datananalysis2.ipynb

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        "id": "view-in-github",
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      "source": [
        "<a href=\"https://colab.research.google.com/github/Karsh1951/Coding-Buddy/blob/master/datananalysis2.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "cQZl67xHQ8eQ"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#filtering developers with the highest salary\n",
        "high_salary = (df ['ConvertedComp'] > 70000)\n",
        "df.loc[high_salary,['Country','LanguageWorkedWith','ConvertedComp']]"
      ],
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      "execution_count": 34,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                   Country                                 LanguageWorkedWith  \\\n",
              "Respondent                                                                      \n",
              "8            United States                                         Python;SQL   \n",
              "16          United Kingdom  Bash/Shell/PowerShell;HTML/CSS;Java;JavaScript...   \n",
              "17           United States              C#;HTML/CSS;JavaScript;Python;SQL;VBA   \n",
              "18           United States                Bash/Shell/PowerShell;HTML/CSS;Perl   \n",
              "19           United States  Bash/Shell/PowerShell;C#;HTML/CSS;JavaScript;S...   \n",
              "...                    ...                                                ...   \n",
              "6848         United States             Assembly;C;C++;Go;Java;PHP;Python;Ruby   \n",
              "6863               Germany  Bash/Shell/PowerShell;Java;Kotlin;Objective-C;...   \n",
              "6869        United Kingdom                      Bash/Shell/PowerShell;C#;Java   \n",
              "6870         United States                  HTML/CSS;Java;JavaScript;Ruby;SQL   \n",
              "6890         United States                           Go;JavaScript;TypeScript   \n",
              "\n",
              "            ConvertedComp  \n",
              "Respondent                 \n",
              "8                116000.0  \n",
              "16               108576.0  \n",
              "17                79000.0  \n",
              "18              1260000.0  \n",
              "19                83400.0  \n",
              "...                   ...  \n",
              "6848             110000.0  \n",
              "6863              70264.0  \n",
              "6869             400704.0  \n",
              "6870             230000.0  \n",
              "6890             150000.0  \n",
              "\n",
              "[2574 rows x 3 columns]"
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              "      <td>110000.0</td>\n",
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              "      <th>6863</th>\n",
              "      <td>Germany</td>\n",
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              "      <td>70264.0</td>\n",
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              "      <th>6869</th>\n",
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              "      <td>Bash/Shell/PowerShell;C#;Java</td>\n",
              "      <td>400704.0</td>\n",
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              "    <tr>\n",
              "      <th>6870</th>\n",
              "      <td>United States</td>\n",
              "      <td>HTML/CSS;Java;JavaScript;Ruby;SQL</td>\n",
              "      <td>230000.0</td>\n",
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              "      <th>6890</th>\n",
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              "      <td>Go;JavaScript;TypeScript</td>\n",
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          },
          "metadata": {},
          "execution_count": 34
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#to get the specific countries that are in the dataset\n",
        "countries =['India', 'Canada','South Africa']\n",
        "filt = df['Country'].isin(countries)\n",
        "df.loc[filt,'Country']\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_JQRYlUL-4-j",
        "outputId": "950e15de-d3a9-4acb-e767-b05bd62ada16"
      },
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Respondent\n",
              "7        India\n",
              "22       India\n",
              "26      Canada\n",
              "32      Canada\n",
              "51      Canada\n",
              "         ...  \n",
              "6884     India\n",
              "6886     India\n",
              "6887     India\n",
              "6889     India\n",
              "6891     India\n",
              "Name: Country, Length: 1130, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 35
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#we want to filter out the language worked with where language worked with is only python using a string method\n",
        "filt = df['LanguageWorkedWith'].str.contains('Python',na = False)\n",
        "df.loc[filt,'LanguageWorkedWith']\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zeAaa15f__KI",
        "outputId": "c5b0d85a-42a0-49f9-ee3f-84e1c6fda03a"
      },
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Respondent\n",
              "3                                Objective-C;Python;Swift\n",
              "8                                              Python;SQL\n",
              "10                    HTML/CSS;Java;JavaScript;Python;SQL\n",
              "13                                    C;JavaScript;Python\n",
              "15       Bash/Shell/PowerShell;C;HTML/CSS;Java;Python;SQL\n",
              "                              ...                        \n",
              "6875        HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript\n",
              "6877                   HTML/CSS;JavaScript;PHP;Python;SQL\n",
              "6878    C;C++;HTML/CSS;Java;JavaScript;Objective-C;PHP...\n",
              "6881                              Java;Python;R;Scala;SQL\n",
              "6883                                Assembly;C;C++;Python\n",
              "Name: LanguageWorkedWith, Length: 3057, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 39
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {
        "colab": {
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        },
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        "outputId": "747ece83-66b0-4678-91ab-1716daebdd93"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(6863, 60)"
            ]
          },
          "metadata": {},
          "execution_count": 26
        }
      ],
      "source": [
        "df = pd.read_csv('/content/survey_results_public.csv',index_col='Respondent')\n",
        "df.shape"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wYWsSwbXXHbP",
        "outputId": "40a08097-dce3-4fb6-9d69-450688064f22"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "Int64Index: 6863 entries, 1 to 6891\n",
            "Data columns (total 60 columns):\n",
            " #   Column                        Non-Null Count  Dtype  \n",
            "---  ------                        --------------  -----  \n",
            " 0   MainBranch                    6863 non-null   object \n",
            " 1   Hobbyist                      6863 non-null   object \n",
            " 2   Age                           5968 non-null   float64\n",
            " 3   Age1stCode                    6812 non-null   object \n",
            " 4   CompFreq                      5049 non-null   object \n",
            " 5   CompTotal                     4591 non-null   float64\n",
            " 6   ConvertedComp                 4578 non-null   float64\n",
            " 7   Country                       6863 non-null   object \n",
            " 8   CurrencyDesc                  5650 non-null   object \n",
            " 9   CurrencySymbol                5650 non-null   object \n",
            " 10  DatabaseDesireNextYear        5200 non-null   object \n",
            " 11  DatabaseWorkedWith            5900 non-null   object \n",
            " 12  DevType                       5972 non-null   object \n",
            " 13  EdLevel                       6709 non-null   object \n",
            " 14  Employment                    6837 non-null   object \n",
            " 15  Ethnicity                     6017 non-null   object \n",
            " 16  Gender                        6530 non-null   object \n",
            " 17  JobFactors                    6188 non-null   object \n",
            " 18  JobSat                        5616 non-null   object \n",
            " 19  JobSeek                       6451 non-null   object \n",
            " 20  LanguageDesireNextYear        6364 non-null   object \n",
            " 21  LanguageWorkedWith            6782 non-null   object \n",
            " 22  MiscTechDesireNextYear        5151 non-null   object \n",
            " 23  MiscTechWorkedWith            5009 non-null   object \n",
            " 24  NEWCollabToolsDesireNextYear  5731 non-null   object \n",
            " 25  NEWCollabToolsWorkedWith      6468 non-null   object \n",
            " 26  NEWDevOps                     5483 non-null   object \n",
            " 27  NEWDevOpsImpt                 5381 non-null   object \n",
            " 28  NEWEdImpt                     5961 non-null   object \n",
            " 29  NEWJobHunt                    5544 non-null   object \n",
            " 30  NEWJobHuntResearch            5399 non-null   object \n",
            " 31  NEWLearn                      6595 non-null   object \n",
            " 32  NEWOffTopic                   6455 non-null   object \n",
            " 33  NEWOnboardGood                5473 non-null   object \n",
            " 34  NEWOtherComms                 6813 non-null   object \n",
            " 35  NEWOvertime                   5548 non-null   object \n",
            " 36  NEWPurchaseResearch           4553 non-null   object \n",
            " 37  NEWPurpleLink                 6746 non-null   object \n",
            " 38  NEWSOSites                    6818 non-null   object \n",
            " 39  NEWStuck                      6734 non-null   object \n",
            " 40  OpSys                         6783 non-null   object \n",
            " 41  OrgSize                       5501 non-null   object \n",
            " 42  PlatformDesireNextYear        6035 non-null   object \n",
            " 43  PlatformWorkedWith            6437 non-null   object \n",
            " 44  PurchaseWhat                  4998 non-null   object \n",
            " 45  Sexuality                     5808 non-null   object \n",
            " 46  SOAccount                     6743 non-null   object \n",
            " 47  SOComm                        6732 non-null   object \n",
            " 48  SOPartFreq                    5951 non-null   object \n",
            " 49  SOVisitFreq                   6742 non-null   object \n",
            " 50  SurveyEase                    6763 non-null   object \n",
            " 51  SurveyLength                  6753 non-null   object \n",
            " 52  Trans                         6416 non-null   object \n",
            " 53  UndergradMajor                6090 non-null   object \n",
            " 54  WebframeDesireNextYear        4730 non-null   object \n",
            " 55  WebframeWorkedWith            5088 non-null   object \n",
            " 56  WelcomeChange                 6528 non-null   object \n",
            " 57  WorkWeekHrs                   5328 non-null   float64\n",
            " 58  YearsCode                     6805 non-null   object \n",
            " 59  YearsCodePro                  5672 non-null   object \n",
            "dtypes: float64(4), object(56)\n",
            "memory usage: 3.2+ MB\n"
          ]
        }
      ],
      "source": [
        "#to get all the info\n",
        "df.info()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {
        "id": "TNz3g63oYAwp"
      },
      "outputs": [],
      "source": [
        "pd.set_option('display.max_columns', 61)\n",
        "pd.set_option('display.max_rows', 61 )"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "0-lZWmLUY75w"
