'].replace(1,1024)\n","\n","df.loc[df['Memory'].str.contains('HDD', case=False), 'Memory_type'] = 'HDD'\n","df.loc[df['Memory'].str.contains('SSD', case=False), 'Memory_type'] = 'SSD'\n","df.loc[df['Memory'].str.contains('Flash Storage', case=False), 'Memory_type'] = 'Flash Storage'\n","df.loc[df['Memory'].str.contains('Hybird', case=False), 'Memory_type'] = 'Hybrid'\n","df.loc[df['Memory'].str.contains('Hybrid', case=False), 'Memory_type'] = 'Hybrid'\n","\n","df['Ram'] = df['Ram'].str.replace('GB','')\n","df['Ram'] = df['Ram'].astype('int')\n","df['Weight'] = df['Weight'].str.replace('kg','')\n","\n","df['Pixel'] = df['Resolution'].apply(lambda x:calcu_pixel(x))\n","\n","df.drop(['ScreenResolution','Memory'],axis=1,inplace = True)"]},{"cell_type":"code","execution_count":6,"id":"e705538a","metadata":{"execution":{"iopub.execute_input":"2023-06-19T15:44:29.946942Z","iopub.status.busy":"2023-06-19T15:44:29.946539Z","iopub.status.idle":"2023-06-19T15:44:29.974353Z","shell.execute_reply":"2023-06-19T15:44:29.973369Z"},"papermill":{"duration":0.040179,"end_time":"2023-06-19T15:44:29.976462","exception":false,"start_time":"2023-06-19T15:44:29.936283","status":"completed"},"tags":[]},"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>laptop_ID</th>\n","      <th>Company</th>\n","      <th>Product</th>\n","      <th>TypeName</th>\n","      <th>Inches</th>\n","      <th>Cpu</th>\n","      <th>Ram</th>\n","      <th>Gpu</th>\n","      <th>OpSys</th>\n","      <th>Weight</th>\n","      <th>Price_in_euros</th>\n","      <th>Screen</th>\n","      <th>Resolution</th>\n","      <th>Memory_num</th>\n","      <th>Memory_type</th>\n","      <th>Pixel</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>1</td>\n","      <td>Apple</td>\n","      <td>MacBook Pro</td>\n","      <td>Ultrabook</td>\n","      <td>13.3</td>\n","      <td>Intel Core i5 2.3GHz</td>\n","      <td>8</td>\n","      <td>Intel Iris Plus Graphics 640</td>\n","      <td>macOS</td>\n","      <td>1.37</td>\n","      <td>1339.69</td>\n","      <td>IPS Panel Retina Display</td>\n","      <td>2560x1600</td>\n","      <td>128</td>\n","      <td>SSD</td>\n","      <td>4096000</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>2</td>\n","      <td>Apple</td>\n","      <td>Macbook Air</td>\n","      <td>Ultrabook</td>\n","      <td>13.3</td>\n","      <td>Intel Core i5 1.8GHz</td>\n","      <td>8</td>\n","      <td>Intel HD Graphics 6000</td>\n","      <td>macOS</td>\n","      <td>1.34</td>\n","      <td>898.94</td>\n","      <td></td>\n","      <td>1440x900</td>\n","      <td>128</td>\n","      <td>Flash Storage</td>\n","      <td>1296000</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>3</td>\n","      <td>HP</td>\n","      <td>250 G6</td>\n","      <td>Notebook</td>\n","      <td>15.6</td>\n","      <td>Intel Core i5 7200U 2.5GHz</td>\n","      <td>8</td>\n","      <td>Intel HD Graphics 620</td>\n","      <td>No OS</td>\n","      <td>1.86</td>\n","      <td>575.00</td>\n","      <td>Full HD</td>\n","      <td>1920x1080</td>\n","      <td>256</td>\n","      <td>SSD</td>\n","      <td>2073600</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>4</td>\n","      <td>Apple</td>\n","      <td>MacBook Pro</td>\n","      <td>Ultrabook</td>\n","      <td>15.4</td>\n","      <td>Intel Core i7 2.7GHz</td>\n","      <td>16</td>\n","      <td>AMD Radeon Pro 455</td>\n","      <td>macOS</td>\n","      <td>1.83</td>\n","      <td>2537.45</td>\n","      <td>IPS Panel Retina Display</td>\n","      <td>2880x1800</td>\n","      <td>512</td>\n","      <td>SSD</td>\n","      <td>5184000</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>5</td>\n","      <td>Apple</td>\n","      <td>MacBook Pro</td>\n","      <td>Ultrabook</td>\n","      <td>13.3</td>\n","      <td>Intel Core i5 3.1GHz</td>\n","      <td>8</td>\n","      <td>Intel Iris Plus Graphics 650</td>\n","      <td>macOS</td>\n","      <td>1.37</td>\n","      <td>1803.60</td>\n","      <td>IPS Panel Retina Display</td>\n","      <td>2560x1600</td>\n","      <td>256</td>\n","      <td>SSD</td>\n","      <td>4096000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["   laptop_ID Company      Product   TypeName  Inches  \\\n","0          1   Apple  MacBook Pro  Ultrabook    13.3   \n","1          2   Apple  Macbook Air  Ultrabook    13.3   \n","2          3      HP       250 G6   Notebook    15.6   \n","3          4   Apple  MacBook Pro  Ultrabook    15.4   \n","4          5   Apple  MacBook Pro  Ultrabook    13.3   \n","\n","                          Cpu  Ram                           Gpu  OpSys  \\\n","0        Intel Core i5 2.3GHz    8  Intel Iris Plus Graphics 640  macOS   \n","1        Intel Core i5 1.8GHz    8        Intel HD Graphics 6000  macOS   \n","2  Intel Core i5 7200U 2.5GHz    8         Intel HD Graphics 620  No OS   \n","3        Intel Core i7 2.7GHz   16            AMD Radeon Pro 455  macOS   \n","4        Intel Core i5 3.1GHz    8  Intel Iris Plus Graphics 650  macOS   \n","\n","  Weight  Price_in_euros                    Screen Resolution  Memory_num  \\\n","0   1.37         1339.69  IPS Panel Retina Display  2560x1600         128   \n","1   1.34          898.94                             1440x900         128   \n","2   1.86          575.00                   Full HD  1920x1080         256   \n","3   1.83         2537.45  IPS Panel Retina Display  2880x1800         512   \n","4   1.37         1803.60  IPS Panel Retina Display  2560x1600         256   \n","\n","     Memory_type    Pixel  \n","0            SSD  4096000  \n","1  Flash Storage  1296000  \n","2            SSD  2073600  \n","3            SSD  5184000  \n","4            SSD  4096000  "]},"execution_count":6,"metadata":{},"output_type":"execute_result"}],"source":["df.head()"]},{"cell_type":"markdown","id":"94026c10","metadata":{"papermill":{"duration":0.008721,"end_time":"2023-06-19T15:44:29.994398","exception":false,"start_time":"2023-06-19T15:44:29.985677","status":"completed"},"tags":[]},"source":["# Boxplots"]},{"cell_type":"markdown","id":"dd51a416","metadata":{"papermill":{"duration":0.008897,"end_time":"2023-06-19T15:44:30.01234","exception":false,"start_time":"2023-06-19T15:44:30.003443","status":"completed"},"tags":[]},"source":["## Different companies with their products's price"]},{"cell_type":"code","execution_count":7,"id":"6e3fdfe6","metadata":{"_kg_hide-input":true,"execution":{"iopub.execute_input":"2023-06-19T15:44:30.032097Z","iopub.status.busy":"2023-06-19T15:44:30.03171Z","iopub.status.idle":"2023-06-19T15:44:31.769657Z","shell.execute_reply":"2023-06-19T15:44:31.768178Z"},"papermill":{"duration":1.750393,"end_time":"2023-06-19T15:44:31.771753","exception":false,"start_time":"2023-06-19T15:44:30.02136","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["        <script type=\"text/javascript\">\n","        window.PlotlyConfig = {MathJaxConfig: 'local'};\n","        if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n","        if (typeof require !