20-career-aspiration.ipynb

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   "source": [
    "# Career Aspiration\n",
    "\n",
    "[Link](https://thecleverprogrammer.com/2023/01/09/career-aspirations-survey-analysis-using-python/)"
   ]
  },
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Your Current Country.</th>\n",
       "      <th>Your Current Zip Code / Pin Code</th>\n",
       "      <th>Your Gender</th>\n",
       "      <th>Which of the below factors influence the most about your career aspirations ?</th>\n",
       "      <th>Would you definitely pursue a Higher Education / Post Graduation outside of India ? If only you have to self sponsor it.</th>\n",
       "      <th>How likely is that you will work for one employer for 3 years or more ?</th>\n",
       "      <th>Would you work for a company whose mission is not clearly defined and publicly posted.</th>\n",
       "      <th>How likely would you work for a company whose mission is misaligned with their public actions or even their product ?</th>\n",
       "      <th>How likely would you work for a company whose mission is not bringing social impact ?</th>\n",
       "      <th>What is the most preferred working environment for you.</th>\n",
       "      <th>Which of the below Employers would you work with.</th>\n",
       "      <th>Which type of learning environment that you are most likely to work in ?</th>\n",
       "      <th>Which of the below careers looks close to your Aspirational job ?</th>\n",
       "      <th>What type of Manager would you work without looking into your watch ?</th>\n",
       "      <th>Which of the following setup you would like to work ?</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>India</td>\n",
       "      <td>273005</td>\n",
       "      <td>Male</td>\n",
       "      <td>People who have changed the world for better</td>\n",
       "      <td>Yes, I will earn and do that</td>\n",
       "      <td>This will be hard to do, but if it is the righ...</td>\n",
       "      <td>No</td>\n",
       "      <td>Will NOT work for them</td>\n",
       "      <td>4</td>\n",
       "      <td>Fully Remote with No option to visit offices</td>\n",
       "      <td>Employer who rewards learning and enables that...</td>\n",
       "      <td>Instructor or Expert Learning Programs, Trial ...</td>\n",
       "      <td>Business Operations in any organization, Build...</td>\n",
       "      <td>Manager who explains what is expected, sets a ...</td>\n",
       "      <td>Work alone, Work with 2 to 3 people in my team...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>India</td>\n",
       "      <td>851129</td>\n",
       "      <td>Male</td>\n",
       "      <td>People who have changed the world for better</td>\n",
       "      <td>No, But if someone could bare the cost I will</td>\n",
       "      <td>This will be hard to do, but if it is the righ...</td>\n",
       "      <td>No</td>\n",
       "      <td>Will NOT work for them</td>\n",
       "      <td>1</td>\n",
       "      <td>Fully Remote with Options to travel as and whe...</td>\n",
       "      <td>Employer who pushes your limits by enabling an...</td>\n",
       "      <td>Self Paced Learning Portals, Instructor or Exp...</td>\n",
       "      <td>Business Operations in any organization, Build...</td>\n",
       "      <td>Manager who explains what is expected, sets a ...</td>\n",
       "      <td>Work with 5 to 6 people in my team</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>India</td>\n",
       "      <td>123106</td>\n",
       "      <td>Female</td>\n",
       "      <td>Social Media like LinkedIn</td>\n",
       "      <td>Yes, I will earn and do that</td>\n",
       "      <td>Will work for 3 years or more</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Will work for them</td>\n",
       "      <td>7</td>\n",
       "      <td>Hybrid Working Environment with less than 15 d...</td>\n",
       "      <td>Employer who pushes your limits by enabling an...</td>\n",
       "      <td>Self Paced Learning Portals, Trial and error b...</td>\n",
       "      <td>Manage and drive End-to-End Projects or Produc...</td>\n",
       "      <td>Manager who explains what is expected, sets a ...</td>\n",
       "      <td>Work with 2 to 3 people in my team, Work with ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>India</td>\n",
       "      <td>834003</td>\n",
       "      <td>Male</td>\n",
       "      <td>People from my circle, but not family members</td>\n",
       "      <td>No, But if someone could bare the cost I will</td>\n",
       "      <td>This will be hard to do, but if it is the righ...</td>\n",
       "      <td>No</td>\n",
       "      <td>Will NOT work for them</td>\n",
       "      <td>6</td>\n",
       "      <td>Hybrid Working Environment with less than 15 d...</td>\n",
       "      <td>Employer who pushes your limits by enabling an...</td>\n",
       "      <td>Instructor or Expert Learning Programs, Trial ...</td>\n",
       "      <td>Business Operations in any organization, Manag...</td>\n",
       "      <td>Manager who explains what is expected, sets a ...</td>\n",
       "      <td>Work with 2 to 3 people in my team</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>India</td>\n",
       "      <td>301019</td>\n",
       "      <td>Female</td>\n",
       "      <td>Influencers who had successful careers</td>\n",
       "      <td>No, But if someone could bare the cost I will</td>\n",
       "      <td>Will work for 3 years or more</td>\n",
       "      <td>No</td>\n",
       "      <td>Will NOT work for them</td>\n",
       "      <td>5</td>\n",
       "      <td>Fully Remote with Options to travel as and whe...</td>\n",
       "      <td>Employer who appreciates learning and enables ...</td>\n",
       "      <td>Self Paced Learning Portals, Learning by obser...</td>\n",
       "      <td>Teaching in any of the institutes/online or Of...</td>\n",
       "      <td>Manager who explains what is expected, sets a ...</td>\n",
       "      <td>Work with 2 to 3 people in my team, Work with ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      "text/plain": [
       "  Your Current Country.  Your Current Zip Code / Pin Code Your Gender  \\\n",
       "0                 India                            273005        Male   \n",