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      "source": []
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      "execution_count": 29,
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      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                                   MainBranch Hobbyist   Age  \\\n",
              "Respondent                                                                     \n",
              "1                              I am a developer by profession      Yes   NaN   \n",
              "2                              I am a developer by profession       No   NaN   \n",
              "3                                 I code primarily as a hobby      Yes   NaN   \n",
              "4                              I am a developer by profession      Yes  25.0   \n",
              "5           I used to be a developer by profession, but no...      Yes  31.0   \n",
              "...                                                       ...      ...   ...   \n",
              "6887                           I am a developer by profession      Yes   NaN   \n",
              "6888                           I am a developer by profession      Yes  32.0   \n",
              "6889                           I am a developer by profession       No  31.0   \n",
              "6890                           I am a developer by profession      Yes  36.0   \n",
              "6891                           I am a developer by profession      Yes  29.0   \n",
              "\n",
              "           Age1stCode CompFreq  CompTotal  ConvertedComp             Country  \\\n",
              "Respondent                                                                     \n",
              "1                  13  Monthly        NaN            NaN             Germany   \n",
              "2                  19      NaN        NaN            NaN      United Kingdom   \n",
              "3                  15      NaN        NaN            NaN  Russian Federation   \n",
              "4                  18      NaN        NaN            NaN             Albania   \n",
              "5                  16      NaN        NaN            NaN       United States   \n",
              "...               ...      ...        ...            ...                 ...   \n",
              "6887               18  Monthly        NaN            NaN               India   \n",
              "6888               20  Monthly        NaN            NaN               China   \n",
              "6889               21   Yearly   114000.0         1592.0               India   \n",
              "6890               16   Yearly   150000.0       150000.0       United States   \n",
              "6891               13  Monthly   100000.0        16752.0               India   \n",
              "\n",
              "                     CurrencyDesc CurrencySymbol  \\\n",
              "Respondent                                         \n",
              "1                   European Euro            EUR   \n",
              "2                  Pound sterling            GBP   \n",
              "3                             NaN            NaN   \n",
              "4                    Albanian lek            ALL   \n",
              "5                             NaN            NaN   \n",
              "...                           ...            ...   \n",
              "6887                 Indian rupee            INR   \n",
              "6888        Chinese Yuan Renminbi            CNY   \n",
              "6889                 Indian rupee            INR   \n",
              "6890         United States dollar            USD   \n",
              "6891                 Indian rupee            INR   \n",
              "\n",
              "                             DatabaseDesireNextYear  \\\n",
              "Respondent                                            \n",
              "1                              Microsoft SQL Server   \n",
              "2                                               NaN   \n",
              "3                                               NaN   \n",
              "4                                               NaN   \n",
              "5                                  MySQL;PostgreSQL   \n",
              "...                                             ...   \n",
              "6887                   Firebase;MySQL;Oracle;SQLite   \n",
              "6888                                            NaN   \n",
              "6889                    Elasticsearch;MongoDB;Redis   \n",
              "6890                                            NaN   \n",
              "6891        Cassandra;Couchbase;DynamoDB;PostgreSQL   \n",
              "\n",
              "                                           DatabaseWorkedWith  \\\n",
              "Respondent                                                      \n",
              "1                   Elasticsearch;Microsoft SQL Server;Oracle   \n",
              "2                                                         NaN   \n",
              "3                                                         NaN   \n",
              "4                                                         NaN   \n",
              "5                               MySQL;PostgreSQL;Redis;SQLite   \n",
              "...                                                       ...   \n",
              "6887                             Firebase;MySQL;Oracle;SQLite   \n",
              "6888                                                      NaN   \n",
              "6889                                            MongoDB;Redis   \n",
              "6890                                                      NaN   \n",
              "6891        Elasticsearch;Microsoft SQL Server;MongoDB;MyS...   \n",
              "\n",
              "                                                      DevType  \\\n",
              "Respondent                                                      \n",
              "1           Developer, desktop or enterprise applications;...   \n",
              "2                     Developer, full-stack;Developer, mobile   \n",
              "3                                                         NaN   \n",
              "4                                                         NaN   \n",
              "5                                                         NaN   \n",
              "...                                                       ...   \n",
              "6887                                     Developer, front-end   \n",
              "6888        Developer, embedded applications or devices;De...   \n",
              "6889                                      Developer, back-end   \n",
              "6890        Developer, front-end;Developer, full-stack;Dev...   \n",
              "6891                                    Developer, full-stack   \n",
              "\n",
              "                                                    EdLevel  \\\n",
              "Respondent                                                    \n",
              "1           Master’s degree (M.A., M.S., M.Eng., MBA, etc.)   \n",
              "2              Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
              "3                                                       NaN   \n",
              "4           Master’s degree (M.A., M.S., M.Eng., MBA, etc.)   \n",
              "5              Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
              "...                                                     ...   \n",
              "6887                                                    NaN   \n",
              "6888           Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
              "6889           Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
              "6890           Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
              "6891           Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
              "\n",
              "                                                   Employment  \\\n",
              "Respondent                                                      \n",
              "1           Independent contractor, freelancer, or self-em...   \n",
              "2                                          Employed full-time   \n",
              "3                                                         NaN   \n",
              "4                                                         NaN   \n",
              "5                                          Employed full-time   \n",
              "...                                                       ...   \n",
              "6887                                       Employed full-time   \n",
              "6888                                       Employed full-time   \n",
              "6889                                       Employed full-time   \n",
              "6890                                       Employed full-time   \n",
              "6891                                       Employed full-time   \n",
              "\n",
              "                               Ethnicity Gender  \\\n",
              "Respondent                                        \n",
              "1           White or of European descent    Man   \n",
              "2                                    NaN    NaN   \n",
              "3                                    NaN    NaN   \n",
              "4           White or of European descent    Man   \n",
              "5           White or of European descent    Man   \n",
              "...                                  ...    ...   \n",
              "6887                     Southeast Asian    Man   \n",
              "6888                          East Asian    Man   \n",
              "6889                         South Asian    Man   \n",
              "6890        White or of European descent    Man   \n",
              "6891                         South Asian    Man   \n",
              "\n",
              "                                                   JobFactors  \\\n",
              "Respondent                                                      \n",
              "1           Languages, frameworks, and other technologies ...   \n",
              "2                                                         NaN   \n",
              "3                                                         NaN   \n",
              "4           Flex time or a flexible schedule;Office enviro...   \n",
              "5                                                         NaN   \n",
              "...                                                       ...   \n",
              "6887        Languages, frameworks, and other technologies ...   \n",
              "6888        Industry that I’d be working in;Flex time or a...   \n",
              "6889        Flex time or a flexible schedule;Languages, fr...   \n",
              "6890        Flex time or a flexible schedule;Specific depa...   \n",
              "6891        Specific department or team I’d be working on;...   \n",
              "\n",
              "                                        JobSat  \\\n",
              "Respondent                                       \n",
              "1                           Slightly satisfied   \n",
              "2                            Very dissatisfied   \n",
              "3                                          NaN   \n",
              "4                        Slightly dissatisfied   \n",
              "5                                          NaN   \n",
              "...                                        ...   \n",
              "6887                     Slightly dissatisfied   \n",
              "6888                        Slightly satisfied   \n",
              "6889                        Slightly satisfied   \n",
              "6890                            Very satisfied   \n",
              "6891        Neither satisfied nor dissatisfied   \n",
              "\n",