== 'undefined') {\n","        require.undef(\"plotly\");\n","        requirejs.config({\n","            paths: {\n","                'plotly': ['https://cdn.plot.ly/plotly-2.20.0.min']\n","            }\n","        });\n","        require(['plotly'], function(Plotly) {\n","            window._Plotly = Plotly;\n","        });\n","        }\n","        </script>\n","        "]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["<div>                            <div id=\"e3459c7e-e826-4de2-84f3-dd4826ca3d93\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                require([\"plotly\"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"e3459c7e-e826-4de2-84f3-dd4826ca3d93\")) {                    Plotly.newPlot(          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It's true: From a RazerBlade user.***"]},{"cell_type":"markdown","id":"7cfa1694","metadata":{"papermill":{"duration":0.011063,"end_time":"2023-06-19T15:44:31.810394","exception":false,"start_time":"2023-06-19T15:44:31.799331","status":"completed"},"tags":[]},"source":["## Ram of different types of laptops"]},{"cell_type":"code","execution_count":8,"id":"a21043f0","metadata":{"_kg_hide-input":true,"execution":{"iopub.execute_input":"2023-06-19T15:44:31.831362Z","iopub.status.busy":"2023-06-19T15:44:31.831038Z","iopub.status.idle":"2023-06-19T15:44:31.904065Z","shell.execute_reply":"2023-06-19T15:44:31.90274Z"},"papermill":{"duration":0.08642,"end_time":"2023-06-19T15:44:31.906616","exception":false,"start_time":"2023-06-19T15:44:31.820196","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<div>                            <div id=\"c0d22d8b-c917-4fe1-8ca3-119641bd67e4\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script 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However, among ultrabooks, there are also products with up to 32gb of memory.***\n","\n","### ***Let's take a look at it.***"]},{"cell_type":"code","execution_count":9,"id":"4a471643","metadata":{"execution":{"iopub.execute_input":"2023-06-19T15:44:31.949006Z","iopub.status.busy":"2023-06-19T15:44:31.948604Z","iopub.status.idle":"2023-06-19T15:44:31.973627Z","shell.execute_reply":"2023-06-19T15:44:31.972704Z"},"papermill":{"duration":0.040089,"end_time":"2023-06-19T15:44:31.976045","exception":false,"start_time":"2023-06-19T15:44:31.935956","status":"completed"},"tags":[]},"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>laptop_ID</th>\n","      <th>Company</th>\n","      <th>Product</th>\n","      <th>TypeName</th>\n","      <th>Inches</th>\n","      <th>Cpu</th>\n","      <th>Ram</th>\n","      <th>Gpu</th>\n","      <th>OpSys</th>\n","      <th>Weight</th>\n","      <th>Price_in_euros</th>\n","      <th>Screen</th>\n","      <th>Resolution</th>\n","      <th>Memory_num</th>\n","      <th>Memory_type</th>\n","      <th>Pixel</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>491</th>\n","      <td>498</td>\n","      <td>Toshiba</td>\n","      <td>Portege X30-D-10L</td>\n","      <td>Ultrabook</td>\n","      <td>13.3</td>\n","      <td>Intel Core i7 7500U 2.7GHz</td>\n","      <td>32</td>\n","      <td>Intel HD Graphics 620</td>\n","      <td>Windows 10</td>\n","      <td>1.05</td>\n","      <td>2799.0</td>\n","      <td>Full HD / Touchscreen</td>\n","      <td>1920x1080</td>\n","      <td>512</td>\n","      <td>SSD</td>\n","      <td>2073600</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["     laptop_ID  Company            Product   TypeName  Inches  \\\n","491        498  Toshiba  Portege X30-D-10L  Ultrabook    13.3   \n","\n","                            Cpu  Ram                    Gpu       OpSys  \\\n","491  Intel Core i7 7500U 2.7GHz   32  Intel HD Graphics 620  Windows 10   \n","\n","    Weight  Price_in_euros                 Screen Resolution  Memory_num  \\\n","491   1.05          2799.0  Full HD / Touchscreen  1920x1080         512   \n","\n","    Memory_type    Pixel  \n","491         SSD  2073600  "]},"execution_count":9,"metadata":{},"output_type":"execute_result"}],"source":["df.query('Ram == 32 and TypeName == \"Ultrabook\"')"]},{"attachments":{"4a38104b-5e29-410d-bbcf-735f1d99dfac.png":{"image/png":"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"}},"cell_type":"markdown","id":"2e823d2e","metadata":{"papermill":{"duration":0.010694,"end_time":"2023-06-19T15:44:31.997271","exception":false,"start_time":"2023-06-19T15:44:31.986577","status":"completed"},"tags":[]},"source":["### ***Well...32GB ram with HD 620... such a waste.***\n","![image.png](attachment:4a38104b-5e29-410d-bbcf-735f1d99dfac.png)"]},{"cell_type":"code","execution_count":10,"id":"9d92c8c4","metadata":{"execution":{"iopub.execute_input":"2023-06-19T15:44:32.020262Z","iopub.status.busy":"2023-06-19T15:44:32.019883Z","iopub.status.idle":"2023-06-19T15:44:32.037607Z","shell.execute_reply":"2023-06-19T15:44:32.036487Z"},"papermill":{"duration":0.032556,"end_time":"2023-06-19T15:44:32.040022","exception":false,"start_time":"2023-06-19T15:44:32.007466","status":"completed"},"tags":[]},"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>laptop_ID</th>\n","      <th>Company</th>\n","      <th>Product</th>\n","      <th>TypeName</th>\n","      <th>Inches</th>\n","      <th>Cpu</th>\n","      <th>Ram</th>\n","      <th>Gpu</th>\n","      <th>OpSys</th>\n","      <th>Weight</th>\n","      <th>Price_in_euros</th>\n","      <th>Screen</th>\n","      <th>Resolution</th>\n","      <th>Memory_num</th>\n","      <th>Memory_type</th>\n","      <th>Pixel</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>1066</th>\n","      <td>1081</td>\n","      <td>Asus</td>\n","      <td>ROG G701VO</td>\n","      <td>Gaming</td>\n","      <td>17.3</td>\n","      <td>Intel Core i7 6820HK 2.7GHz</td>\n","      <td>64</td>\n","      <td>Nvidia GeForce GTX 980</td>\n","      <td>Windows 10</td>\n","      <td>3.58</td>\n","      <td>3975.0</td>\n","      <td>IPS Panel Full HD</td>\n","      <td>1920x1080</td>\n","      <td>1024</td>\n","      <td>SSD</td>\n","      <td>2073600</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["      laptop_ID Company     Product TypeName  Inches  \\\n","1066       1081    Asus  ROG G701VO   Gaming    17.3   \n","\n","                              Cpu  Ram                      Gpu       OpSys  \\\n","1066  Intel Core i7 6820HK 2.7GHz   64  Nvidia GeForce GTX 980   Windows 10   \n","\n","     Weight  Price_in_euros             Screen Resolution  Memory_num  \\\n","1066   3.58          3975.0  IPS Panel Full HD  1920x1080        1024   \n","\n","     Memory_type    Pixel  \n","1066         SSD  2073600  "]},"execution_count":10,"metadata":{},"output_type":"execute_result"}],"source":["df.query('Ram == 64 and TypeName == \"Gaming\"')"]},{"attachments":{"3e6a12b9-43a2-4a9b-86d0-5ad2ef18f9a2.png":{"image/png":"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"}},"cell_type":"markdown","id":"986b1cd1","metadata":{"papermill":{"duration":0.009824,"end_time":"2023-06-19T15:44:32.060058","exception":false,"start_time":"2023-06-19T15:44:32.050234","status":"completed"},"tags":[]},"source":["### ***I do remember this machine, it have been released for years.***\n","![image.png](attachment:3e6a12b9-43a2-4a9b-86d0-5ad2ef18f9a2.png)"]},{"cell_type":"markdown","id":"c3c530d6","metadata":{"papermill":{"duration":0.009803,"end_time":"2023-06-19T15:44:32.080102","exception":false,"start_time":"2023-06-19T15:44:32.070299","status":"completed"},"tags":[]},"source":["# Pieplot: How many products did each company release?"]