       "1                 India                            851129        Male   \n",
       "2                 India                            123106      Female   \n",
       "3                 India                            834003        Male   \n",
       "4                 India                            301019      Female   \n",
       "\n",
       "  Which of the below factors influence the most about your career aspirations ?  \\\n",
       "0       People who have changed the world for better                              \n",
       "1       People who have changed the world for better                              \n",
       "2                         Social Media like LinkedIn                              \n",
       "3      People from my circle, but not family members                              \n",
       "4             Influencers who had successful careers                              \n",
       "\n",
       "  Would you definitely pursue a Higher Education / Post Graduation outside of India ? If only you have to self sponsor it.  \\\n",
       "0                       Yes, I will earn and do that                                                                         \n",
       "1      No, But if someone could bare the cost I will                                                                         \n",
       "2                       Yes, I will earn and do that                                                                         \n",
       "3      No, But if someone could bare the cost I will                                                                         \n",
       "4      No, But if someone could bare the cost I will                                                                         \n",
       "\n",
       "  How likely is that you will work for one employer for 3 years or more ?  \\\n",
       "0  This will be hard to do, but if it is the righ...                        \n",
       "1  This will be hard to do, but if it is the righ...                        \n",
       "2                      Will work for 3 years or more                        \n",
       "3  This will be hard to do, but if it is the righ...                        \n",
       "4                      Will work for 3 years or more                        \n",
       "\n",
       "  Would you work for a company whose mission is not clearly defined and publicly posted.  \\\n",
       "0                                                 No                                       \n",
       "1                                                 No                                       \n",
       "2                                                Yes                                       \n",
       "3                                                 No                                       \n",
       "4                                                 No                                       \n",
       "\n",
       "  How likely would you work for a company whose mission is misaligned with their public actions or even their product ?  \\\n",
       "0                             Will NOT work for them                                                                      \n",
       "1                             Will NOT work for them                                                                      \n",
       "2                                 Will work for them                                                                      \n",
       "3                             Will NOT work for them                                                                      \n",
       "4                             Will NOT work for them                                                                      \n",
       "\n",
       "   How likely would you work for a company whose mission is not bringing social impact ?  \\\n",
       "0                                                  4                                       \n",
       "1                                                  1                                       \n",
       "2                                                  7                                       \n",
       "3                                                  6                                       \n",
       "4                                                  5                                       \n",
       "\n",
       "  What is the most preferred working environment for you.  \\\n",
       "0       Fully Remote with No option to visit offices        \n",
       "1  Fully Remote with Options to travel as and whe...        \n",
       "2  Hybrid Working Environment with less than 15 d...        \n",
       "3  Hybrid Working Environment with less than 15 d...        \n",
       "4  Fully Remote with Options to travel as and whe...        \n",
       "\n",
       "   Which of the below Employers would you work with.  \\\n",
       "0  Employer who rewards learning and enables that...   \n",
       "1  Employer who pushes your limits by enabling an...   \n",
       "2  Employer who pushes your limits by enabling an...   \n",
       "3  Employer who pushes your limits by enabling an...   \n",
       "4  Employer who appreciates learning and enables ...   \n",
       "\n",
       "  Which type of learning environment that you are most likely to work in ?  \\\n",
       "0  Instructor or Expert Learning Programs, Trial ...                         \n",
       "1  Self Paced Learning Portals, Instructor or Exp...                         \n",
       "2  Self Paced Learning Portals, Trial and error b...                         \n",
       "3  Instructor or Expert Learning Programs, Trial ...                         \n",
       "4  Self Paced Learning Portals, Learning by obser...                         \n",
       "\n",
       "  Which of the below careers looks close to your Aspirational job ?  \\\n",
       "0  Business Operations in any organization, Build...                  \n",
       "1  Business Operations in any organization, Build...                  \n",
       "2  Manage and drive End-to-End Projects or Produc...                  \n",
       "3  Business Operations in any organization, Manag...                  \n",
       "4  Teaching in any of the institutes/online or Of...                  \n",
       "\n",
       "  What type of Manager would you work without looking into your watch ?  \\\n",