              "                                                      JobSeek  \\\n",
              "Respondent                                                      \n",
              "1                I am not interested in new job opportunities   \n",
              "2                I am not interested in new job opportunities   \n",
              "3                                                         NaN   \n",
              "4           I’m not actively looking, but I am open to new...   \n",
              "5                                                         NaN   \n",
              "...                                                       ...   \n",
              "6887        I’m not actively looking, but I am open to new...   \n",
              "6888        I’m not actively looking, but I am open to new...   \n",
              "6889        I’m not actively looking, but I am open to new...   \n",
              "6890             I am not interested in new job opportunities   \n",
              "6891                          I am actively looking for a job   \n",
              "\n",
              "                 LanguageDesireNextYear           LanguageWorkedWith  \\\n",
              "Respondent                                                             \n",
              "1                C#;HTML/CSS;JavaScript       C#;HTML/CSS;JavaScript   \n",
              "2                          Python;Swift             JavaScript;Swift   \n",
              "3              Objective-C;Python;Swift     Objective-C;Python;Swift   \n",
              "4                                   NaN                          NaN   \n",
              "5                       Java;Ruby;Scala            HTML/CSS;Ruby;SQL   \n",
              "...                                 ...                          ...   \n",
              "6887        Dart;Java;JavaScript;Kotlin                  Java;Kotlin   \n",
              "6888        Bash/Shell/PowerShell;C;C++  Bash/Shell/PowerShell;C;C++   \n",
              "6889                                 Go                   JavaScript   \n",
              "6890                                NaN     Go;JavaScript;TypeScript   \n",
              "6891         Go;R;Rust;Scala;TypeScript                           C;   \n",
              "\n",
              "                      MiscTechDesireNextYear MiscTechWorkedWith  \\\n",
              "Respondent                                                        \n",
              "1                          .NET Core;Xamarin     .NET;.NET Core   \n",
              "2           React Native;TensorFlow;Unity 3D       React Native   \n",
              "3                                        NaN                NaN   \n",
              "4                                        NaN                NaN   \n",
              "5                               Ansible;Chef            Ansible   \n",
              "...                                      ...                ...   \n",
              "6887                    Flutter;React Native       React Native   \n",
              "6888                                     NaN                NaN   \n",
              "6889                                     NaN            Node.js   \n",
              "6890                                     NaN            Node.js   \n",
              "6891                                     NaN                NaN   \n",
              "\n",
              "                                 NEWCollabToolsDesireNextYear  \\\n",
              "Respondent                                                      \n",
              "1                      Microsoft Teams;Microsoft Azure;Trello   \n",
              "2                                                Github;Slack   \n",
              "3                                                         NaN   \n",
              "4                                                         NaN   \n",
              "5                       Github;Google Suite (Docs, Meet, etc)   \n",
              "...                                                       ...   \n",
              "6887        Jira;Github;Gitlab;Slack;Microsoft Azure;Trell...   \n",
              "6888                                                      NaN   \n",
              "6889        Jira;Github;Gitlab;Slack;Google Suite (Docs, M...   \n",
              "6890                                                      NaN   \n",
              "6891                                                      NaN   \n",
              "\n",
              "                                     NEWCollabToolsWorkedWith NEWDevOps  \\\n",
              "Respondent                                                                \n",
              "1                Confluence;Jira;Slack;Microsoft Azure;Trello        No   \n",
              "2                         Confluence;Jira;Github;Gitlab;Slack       NaN   \n",
              "3                                                         NaN       NaN   \n",
              "4                                                         NaN        No   \n",
              "5           Confluence;Jira;Github;Slack;Google Suite (Doc...       NaN   \n",
              "...                                                       ...       ...   \n",
              "6887                                     Github;Gitlab;Trello        No   \n",
              "6888                                                      NaN  Not sure   \n",
              "6889        Jira;Github;Gitlab;Slack;Google Suite (Docs, M...       Yes   \n",
              "6890              Github;Slack;Google Suite (Docs, Meet, etc)       Yes   \n",
              "6891                                                      NaN       NaN   \n",
              "\n",
              "                  NEWDevOpsImpt                           NEWEdImpt  \\\n",
              "Respondent                                                            \n",
              "1            Somewhat important                    Fairly important   \n",
              "2                           NaN                    Fairly important   \n",
              "3                           NaN                                 NaN   \n",
              "4                           NaN  Not at all important/not necessary   \n",
              "5                           NaN                      Very important   \n",
              "...                         ...                                 ...   \n",
              "6887         Somewhat important                    Fairly important   \n",
              "6888                        NaN                      Very important   \n",
              "6889        Extremely important                    Fairly important   \n",
              "6890        Extremely important                    Fairly important   \n",
              "6891                        NaN                                 NaN   \n",
              "\n",
              "                                                   NEWJobHunt  \\\n",
              "Respondent                                                      \n",
              "1                                                         NaN   \n",
              "2                                                         NaN   \n",
              "3                                                         NaN   \n",
              "4           Curious about other opportunities;Wanting to w...   \n",
              "5                                                         NaN   \n",
              "...                                                       ...   \n",
              "6887        Curious about other opportunities;Better compe...   \n",
              "6888        Curious about other opportunities;Better compe...   \n",
              "6889        Better compensation;Better work/life balance;W...   \n",
              "6890        Better compensation;Trouble with my teammates;...   \n",
              "6891                                                      NaN   \n",
              "\n",
              "                                           NEWJobHuntResearch  \\\n",
              "Respondent                                                      \n",
              "1                                                         NaN   \n",
              "2                                                         NaN   \n",
              "3                                                         NaN   \n",
              "4                                                         NaN   \n",
              "5                                                         NaN   \n",
              "...                                                       ...   \n",
              "6887        Company reviews from third party sites (e.g. G...   \n",
              "6888        Company reviews from third party sites (e.g. G...   \n",
              "6889        Read company media, such as employee blogs or ...   \n",
              "6890        Read company media, such as employee blogs or ...   \n",
              "6891                                                      NaN   \n",
              "\n",
              "                        NEWLearn NEWOffTopic                NEWOnboardGood  \\\n",
              "Respondent                                                                   \n",
              "1                    Once a year    Not sure                           NaN   \n",
              "2                    Once a year    Not sure                           NaN   \n",
              "3                  Once a decade         NaN                           NaN   \n",
              "4                    Once a year    Not sure                           Yes   \n",
              "5                    Once a year          No                           NaN   \n",
              "...                          ...         ...                           ...   \n",
              "6887            Every few months         Yes                            No   \n",
              "6888                         NaN         NaN  Onboarding? What onboarding?   \n",
              "6889        Once every few years          No                           Yes   \n",
              "6890        Once every few years         Yes                           Yes   \n",
              "6891                         NaN         NaN                           NaN   \n",
              "\n",
              "           NEWOtherComms                                        NEWOvertime  \\\n",
              "Respondent                                                                    \n",
              "1                     No                   Often: 1-2 days per week or more   \n",
              "2                     No                                                NaN   \n",
              "3                     No                                                NaN   \n",
              "4                    Yes  Occasionally: 1-2 days per quarter but less th...   \n",
              "5                    Yes                                                NaN   \n",
              "...                  ...                                                ...   \n",
              "6887                  No                   Often: 1-2 days per week or more   \n",
              "6888                 Yes                   Often: 1-2 days per week or more   \n",
              "6889                  No  Sometimes: 1-2 days per month but less than we...   \n",
              "6890                 Yes                                              Never   \n",
              "6891                 NaN                                                NaN   \n",
              "\n",
              "                                          NEWPurchaseResearch  \\\n",
              "Respondent                                                      \n",
              "1           Start a free trial;Ask developers I know/work ...   \n",
              "2                                                         NaN   \n",
              "3                                                         NaN   \n",
              "4                                                         NaN   \n",