},{"cell_type":"code","execution_count":11,"id":"2db2c07d","metadata":{"_kg_hide-input":true,"execution":{"iopub.execute_input":"2023-06-19T15:44:32.1021Z","iopub.status.busy":"2023-06-19T15:44:32.10174Z","iopub.status.idle":"2023-06-19T15:44:32.190926Z","shell.execute_reply":"2023-06-19T15:44:32.190266Z"},"papermill":{"duration":0.102947,"end_time":"2023-06-19T15:44:32.193121","exception":false,"start_time":"2023-06-19T15:44:32.090174","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<div>                            <div 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textinfo='label+percent')\n","fig.update_layout(template='plotly_white')\n","fig.show()"]},{"cell_type":"markdown","id":"1dd7fbe6","metadata":{"papermill":{"duration":0.010366,"end_time":"2023-06-19T15:44:32.213982","exception":false,"start_time":"2023-06-19T15:44:32.203616","status":"completed"},"tags":[]},"source":["### ***The three major computer manufacturers occupy the forefront: Lenovo, Dell, and HP.***"]},{"cell_type":"markdown","id":"f8fd9a7d","metadata":{"papermill":{"duration":0.010418,"end_time":"2023-06-19T15:44:32.235044","exception":false,"start_time":"2023-06-19T15:44:32.224626","status":"completed"},"tags":[]},"source":["# Countplot: Different OS"]},{"cell_type":"code","execution_count":12,"id":"4431acbb","metadata":{"execution":{"iopub.execute_input":"2023-06-19T15:44:32.258572Z","iopub.status.busy":"2023-06-19T15:44:32.257941Z","iopub.status.idle":"2023-06-19T15:44:32.437585Z","shell.execute_reply":"2023-06-19T15:44:32.436734Z"},"papermill":{"duration":0.194038,"end_time":"2023-06-19T15:44:32.439751","exception":false,"start_time":"2023-06-19T15:44:32.245713","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<div>                            <div id=\"5b48b951-8c42-4bc7-804a-b38c7b096cb8\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                require([\"plotly\"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"5b48b951-8c42-4bc7-804a-b38c7b096cb8\")) {                    Plotly.newPlot(                        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descending\"},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"count\"}},\"legend\":{\"title\":{\"text\":\"Company\"},\"tracegroupgap\":0},\"margin\":{\"t\":60},\"barmode\":\"relative\"},                        {\"responsive\": true}                    ).then(function(){\n","                            \n","var gd = document.getElementById('5b48b951-8c42-4bc7-804a-b38c7b096cb8');\n","var x = new MutationObserver(function (mutations, observer) {{\n","        var display = window.getComputedStyle(gd).display;\n","        if (!display || display === 'none') {{\n","            console.log([gd, 'removed!']);\n","            Plotly.purge(gd);\n","            observer.disconnect();\n","        }}\n","}});\n","\n","// Listen for the removal of the full notebook cells\n","var notebookContainer = gd.closest('#notebook-container');\n","if (notebookContainer) {{\n","    x.observe(notebookContainer, {childList: true});\n","}}\n","\n","// Listen for the clearing of the current 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Android???