       "0  Manager who explains what is expected, sets a ...                      \n",
       "1  Manager who explains what is expected, sets a ...                      \n",
       "2  Manager who explains what is expected, sets a ...                      \n",
       "3  Manager who explains what is expected, sets a ...                      \n",
       "4  Manager who explains what is expected, sets a ...                      \n",
       "\n",
       "  Which of the following setup you would like to work ?  \n",
       "0  Work alone, Work with 2 to 3 people in my team...     \n",
       "1                 Work with 5 to 6 people in my team     \n",
       "2  Work with 2 to 3 people in my team, Work with ...     \n",
       "3                 Work with 2 to 3 people in my team     \n",
       "4  Work with 2 to 3 people in my team, Work with ...     "
      ]
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   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import plotly.express as px\n",
    "import plotly.graph_objects as go\n",
    "\n",
    "data = pd.read_csv(\"Data/Your Career Aspirations of GenZ.csv\")\n",
    "pd.set_option('display.max.columns', None)\n",
    "data.head()"
   ]
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      "Index(['Your Current Country.', 'Your Current Zip Code / Pin Code',\n",
      "       'Your Gender',\n",
      "       'Which of the below factors influence the most about your career aspirations ?',\n",
      "       'Would you definitely pursue a Higher Education / Post Graduation outside of India ? If only you have to self sponsor it.',\n",
      "       'How likely is that you will work for one employer for 3 years or more ?',\n",
      "       'Would you work for a company whose mission is not clearly defined and publicly posted.',\n",
      "       'How likely would you work for a company whose mission is misaligned with their public actions or even their product ?',\n",
      "       'How likely would you work for a company whose mission is not bringing social impact ?',\n",
      "       'What is the most preferred working environment for you.',\n",
      "       'Which of the below Employers would you work with.',\n",
      "       'Which type of learning environment that you are most likely to work in ?',\n",
      "       'Which of the below careers looks close to your Aspirational job ?',\n",
      "       'What type of Manager would you work without looking into your watch ?',\n",
      "       'Which of the following setup you would like to work ?'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "print(data.columns)"
   ]
  },
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           "bgcolor": "#E5ECF6",
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          },
          "scene": {
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            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
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           },
           "yaxis": {
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            "gridwidth": 2,
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            "gridwidth": 2,
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            "showbackground": true,
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          },
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           "line": {
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          },
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            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
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           "ticks": "",
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           "zerolinewidth": 2
          },
          "yaxis": {
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        },
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        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
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   ],
   "source": [
    "country = data[\"Your Current Country.\"].value_counts()\n",
    "label = country.index\n",
    "counts = country.values\n",
    "colors = ['gold', 'lightgreen']\n",
    "fig = go.Figure(data = [go.Pie(labels = label, values = counts)])\n",
    "fig.update_layout (title_text = \"Current Country\")\n",
    "fig.update_traces (\n",
    "    hoverinfo = 'label+value',\n",
    "    textinfo = 'percent',\n",
    "    textfont_size = 30,\n",
    "    marker = dict(colors = colors, line = dict(color = 'black', width = 1))\n",
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    "fig.show()"
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  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
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   ],
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    "label = question2.index\n",
    "counts = question2.values\n",
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    "colors = ['gold', 'lightgreen']\n",
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        }
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     "metadata": {},
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    "question2 = data[\"How likely is that you will work for one employer for 3 years or more ?\"].value_counts()\n",
    "label = question2.index\n",
    "counts = question2.values\n",
    "\n",
    "colors = ['gold', 'lightgreen']\n",
    "\n",
    "fig = go.Figure(data = [go.Pie(labels = label, values = counts)])\n",
    "fig.update_layout(title_text = 'How likely is that you will work for one employer for 3 years or more?')\n",
    "\n",
    "fig.update_traces (\n",
    "    hoverinfo = 'label+value',\n",
    "    textinfo = 'percent',\n",
    "    textfont_size = 30,\n",
    "    marker = dict(colors = colors, line = dict(color = 'black', width = 1))\n",
    ")\n",
    "fig.show()"
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  },
  {
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   "metadata": {},
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           "bgcolor": "#E5ECF6",
           "radialaxis": {
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          },
          "scene": {
           "xaxis": {
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            "gridcolor": "white",
            "gridwidth": 2,