              "5           Start a free trial;Ask developers I know/work ...   \n",
              "...                                                       ...   \n",
              "6887                                       Start a free trial   \n",
              "6888                                                      NaN   \n",
              "6889                                                      NaN   \n",
              "6890                                                      NaN   \n",
              "6891                                                      NaN   \n",
              "\n",
              "                NEWPurpleLink  \\\n",
              "Respondent                      \n",
              "1                      Amused   \n",
              "2                      Amused   \n",
              "3                         NaN   \n",
              "4                         NaN   \n",
              "5           Hello, old friend   \n",
              "...                       ...   \n",
              "6887                   Amused   \n",
              "6888              Indifferent   \n",
              "6889        Hello, old friend   \n",
              "6890                   Amused   \n",
              "6891                      NaN   \n",
              "\n",
              "                                                   NEWSOSites  \\\n",
              "Respondent                                                      \n",
              "1            Stack Overflow (public Q&A for anyone who codes)   \n",
              "2           Stack Overflow (public Q&A for anyone who code...   \n",
              "3            Stack Overflow (public Q&A for anyone who codes)   \n",
              "4           Stack Overflow (public Q&A for anyone who code...   \n",
              "5           Stack Overflow (public Q&A for anyone who code...   \n",
              "...                                                       ...   \n",
              "6887        Stack Overflow (public Q&A for anyone who code...   \n",
              "6888        Stack Overflow (public Q&A for anyone who code...   \n",
              "6889        Stack Overflow (public Q&A for anyone who code...   \n",
              "6890        Stack Overflow (public Q&A for anyone who code...   \n",
              "6891                                                      NaN   \n",
              "\n",
              "                                                     NEWStuck        OpSys  \\\n",
              "Respondent                                                                   \n",
              "1           Visit Stack Overflow;Go for a walk or other ph...      Windows   \n",
              "2           Visit Stack Overflow;Go for a walk or other ph...        MacOS   \n",
              "3                                                         NaN  Linux-based   \n",
              "4                                                         NaN  Linux-based   \n",
              "5           Call a coworker or friend;Visit Stack Overflow...      Windows   \n",
              "...                                                       ...          ...   \n",
              "6887                               Visit Stack Overflow;Panic      Windows   \n",
              "6888        Visit Stack Overflow;Watch help / tutorial vid...  Linux-based   \n",
              "6889        Call a coworker or friend;Visit Stack Overflow...      Windows   \n",
              "6890        Play games;Go for a walk or other physical act...        MacOS   \n",
              "6891                                                      NaN          NaN   \n",
              "\n",
              "                             OrgSize  \\\n",
              "Respondent                             \n",
              "1                   2 to 9 employees   \n",
              "2           1,000 to 4,999 employees   \n",
              "3                                NaN   \n",
              "4                 20 to 99 employees   \n",
              "5                                NaN   \n",
              "...                              ...   \n",
              "6887              10 to 19 employees   \n",
              "6888            100 to 499 employees   \n",
              "6889            100 to 499 employees   \n",
              "6890            100 to 499 employees   \n",
              "6891                             NaN   \n",
              "\n",
              "                                       PlatformDesireNextYear  \\\n",
              "Respondent                                                      \n",
              "1              Android;iOS;Kubernetes;Microsoft Azure;Windows   \n",
              "2                                  iOS;Kubernetes;Linux;MacOS   \n",
              "3                                                         NaN   \n",
              "4                                                         NaN   \n",
              "5           Docker;Google Cloud Platform;Heroku;Linux;Windows   \n",
              "...                                                       ...   \n",
              "6887                    Android;AWS;Google Cloud Platform;iOS   \n",
              "6888                                    Android;Linux;Windows   \n",
              "6889                       AWS;Docker;Heroku;Kubernetes;Linux   \n",
              "6890                                     Arduino;Raspberry Pi   \n",
              "6891                                                      NaN   \n",
              "\n",
              "                                           PlatformWorkedWith  \\\n",
              "Respondent                                                      \n",
              "1                                                     Windows   \n",
              "2                                                         iOS   \n",
              "3                                                         NaN   \n",
              "4                                                         NaN   \n",
              "5                              AWS;Docker;Linux;MacOS;Windows   \n",
              "...                                                       ...   \n",
              "6887                                                  Android   \n",
              "6888                                    Android;Linux;Windows   \n",
              "6889                                                AWS;Linux   \n",
              "6890        AWS;Docker;Kubernetes;Linux;MacOS;Slack Apps a...   \n",
              "6891                                                      NaN   \n",
              "\n",
              "                                PurchaseWhat                Sexuality  \\\n",
              "Respondent                                                              \n",
              "1                                        NaN  Straight / Heterosexual   \n",
              "2              I have little or no influence                      NaN   \n",
              "3                                        NaN                      NaN   \n",
              "4           I have a great deal of influence  Straight / Heterosexual   \n",
              "5                                        NaN  Straight / Heterosexual   \n",
              "...                                      ...                      ...   \n",
              "6887                   I have some influence                      NaN   \n",
              "6888           I have little or no influence  Straight / Heterosexual   \n",
              "6889           I have little or no influence  Straight / Heterosexual   \n",
              "6890           I have little or no influence                      NaN   \n",
              "6891                                     NaN                      NaN   \n",
              "\n",
              "           SOAccount           SOComm  \\\n",
              "Respondent                              \n",
              "1                 No   No, not at all   \n",
              "2                Yes  Yes, definitely   \n",
              "3                Yes    Yes, somewhat   \n",
              "4                Yes  Yes, definitely   \n",
              "5                Yes    Yes, somewhat   \n",
              "...              ...              ...   \n",
              "6887             Yes  Yes, definitely   \n",
              "6888             Yes         Not sure   \n",
              "6889             Yes  Yes, definitely   \n",
              "6890             Yes    Yes, somewhat   \n",
              "6891             NaN              NaN   \n",
              "\n",
              "                                                   SOPartFreq  \\\n",
              "Respondent                                                      \n",
              "1                                                         NaN   \n",
              "2                         Less than once per month or monthly   \n",
              "3                             A few times per month or weekly   \n",
              "4                             A few times per month or weekly   \n",
              "5                         Less than once per month or monthly   \n",
              "...                                                       ...   \n",
              "6887                                   Multiple times per day   \n",
              "6888        I have never participated in Q&A on Stack Over...   \n",
              "6889                      Less than once per month or monthly   \n",
              "6890                          A few times per month or weekly   \n",
              "6891                                                      NaN   \n",
              "\n",
              "                                SOVisitFreq                  SurveyEase  \\\n",
              "Respondent                                                                \n",
              "1                    Multiple times per day  Neither easy nor difficult   \n",
              "2                    Multiple times per day                         NaN   \n",
              "3                     Daily or almost daily  Neither easy nor difficult   \n",
              "4                    Multiple times per day                         NaN   \n",
              "5           A few times per month or weekly                        Easy   \n",
              "...                                     ...                         ...   \n",
              "6887                 Multiple times per day                        Easy   \n",
              "6888        A few times per month or weekly  Neither easy nor difficult   \n",
              "6889                   A few times per week  Neither easy nor difficult   \n",
              "6890                   A few times per week  Neither easy nor difficult   \n",
              "6891                                    NaN                         NaN   \n",
              "\n",
              "                     SurveyLength Trans  \\\n",
              "Respondent                                \n",
              "1           Appropriate in length    No   \n",
              "2                             NaN   NaN   \n",
              "3           Appropriate in length   NaN   \n",
              "4                             NaN    No   \n",
              "5                       Too short    No   \n",
              "...                           ...   ...   \n",
              "6887        Appropriate in length    No   \n",
              "6888        Appropriate in length    No   \n",
              "6889        Appropriate in length    No   \n",
              "6890        Appropriate in length    No   \n",
              "6891                          NaN   NaN   \n",
              "\n",
              "                                               UndergradMajor  \\\n",
              "Respondent                                                      \n",
              "1           Computer science, computer engineering, or sof...   \n",
              "2           Computer science, computer engineering, or sof...   \n",