***"]},{"cell_type":"code","execution_count":13,"id":"45776bb3","metadata":{"execution":{"iopub.execute_input":"2023-06-19T15:44:32.490857Z","iopub.status.busy":"2023-06-19T15:44:32.490001Z","iopub.status.idle":"2023-06-19T15:44:32.512006Z","shell.execute_reply":"2023-06-19T15:44:32.510224Z"},"papermill":{"duration":0.04034,"end_time":"2023-06-19T15:44:32.515082","exception":false,"start_time":"2023-06-19T15:44:32.474742","status":"completed"},"tags":[]},"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>laptop_ID</th>\n","      <th>Company</th>\n","      <th>Product</th>\n","      <th>TypeName</th>\n","      <th>Inches</th>\n","      <th>Cpu</th>\n","      <th>Ram</th>\n","      <th>Gpu</th>\n","      <th>OpSys</th>\n","      <th>Weight</th>\n","      <th>Price_in_euros</th>\n","      <th>Screen</th>\n","      <th>Resolution</th>\n","      <th>Memory_num</th>\n","      <th>Memory_type</th>\n","      <th>Pixel</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>50</th>\n","      <td>51</td>\n","      <td>Lenovo</td>\n","      <td>Yoga Book</td>\n","      <td>2 in 1 Convertible</td>\n","      <td>10.1</td>\n","      <td>Intel Atom x5-Z8550 1.44GHz</td>\n","      <td>4</td>\n","      <td>Intel HD Graphics 400</td>\n","      <td>Android</td>\n","      <td>0.69</td>\n","      <td>319.0</td>\n","      <td>IPS Panel Touchscreen</td>\n","      <td>1920x1200</td>\n","      <td>64</td>\n","      <td>Flash Storage</td>\n","      <td>2304000</td>\n","    </tr>\n","    <tr>\n","      <th>1114</th>\n","      <td>1129</td>\n","      <td>Lenovo</td>\n","      <td>Yoga Book</td>\n","      <td>2 in 1 Convertible</td>\n","      <td>10.1</td>\n","      <td>Intel Atom x5-Z8550 1.44GHz</td>\n","      <td>4</td>\n","      <td>Intel HD Graphics 400</td>\n","      <td>Android</td>\n","      <td>0.69</td>\n","      <td>549.0</td>\n","      <td>IPS Panel Touchscreen</td>\n","      <td>1920x1200</td>\n","      <td>64</td>\n","      <td>Flash Storage</td>\n","      <td>2304000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["      laptop_ID Company    Product            TypeName  Inches  \\\n","50           51  Lenovo  Yoga Book  2 in 1 Convertible    10.1   \n","1114       1129  Lenovo  Yoga Book  2 in 1 Convertible    10.1   \n","\n","                              Cpu  Ram                    Gpu    OpSys Weight  \\\n","50    Intel Atom x5-Z8550 1.44GHz    4  Intel HD Graphics 400  Android   0.69   \n","1114  Intel Atom x5-Z8550 1.44GHz    4  Intel HD Graphics 400  Android   0.69   \n","\n","      Price_in_euros                 Screen Resolution  Memory_num  \\\n","50             319.0  IPS Panel Touchscreen  1920x1200          64   \n","1114           549.0  IPS Panel Touchscreen  1920x1200          64   \n","\n","        Memory_type    Pixel  \n","50    Flash Storage  2304000  \n","1114  Flash Storage  2304000  "]},"execution_count":13,"metadata":{},"output_type":"execute_result"}],"source":["df.query('OpSys == \"Android\"')"]},{"attachments":{"f4f7fcb0-f34b-4580-b63e-95998dd53f05.png":{"image/png":"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***This is the andorid Laptop, looks no bad.***\n","![image.png](attachment:f4f7fcb0-f34b-4580-b63e-95998dd53f05.png)"]},{"cell_type":"markdown","id":"0c506387","metadata":{"papermill":{"duration":0.010655,"end_time":"2023-06-19T15:44:32.562251","exception":false,"start_time":"2023-06-19T15:44:32.551596","status":"completed"},"tags":[]},"source":["## To be continued..."]},{"cell_type":"code","execution_count":null,"id":"438e5f74","metadata":{"papermill":{"duration":0.011569,"end_time":"2023-06-19T15:44:32.58697","exception":false,"start_time":"2023-06-19T15:44:32.575401","status":"completed"},"tags":[]},"outputs":[],"source":[]},{"cell_type":"code","execution_count":null,"id":"39f9136c","metadata":{"papermill":{"duration":0.010365,"end_time":"2023-06-19T15:44:32.608444","exception":false,"start_time":"2023-06-19T15:44:32.598079","status":"completed"},"tags":[]},"outputs":[],"source":[]}],"metadata":{"kernelspec":{"display_name":"Python 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