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            "showbackground": true,
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           "yaxis": {
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            "gridwidth": 2,
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            "gridwidth": 2,
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            "showbackground": true,
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           }
          },
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           "line": {
            "color": "#2a3f5f"
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          },
          "ternary": {
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            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
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           },
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           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
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        },
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        }
       }
      }
     },
     "metadata": {},
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   ],
   "source": [
    "question2 = data[\"Would you work for a company whose mission is not clearly defined and publicly posted.\"].value_counts()\n",
    "label = question2.index\n",
    "counts = question2.values\n",
    "\n",
    "colors = ['gold', 'lightgreen']\n",
    "\n",
    "fig = go.Figure(data = [go.Pie(labels = label, values = counts)])\n",
    "fig.update_layout(title_text = 'Would you work for a company whose mission is not clearly defined and publicly posted?')\n",
    "\n",
    "fig.update_traces (\n",
    "    hoverinfo = 'label+value',\n",
    "    textinfo = 'percent',\n",
    "    textfont_size = 30,\n",
    "    marker = dict(colors = colors, line = dict(color = 'black', width = 1))\n",
    ")\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
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           }
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            "ticks": ""
           },
           "baxis": {
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            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
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            "ticks": ""
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          },
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        },
        "title": {
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        }
       }
      }
     },
     "metadata": {},
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   ],
   "source": [
    "question2 = data[\"How likely would you work for a company whose mission is misaligned with their public actions or even their product ?\"].value_counts()\n",
    "label = question2.index\n",
    "counts = question2.values\n",
    "\n",
    "colors = ['gold', 'lightgreen']\n",
    "\n",
    "fig = go.Figure(data = [go.Pie(labels = label, values = counts)])\n",
    "fig.update_layout(title_text = 'How likely would you work for a company whose mission is misaligned with their public actions or even their product ?')\n",
    "\n",
    "fig.update_traces (\n",
    "    hoverinfo = 'label+value',\n",
    "    textinfo = 'percent',\n",
    "    textfont_size = 30,\n",
    "    marker = dict(colors = colors, line = dict(color = 'black', width = 1))\n",
    ")\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
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    "label = question2.index\n",
    "counts = question2.values\n",
    "\n",
    "colors = ['gold', 'lightgreen']\n",
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    "fig.update_layout(title_text = 'How likely would you work for a company whose mission is not bringing social impact?')\n",
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    "label = question2.index\n",
    "counts = question2.values\n",
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    "colors = ['gold', 'lightgreen']\n",
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    "label = question2.index\n",
    "counts = question2.values\n",
    "\n",
    "colors = ['gold', 'lightgreen']\n",
    "\n",
    "fig = go.Figure(data = [go.Pie(labels = label, values = counts)])\n",
    "fig.update_layout(title_text = 'Which of the below Employers would you work with?')\n",
    "\n",
    "fig.update_traces (\n",
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    "label = question2.index\n",
    "counts = question2.values\n",
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    "colors = ['gold', 'lightgreen']\n",
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    "fig.update_layout(title_text = 'Which type of learning environment that you are most likely to work in ?')\n",
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    "fig.update_traces (\n",
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  {
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           "bgcolor": "#E5ECF6",
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            "linecolor": "white",
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          },
          "title": {
           "x": 0.05
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           "automargin": true,
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        },
        "title": {
         "text": "What type of Manager would you work without looking into your watch ?"
        }
       }
      }
     },
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   ],
   "source": [
    "question2 = data[\"What type of Manager would you work without looking into your watch ?\"].value_counts()\n",
    "label = question2.index\n",
    "counts = question2.values\n",
    "\n",
    "colors = ['gold', 'lightgreen']\n",
    "\n",
    "fig = go.Figure(data = [go.Pie(labels = label, values = counts)])\n",
    "fig.update_layout(title_text = 'What type of Manager would you work without looking into your watch ?')\n",
    "\n",
    "fig.update_traces (\n",
    "    hoverinfo = 'label+value',\n",
    "    textinfo = 'percent',\n",
    "    textfont_size = 30,\n",
    "    marker = dict(colors = colors, line = dict(color = 'black', width = 1))\n",
    ")\n",
    "fig.show()"
   ]
  }
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