              "3                                                         NaN   \n",
              "4           Computer science, computer engineering, or sof...   \n",
              "5           Computer science, computer engineering, or sof...   \n",
              "...                                                       ...   \n",
              "6887        Computer science, computer engineering, or sof...   \n",
              "6888        Computer science, computer engineering, or sof...   \n",
              "6889        Computer science, computer engineering, or sof...   \n",
              "6890        Computer science, computer engineering, or sof...   \n",
              "6891                                                      NaN   \n",
              "\n",
              "           WebframeDesireNextYear    WebframeWorkedWith  \\\n",
              "Respondent                                                \n",
              "1                    ASP.NET Core  ASP.NET;ASP.NET Core   \n",
              "2                             NaN                   NaN   \n",
              "3                             NaN                   NaN   \n",
              "4                             NaN                   NaN   \n",
              "5            Django;Ruby on Rails         Ruby on Rails   \n",
              "...                           ...                   ...   \n",
              "6887                     React.js              React.js   \n",
              "6888                          NaN                   NaN   \n",
              "6889                          NaN               Express   \n",
              "6890                          NaN              React.js   \n",
              "6891                          NaN                   NaN   \n",
              "\n",
              "                                       WelcomeChange  WorkWeekHrs YearsCode  \\\n",
              "Respondent                                                                    \n",
              "1            Just as welcome now as I felt last year         50.0        36   \n",
              "2           Somewhat more welcome now than last year          NaN         7   \n",
              "3           Somewhat more welcome now than last year          NaN         4   \n",
              "4           Somewhat less welcome now than last year         40.0         7   \n",
              "5            Just as welcome now as I felt last year          NaN        15   \n",
              "...                                              ...          ...       ...   \n",
              "6887        Somewhat more welcome now than last year          NaN         6   \n",
              "6888        Somewhat more welcome now than last year         60.0        11   \n",
              "6889         Just as welcome now as I felt last year         45.0        11   \n",
              "6890         Just as welcome now as I felt last year         38.0        20   \n",
              "6891                                             NaN          NaN       NaN   \n",
              "\n",
              "                YearsCodePro  \n",
              "Respondent                    \n",
              "1                         27  \n",
              "2                          4  \n",
              "3                        NaN  \n",
              "4                          4  \n",
              "5                          8  \n",
              "...                      ...  \n",
              "6887        Less than 1 year  \n",
              "6888                       8  \n",
              "6889                       7  \n",
              "6890                      14  \n",
              "6891                     NaN  \n",
              "\n",
              "[6863 rows x 60 columns]"
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              "      <th>LanguageDesireNextYear</th>\n",
              "      <th>LanguageWorkedWith</th>\n",
              "      <th>MiscTechDesireNextYear</th>\n",
              "      <th>MiscTechWorkedWith</th>\n",
              "      <th>NEWCollabToolsDesireNextYear</th>\n",
              "      <th>NEWCollabToolsWorkedWith</th>\n",
              "      <th>NEWDevOps</th>\n",
              "      <th>NEWDevOpsImpt</th>\n",
              "      <th>NEWEdImpt</th>\n",
              "      <th>NEWJobHunt</th>\n",
              "      <th>NEWJobHuntResearch</th>\n",
              "      <th>NEWLearn</th>\n",
              "      <th>NEWOffTopic</th>\n",
              "      <th>NEWOnboardGood</th>\n",
              "      <th>NEWOtherComms</th>\n",
              "      <th>NEWOvertime</th>\n",
              "      <th>NEWPurchaseResearch</th>\n",
              "      <th>NEWPurpleLink</th>\n",
              "      <th>NEWSOSites</th>\n",
              "      <th>NEWStuck</th>\n",
              "      <th>OpSys</th>\n",
              "      <th>OrgSize</th>\n",
              "      <th>PlatformDesireNextYear</th>\n",
              "      <th>PlatformWorkedWith</th>\n",
              "      <th>PurchaseWhat</th>\n",
              "      <th>Sexuality</th>\n",
              "      <th>SOAccount</th>\n",
              "      <th>SOComm</th>\n",
              "      <th>SOPartFreq</th>\n",
              "      <th>SOVisitFreq</th>\n",
              "      <th>SurveyEase</th>\n",
              "      <th>SurveyLength</th>\n",
              "      <th>Trans</th>\n",
              "      <th>UndergradMajor</th>\n",
              "      <th>WebframeDesireNextYear</th>\n",
              "      <th>WebframeWorkedWith</th>\n",
              "      <th>WelcomeChange</th>\n",
              "      <th>WorkWeekHrs</th>\n",
              "      <th>YearsCode</th>\n",
              "      <th>YearsCodePro</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Respondent</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>I am a developer by profession</td>\n",
              "      <td>Yes</td>\n",
              "      <td>NaN</td>\n",
              "      <td>13</td>\n",
              "      <td>Monthly</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Germany</td>\n",
              "      <td>European Euro</td>\n",
              "      <td>EUR</td>\n",
              "      <td>Microsoft SQL Server</td>\n",
              "      <td>Elasticsearch;Microsoft SQL Server;Oracle</td>\n",
              "      <td>Developer, desktop or enterprise applications;...</td>\n",
              "      <td>Master’s degree (M.A., M.S., M.Eng., MBA, etc.)</td>\n",
              "      <td>Independent contractor, freelancer, or self-em...</td>\n",
              "      <td>White or of European descent</td>\n",
              "      <td>Man</td>\n",
              "      <td>Languages, frameworks, and other technologies ...</td>\n",
              "      <td>Slightly satisfied</td>\n",
              "      <td>I am not interested in new job opportunities</td>\n",
              "      <td>C#;HTML/CSS;JavaScript</td>\n",
              "      <td>C#;HTML/CSS;JavaScript</td>\n",
              "      <td>.NET Core;Xamarin</td>\n",
              "      <td>.NET;.NET Core</td>\n",
              "      <td>Microsoft Teams;Microsoft Azure;Trello</td>\n",
              "      <td>Confluence;Jira;Slack;Microsoft Azure;Trello</td>\n",
              "      <td>No</td>\n",
              "      <td>Somewhat important</td>\n",
              "      <td>Fairly important</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Once a year</td>\n",
              "      <td>Not sure</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>Often: 1-2 days per week or more</td>\n",
              "      <td>Start a free trial;Ask developers I know/work ...</td>\n",
              "      <td>Amused</td>\n",
              "      <td>Stack Overflow (public Q&amp;A for anyone who codes)</td>\n",
              "      <td>Visit Stack Overflow;Go for a walk or other ph...</td>\n",
              "      <td>Windows</td>\n",
              "      <td>2 to 9 employees</td>\n",
              "      <td>Android;iOS;Kubernetes;Microsoft Azure;Windows</td>\n",
              "      <td>Windows</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Straight / Heterosexual</td>\n",
              "      <td>No</td>\n",
              "      <td>No, not at all</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Multiple times per day</td>\n",
              "      <td>Neither easy nor difficult</td>\n",
              "      <td>Appropriate in length</td>\n",
              "      <td>No</td>\n",
              "      <td>Computer science, computer engineering, or sof...</td>\n",
              "      <td>ASP.NET Core</td>\n",
              "      <td>ASP.NET;ASP.NET Core</td>\n",
              "      <td>Just as welcome now as I felt last year</td>\n",
              "      <td>50.0</td>\n",
              "      <td>36</td>\n",
              "      <td>27</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>I am a developer by profession</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>19</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>United Kingdom</td>\n",
              "      <td>Pound sterling</td>\n",
              "      <td>GBP</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Developer, full-stack;Developer, mobile</td>\n",
              "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
              "      <td>Employed full-time</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Very dissatisfied</td>\n",
              "      <td>I am not interested in new job opportunities</td>\n",
              "      <td>Python;Swift</td>\n",
              "      <td>JavaScript;Swift</td>\n",
              "      <td>React Native;TensorFlow;Unity 3D</td>\n",
              "      <td>React Native</td>\n",
              "      <td>Github;Slack</td>\n",
              "      <td>Confluence;Jira;Github;Gitlab;Slack</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Fairly important</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Once a year</td>\n",
              "      <td>Not sure</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Amused</td>\n",
              "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
              "      <td>Visit Stack Overflow;Go for a walk or other ph...</td>\n",
              "      <td>MacOS</td>\n",
              "      <td>1,000 to 4,999 employees</td>\n",
              "      <td>iOS;Kubernetes;Linux;MacOS</td>\n",
              "      <td>iOS</td>\n",
              "      <td>I have little or no influence</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes, definitely</td>\n",
              "      <td>Less than once per month or monthly</td>\n",
              "      <td>Multiple times per day</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Computer science, computer engineering, or sof...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Somewhat more welcome now than last year</td>\n",
              "      <td>NaN</td>\n",
              "      <td>7</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>I code primarily as a hobby</td>\n",
              "      <td>Yes</td>\n",
              "      <td>NaN</td>\n",
              "      <td>15</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Russian Federation</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Objective-C;Python;Swift</td>\n",
              "      <td>Objective-C;Python;Swift</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Once a decade</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Stack Overflow (public Q&amp;A for anyone who codes)</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Linux-based</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes, somewhat</td>\n",
              "      <td>A few times per month or weekly</td>\n",
              "      <td>Daily or almost daily</td>\n",
              "      <td>Neither easy nor difficult</td>\n",
              "      <td>Appropriate in length</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Somewhat more welcome now than last year</td>\n",
              "      <td>NaN</td>\n",
              "      <td>4</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>I am a developer by profession</td>\n",
              "      <td>Yes</td>\n",
              "      <td>25.0</td>\n",
              "      <td>18</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Albania</td>\n",
              "      <td>Albanian lek</td>\n",
              "      <td>ALL</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Master’s degree (M.A., M.S., M.Eng., MBA, etc.)</td>\n",
              "      <td>NaN</td>\n",
              "      <td>White or of European descent</td>\n",
              "      <td>Man</td>\n",
              "      <td>Flex time or a flexible schedule;Office enviro...</td>\n",
              "      <td>Slightly dissatisfied</td>\n",
              "      <td>I’m not actively looking, but I am open to new...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Not at all important/not necessary</td>\n",
              "      <td>Curious about other opportunities;Wanting to w...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Once a year</td>\n",
              "      <td>Not sure</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Occasionally: 1-2 days per quarter but less th...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Linux-based</td>\n",
              "      <td>20 to 99 employees</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>I have a great deal of influence</td>\n",
              "      <td>Straight / Heterosexual</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes, definitely</td>\n",
              "      <td>A few times per month or weekly</td>\n",
              "      <td>Multiple times per day</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>Computer science, computer engineering, or sof...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Somewhat less welcome now than last year</td>\n",
              "      <td>40.0</td>\n",
              "      <td>7</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>I used to be a developer by profession, but no...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>31.0</td>\n",
              "      <td>16</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>United States</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>MySQL;PostgreSQL</td>\n",
              "      <td>MySQL;PostgreSQL;Redis;SQLite</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
              "      <td>Employed full-time</td>\n",
              "      <td>White or of European descent</td>\n",
              "      <td>Man</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Java;Ruby;Scala</td>\n",
              "      <td>HTML/CSS;Ruby;SQL</td>\n",
              "      <td>Ansible;Chef</td>\n",
              "      <td>Ansible</td>\n",
              "      <td>Github;Google Suite (Docs, Meet, etc)</td>\n",
              "      <td>Confluence;Jira;Github;Slack;Google Suite (Doc...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Very important</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Once a year</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Start a free trial;Ask developers I know/work ...</td>\n",
              "      <td>Hello, old friend</td>\n",
              "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
              "      <td>Call a coworker or friend;Visit Stack Overflow...</td>\n",
              "      <td>Windows</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Docker;Google Cloud Platform;Heroku;Linux;Windows</td>\n",
              "      <td>AWS;Docker;Linux;MacOS;Windows</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Straight / Heterosexual</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes, somewhat</td>\n",
              "      <td>Less than once per month or monthly</td>\n",
              "      <td>A few times per month or weekly</td>\n",
              "      <td>Easy</td>\n",
              "      <td>Too short</td>\n",
              "      <td>No</td>\n",
              "      <td>Computer science, computer engineering, or sof...</td>\n",
              "      <td>Django;Ruby on Rails</td>\n",
              "      <td>Ruby on Rails</td>\n",
              "      <td>Just as welcome now as I felt last year</td>\n",
              "      <td>NaN</td>\n",
              "      <td>15</td>\n",
              "      <td>8</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",
              "      <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",
              "      <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",
              "      <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",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6887</th>\n",
              "      <td>I am a developer by profession</td>\n",
              "      <td>Yes</td>\n",
              "      <td>NaN</td>\n",
              "      <td>18</td>\n",
              "      <td>Monthly</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>India</td>\n",
              "      <td>Indian rupee</td>\n",
              "      <td>INR</td>\n",
              "      <td>Firebase;MySQL;Oracle;SQLite</td>\n",
              "      <td>Firebase;MySQL;Oracle;SQLite</td>\n",
              "      <td>Developer, front-end</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Employed full-time</td>\n",
              "      <td>Southeast Asian</td>\n",
              "      <td>Man</td>\n",
              "      <td>Languages, frameworks, and other technologies ...</td>\n",
              "      <td>Slightly dissatisfied</td>\n",
              "      <td>I’m not actively looking, but I am open to new...</td>\n",
              "      <td>Dart;Java;JavaScript;Kotlin</td>\n",
              "      <td>Java;Kotlin</td>\n",
              "      <td>Flutter;React Native</td>\n",
              "      <td>React Native</td>\n",
              "      <td>Jira;Github;Gitlab;Slack;Microsoft Azure;Trell...</td>\n",
              "      <td>Github;Gitlab;Trello</td>\n",
              "      <td>No</td>\n",
              "      <td>Somewhat important</td>\n",
              "      <td>Fairly important</td>\n",
              "      <td>Curious about other opportunities;Better compe...</td>\n",
              "      <td>Company reviews from third party sites (e.g. G...</td>\n",
              "      <td>Every few months</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Often: 1-2 days per week or more</td>\n",
              "      <td>Start a free trial</td>\n",
              "      <td>Amused</td>\n",
              "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
              "      <td>Visit Stack Overflow;Panic</td>\n",
              "      <td>Windows</td>\n",
              "      <td>10 to 19 employees</td>\n",
              "      <td>Android;AWS;Google Cloud Platform;iOS</td>\n",
              "      <td>Android</td>\n",
              "      <td>I have some influence</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes, definitely</td>\n",
              "      <td>Multiple times per day</td>\n",
              "      <td>Multiple times per day</td>\n",
              "      <td>Easy</td>\n",
              "      <td>Appropriate in length</td>\n",
              "      <td>No</td>\n",
              "      <td>Computer science, computer engineering, or sof...</td>\n",
              "      <td>React.js</td>\n",
              "      <td>React.js</td>\n",
              "      <td>Somewhat more welcome now than last year</td>\n",
              "      <td>NaN</td>\n",
              "      <td>6</td>\n",
              "      <td>Less than 1 year</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6888</th>\n",
              "      <td>I am a developer by profession</td>\n",
              "      <td>Yes</td>\n",
              "      <td>32.0</td>\n",
              "      <td>20</td>\n",
              "      <td>Monthly</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>China</td>\n",
              "      <td>Chinese Yuan Renminbi</td>\n",
              "      <td>CNY</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Developer, embedded applications or devices;De...</td>\n",
              "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
              "      <td>Employed full-time</td>\n",
              "      <td>East Asian</td>\n",
              "      <td>Man</td>\n",
              "      <td>Industry that I’d be working in;Flex time or a...</td>\n",
              "      <td>Slightly satisfied</td>\n",
              "      <td>I’m not actively looking, but I am open to new...</td>\n",
              "      <td>Bash/Shell/PowerShell;C;C++</td>\n",
              "      <td>Bash/Shell/PowerShell;C;C++</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Not sure</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Very important</td>\n",
              "      <td>Curious about other opportunities;Better compe...</td>\n",
              "      <td>Company reviews from third party sites (e.g. G...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Onboarding? What onboarding?</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Often: 1-2 days per week or more</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Indifferent</td>\n",
              "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
              "      <td>Visit Stack Overflow;Watch help / tutorial vid...</td>\n",
              "      <td>Linux-based</td>\n",
              "      <td>100 to 499 employees</td>\n",
              "      <td>Android;Linux;Windows</td>\n",
              "      <td>Android;Linux;Windows</td>\n",
              "      <td>I have little or no influence</td>\n",
              "      <td>Straight / Heterosexual</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Not sure</td>\n",
              "      <td>I have never participated in Q&amp;A on Stack Over...</td>\n",
              "      <td>A few times per month or weekly</td>\n",
              "      <td>Neither easy nor difficult</td>\n",
              "      <td>Appropriate in length</td>\n",
              "      <td>No</td>\n",
              "      <td>Computer science, computer engineering, or sof...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Somewhat more welcome now than last year</td>\n",
              "      <td>60.0</td>\n",
              "      <td>11</td>\n",
              "      <td>8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6889</th>\n",
              "      <td>I am a developer by profession</td>\n",
              "      <td>No</td>\n",
              "      <td>31.0</td>\n",
              "      <td>21</td>\n",
              "      <td>Yearly</td>\n",
              "      <td>114000.0</td>\n",
              "      <td>1592.0</td>\n",
              "      <td>India</td>\n",
              "      <td>Indian rupee</td>\n",
              "      <td>INR</td>\n",
              "      <td>Elasticsearch;MongoDB;Redis</td>\n",
              "      <td>MongoDB;Redis</td>\n",
              "      <td>Developer, back-end</td>\n",
              "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
              "      <td>Employed full-time</td>\n",
              "      <td>South Asian</td>\n",
              "      <td>Man</td>\n",
              "      <td>Flex time or a flexible schedule;Languages, fr...</td>\n",
              "      <td>Slightly satisfied</td>\n",
              "      <td>I’m not actively looking, but I am open to new...</td>\n",
              "      <td>Go</td>\n",
              "      <td>JavaScript</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Node.js</td>\n",
              "      <td>Jira;Github;Gitlab;Slack;Google Suite (Docs, M...</td>\n",
              "      <td>Jira;Github;Gitlab;Slack;Google Suite (Docs, M...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Extremely important</td>\n",
              "      <td>Fairly important</td>\n",
              "      <td>Better compensation;Better work/life balance;W...</td>\n",
              "      <td>Read company media, such as employee blogs or ...</td>\n",
              "      <td>Once every few years</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Sometimes: 1-2 days per month but less than we...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Hello, old friend</td>\n",
              "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
              "      <td>Call a coworker or friend;Visit Stack Overflow...</td>\n",
              "      <td>Windows</td>\n",
              "      <td>100 to 499 employees</td>\n",
              "      <td>AWS;Docker;Heroku;Kubernetes;Linux</td>\n",
              "      <td>AWS;Linux</td>\n",
              "      <td>I have little or no influence</td>\n",
              "      <td>Straight / Heterosexual</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes, definitely</td>\n",
              "      <td>Less than once per month or monthly</td>\n",
              "      <td>A few times per week</td>\n",
              "      <td>Neither easy nor difficult</td>\n",
              "      <td>Appropriate in length</td>\n",
              "      <td>No</td>\n",
              "      <td>Computer science, computer engineering, or sof...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Express</td>\n",
              "      <td>Just as welcome now as I felt last year</td>\n",
              "      <td>45.0</td>\n",
              "      <td>11</td>\n",
              "      <td>7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6890</th>\n",
              "      <td>I am a developer by profession</td>\n",
              "      <td>Yes</td>\n",
              "      <td>36.0</td>\n",
              "      <td>16</td>\n",
              "      <td>Yearly</td>\n",
              "      <td>150000.0</td>\n",
              "      <td>150000.0</td>\n",
              "      <td>United States</td>\n",
              "      <td>United States dollar</td>\n",
              "      <td>USD</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Developer, front-end;Developer, full-stack;Dev...</td>\n",
              "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
              "      <td>Employed full-time</td>\n",
              "      <td>White or of European descent</td>\n",
              "      <td>Man</td>\n",
              "      <td>Flex time or a flexible schedule;Specific depa...</td>\n",
              "      <td>Very satisfied</td>\n",
              "      <td>I am not interested in new job opportunities</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Go;JavaScript;TypeScript</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Node.js</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Github;Slack;Google Suite (Docs, Meet, etc)</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Extremely important</td>\n",
              "      <td>Fairly important</td>\n",
              "      <td>Better compensation;Trouble with my teammates;...</td>\n",
              "      <td>Read company media, such as employee blogs or ...</td>\n",
              "      <td>Once every few years</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Never</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Amused</td>\n",
              "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
              "      <td>Play games;Go for a walk or other physical act...</td>\n",
              "      <td>MacOS</td>\n",
              "      <td>100 to 499 employees</td>\n",
              "      <td>Arduino;Raspberry Pi</td>\n",
              "      <td>AWS;Docker;Kubernetes;Linux;MacOS;Slack Apps a...</td>\n",
              "      <td>I have little or no influence</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes, somewhat</td>\n",
              "      <td>A few times per month or weekly</td>\n",
              "      <td>A few times per week</td>\n",
              "      <td>Neither easy nor difficult</td>\n",
              "      <td>Appropriate in length</td>\n",
              "      <td>No</td>\n",
              "      <td>Computer science, computer engineering, or sof...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>React.js</td>\n",
              "      <td>Just as welcome now as I felt last year</td>\n",
              "      <td>38.0</td>\n",
              "      <td>20</td>\n",
              "      <td>14</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6891</th>\n",
              "      <td>I am a developer by profession</td>\n",
              "      <td>Yes</td>\n",
              "      <td>29.0</td>\n",
              "      <td>13</td>\n",
              "      <td>Monthly</td>\n",
              "      <td>100000.0</td>\n",
              "      <td>16752.0</td>\n",
              "      <td>India</td>\n",
              "      <td>Indian rupee</td>\n",
              "      <td>INR</td>\n",
              "      <td>Cassandra;Couchbase;DynamoDB;PostgreSQL</td>\n",
              "      <td>Elasticsearch;Microsoft SQL Server;MongoDB;MyS...</td>\n",
              "      <td>Developer, full-stack</td>\n",
              "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
              "      <td>Employed full-time</td>\n",
              "      <td>South Asian</td>\n",
              "      <td>Man</td>\n",
              "      <td>Specific department or team I’d be working on;...</td>\n",
              "      <td>Neither satisfied nor dissatisfied</td>\n",
              "      <td>I am actively looking for a job</td>\n",
              "      <td>Go;R;Rust;Scala;TypeScript</td>\n",
              "      <td>C;</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>6863 rows × 60 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-c0ae6da3-7848-42d6-a768-170f2648e76f')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
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              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-c0ae6da3-7848-42d6-a768-170f2648e76f button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-c0ae6da3-7848-42d6-a768-170f2648e76f');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 29
        }
      ],
      "source": [
        "df"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "metadata": {
        "id": "6qF3AE8lTc9T",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "34ee875f-11a2-42ce-daa2-ef5c9f2180ac"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "                                                                   QuestionText\n",
              "Column                                                                         \n",
              "Respondent                    Randomized respondent ID number (not in order ...\n",
              "MainBranch                    Which of the following options best describes ...\n",
              "Hobbyist                                                Do you code as a hobby?\n",
              "Age                           What is your age (in years)? If you prefer not...\n",
              "Age1stCode                    At what age did you write your first line of c...\n",
              "CompFreq                       Is that compensation weekly, monthly, or yearly?\n",
              "CompTotal                     What is your current total compensation (salar...\n",
              "ConvertedComp                 Salary converted to annual USD salaries using ...\n",
              "Country                                                      Where do you live?\n",
              "CurrencyDesc                  Which currency do you use day-to-day? If your ...\n",
              "CurrencySymbol                Which currency do you use day-to-day? If your ...\n",
              "DatabaseDesireNextYear        Which database environments have you done exte...\n",
              "DatabaseWorkedWith            Which database environments have you done exte...\n",
              "DevType                       Which of the following describe you? Please se...\n",
              "EdLevel                       Which of the following best describes the high...\n",
              "Employment                    Which of the following best describes your cur...\n",
              "Ethnicity                     Which of the following describe you, if any? P...\n",
              "Gender                        Which of the following describe you, if any? P...\n",
              "JobFactors                    Imagine that you are deciding between two job ...\n",
              "JobSat                        How satisfied are you with your current job? (...\n",
              "JobSeek                       Which of the following best describes your cur...\n",
              "LanguageDesireNextYear        Which programming, scripting, and markup langu...\n",
              "LanguageWorkedWith            Which programming, scripting, and markup langu...\n",
              "MiscTechDesireNextYear        Which other frameworks, libraries, and tools h...\n",
              "MiscTechWorkedWith            Which other frameworks, libraries, and tools h...\n",
              "NEWCollabToolsDesireNextYear  Which collaboration tools have you done extens...\n",
              "NEWCollabToolsWorkedWith      Which collaboration tools have you done extens...\n",
              "NEWDevOps                     Does your company have a dedicated DevOps person?\n",
              "NEWDevOpsImpt                 How important is the practice of DevOps to sca...\n",
              "NEWEdImpt                     How important is a formal education, such as a...\n",
              "NEWJobHunt                    In general, what drives you to look for a new ...\n",
              "NEWJobHuntResearch            When job searching, how do you learn more abou...\n",
              "NEWLearn                      How frequently do you learn a new language or ...\n",
              "NEWOffTopic                   Do you think Stack Overflow should relax restr...\n",
              "NEWOnboardGood                Do you think your company has a good onboardin...\n",
              "NEWOtherComms                 Are you a member of any other online developer...\n",
              "NEWOvertime                   How often do you work overtime or beyond the f...\n",
              "NEWPurchaseResearch           When buying a new tool or software, how do you...\n",
              "NEWPurpleLink                 You search for a coding solution online and th...\n",
              "NEWSOSites                    Which of the following Stack Overflow sites ha...\n",
              "NEWStuck                      What do you do when you get stuck on a problem...\n",
              "OpSys                         What is the primary operating system in which ...\n",
              "OrgSize                       Approximately how many people are employed by ...\n",
              "PlatformDesireNextYear        Which platforms have you done extensive develo...\n",
              "PlatformWorkedWith            Which platforms have you done extensive develo...\n",
              "PurchaseWhat                  What level of influence do you, personally, ha...\n",
              "Sexuality                     Which of the following describe you, if any? P...\n",
              "SOAccount                                 Do you have a Stack Overflow account?\n",
              "SOComm                        Do you consider yourself a member of the Stack...\n",
              "SOPartFreq                    How frequently would you say you participate i...\n",
              "SOVisitFreq                   How frequently would you say you visit Stack O...\n",
              "SurveyEase                    How easy or difficult was this survey to compl...\n",
              "SurveyLength                  How do you feel about the length of the survey...\n",
              "Trans                                                      Are you transgender?\n",
              "UndergradMajor                            What was your primary field of study?\n",
              "WebframeDesireNextYear        Which web frameworks have you done extensive d...\n",
              "WebframeWorkedWith            Which web frameworks have you done extensive d...\n",
              "WelcomeChange                 Compared to last year, how welcome do you feel...\n",
              "WorkWeekHrs                   On average, how many hours per week do you wor...\n",
              "YearsCode                     Including any education, how many years have y...\n",
              "YearsCodePro                  NOT including education, how many years have y..."
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          },
          "metadata": {},
          "execution_count": 30
        }
      ],
      "source": [
        "schema_df =pd.read_csv('/content/survey_results_schema.csv',index_col='Column')\n",
        "schema_df"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "metadata": {
        "id": "L9l-hZf9UAgg"
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      "outputs": [],
      "source": [
        "pd.set_option('display.max_columns',61)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
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        "id": "xxrhgCuiS_Gs",
        "outputId": "236e9d24-bd10-45cd-c063-5e11f7f9d5f0"
      },
      "outputs": [
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              "      <td>I code primarily as a hobby</td>\n",
              "      <td>Yes</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Egypt</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Student</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Neutral</td>\n",
              "      <td>Less than once per month or monthly</td>\n",
              "      <td>A few times per month or weekly</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42687</th>\n",
              "      <td>43462</td>\n",
              "      <td>I am a student who is learning to code</td>\n",
              "      <td>Yes</td>\n",
              "      <td>NaN</td>\n",
              "      <td>17</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Myanmar</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Some college/university study without earning ...</td>\n",
              "      <td>Student</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Industry that I’d be working in;Languages, fra...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>I’m not actively looking, but I am open to new...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Stack Overflow (public Q&amp;A for anyone who codes)</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Not sure</td>\n",
              "      <td>I have never participated in Q&amp;A on Stack Over...</td>\n",
              "      <td>A few times per month or weekly</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Information systems, information technology, o...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42688</th>\n",
              "      <td>43463</td>\n",
              "      <td>I am a developer by profession</td>\n",
              "      <td>Yes</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Ukraine</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>MongoDB</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Employed full-time</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>C++;Rust</td>\n",
              "      <td>JavaScript</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Jira;Github</td>\n",
              "      <td>Confluence;Jira;Github;Slack;Trello</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Every few months</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Indifferent</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Visit Stack Overflow</td>\n",
              "      <td>Linux-based</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>I have little or no influence</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>React.js</td>\n",
              "      <td>Express;React.js</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42689</th>\n",
              "      <td>43464</td>\n",
              "      <td>I am a developer by profession</td>\n",
              "      <td>Yes</td>\n",
              "      <td>NaN</td>\n",
              "      <td>24</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>India</td>\n",
              "      <td>Indian rupee</td>\n",
              "      <td>INR</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Data scientist or machine learning specialist</td>\n",
              "      <td>Master’s degree (M.A., M.S., M.Eng., MBA, etc.)</td>\n",
              "      <td>Employed full-time</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Slightly dissatisfied</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Very important</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>10,000 or more employees</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Computer science, computer engineering, or sof...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>15</td>\n",
              "      <td>12</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42690</th>\n",
              "      <td>43465</td>\n",
              "      <td>I am a student who is learning to code</td>\n",
              "      <td>Yes</td>\n",
              "      <td>24.0</td>\n",
              "      <td>18</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>South Korea</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>DynamoDB;MongoDB</td>\n",
              "      <td>MySQL;Oracle;SQLite</td>\n",
              "      <td>Developer, full-stack;Developer, mobile</td>\n",
              "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
              "      <td>Employed full-time</td>\n",
              "      <td>East Asian</td>\n",
              "      <td>Man</td>\n",
              "      <td>Industry that I’d be working in;Specific depar...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>I’m not actively looking, but I am open to new...</td>\n",
              "      <td>Go;JavaScript;Kotlin;Python;TypeScript</td>\n",
              "      <td>C;Java</td>\n",
              "      <td>Flutter;Node.js;React Native</td>\n",
              "      <td>Node.js;React Native</td>\n",
              "      <td>Github</td>\n",
              "      <td>Github;Microsoft Teams;Trello</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Every few months</td>\n",
              "      <td>Yes</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Ask developers I know/work with;Visit develope...</td>\n",
              "      <td>Annoyed</td>\n",
              "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
              "      <td>Visit Stack Overflow;Panic;Do other work and c...</td>\n",
              "      <td>Linux-based</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Android;AWS;Kubernetes;Linux;MacOS;Microsoft A...</td>\n",
              "      <td>Android;AWS;Linux;MacOS;Windows</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Straight / Heterosexual</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes, somewhat</td>\n",
              "      <td>A few times per month or weekly</td>\n",
              "      <td>Multiple times per day</td>\n",
              "      <td>Neither easy nor difficult</td>\n",
              "      <td>Appropriate in length</td>\n",
              "      <td>No</td>\n",
              "      <td>Computer science, computer engineering, or sof...</td>\n",
              "      <td>Express;React.js</td>\n",
              "      <td>Express;Flask;React.js</td>\n",
              "      <td>Somewhat more welcome now than last year</td>\n",
              "      <td>NaN</td>\n",
              "      <td>5</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42691</th>\n",
              "      <td>43467</td>\n",
              "      <td>I am a developer by profession</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Younger than 5 years</td>\n",
              "      <td>Monthly</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>United States</td>\n",
              "      <td>Angolan kwanza</td>\n",
              "      <td>AOA</td>\n",
              "      <td>Couchbase</td>\n",
              "      <td>DynamoDB;Firebase;Redis</td>\n",
              "      <td>Academic researcher;Data scientist or machine ...</td>\n",
              "      <td>Other doctoral degree (Ph.D., Ed.D., etc.)</td>\n",
              "      <td>Independent contractor, freelancer, or self-em...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Very dissatisfied</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Objective-C;Python</td>\n",
              "      <td>HTML/CSS;JavaScript;TypeScript</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Node.js;React Native</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Confluence;Jira;Github;Slack;Google Suite (Doc...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Critically important</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Once every few years</td>\n",
              "      <td>Not sure</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Start a free trial;Ask developers I know/work ...</td>\n",
              "      <td>Annoyed</td>\n",
              "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
              "      <td>Meditate;Play games;Call a coworker or friend;...</td>\n",
              "      <td>MacOS</td>\n",
              "      <td>Just me - I am a freelancer, sole proprietor, ...</td>\n",
              "      <td>Docker</td>\n",
              "      <td>AWS;Heroku;iOS;Linux;MacOS</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No, not at all</td>\n",
              "      <td>Less than once per month or monthly</td>\n",
              "      <td>A few times per week</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Computer science, computer engineering, or sof...</td>\n",
              "      <td>Vue.js</td>\n",
              "      <td>Express;Gatsby;React.js</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Less than 1 year</td>\n",
              "      <td>18</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42692</th>\n",
              "      <td>43468</td>\n",
              "      <td>I used to be a developer by profession, but no...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Mexico</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Cassandra;Couchbase;Elasticsearch;Firebase;IBM...</td>\n",
              "      <td>DynamoDB;MariaDB;PostgreSQL</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Independent contractor, freelancer, or self-em...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Assembly;Bash/Shell/PowerShell;C++;Go;HTML/CSS...</td>\n",
              "      <td>C;C#;Dart;Haskell</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Android;Arduino;AWS;Docker;Google Cloud Platfo...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42693</th>\n",
              "      <td>43469</td>\n",
              "      <td>I am a student who is learning to code</td>\n",
              "      <td>Yes</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Sri Lanka</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Student</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Neutral</td>\n",
              "      <td>Less than once per month or monthly</td>\n",
              "      <td>A few times per week</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42694</th>\n",
              "      <td>43470</td>\n",
              "      <td>I am a developer by profession</td>\n",
              "      <td>Yes</td>\n",
              "      <td>26.0</td>\n",
              "      <td>12</td>\n",
              "      <td>Monthly</td>\n",
              "      <td>2900.0</td>\n",
              "      <td>37620.0</td>\n",
              "      <td>France</td>\n",
              "      <td>European Euro</td>\n",
              "      <td>EUR</td>\n",
              "      <td>Cassandra;PostgreSQL;SQLite</td>\n",
              "      <td>Cassandra;Elasticsearch;PostgreSQL</td>\n",
              "      <td>Developer, back-end;Developer, full-stack;Syst...</td>\n",
              "      <td>Master’s degree (M.A., M.S., M.Eng., MBA, etc.)</td>\n",
              "      <td>Employed full-time</td>\n",
              "      <td>White or of European descent</td>\n",
              "      <td>Non-binary, genderqueer, or gender non-conforming</td>\n",
              "      <td>Industry that I’d be working in;How widely use...</td>\n",
              "      <td>Very satisfied</td>\n",
              "      <td>I’m not actively looking, but I am open to new...</td>\n",
              "      <td>HTML/CSS;Python;Rust;SQL</td>\n",
              "      <td>C;C++;HTML/CSS;JavaScript;Python;Rust;SQL</td>\n",
              "      <td>Ansible</td>\n",
              "      <td>Ansible</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Jira;Github</td>\n",
              "      <td>Not sure</td>\n",
              "      <td>Neutral</td>\n",
              "      <td>Very important</td>\n",
              "      <td>Just because;Curious about other opportunities...</td>\n",
              "      <td>Read company media, such as employee blogs or ...</td>\n",
              "      <td>Once every few years</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Occasionally: 1-2 days per quarter but less th...</td>\n",
              "      <td>Ask developers I know/work with;Visit develope...</td>\n",
              "      <td>Hello, old friend</td>\n",
              "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
              "      <td>Call a coworker or friend;Visit Stack Overflow...</td>\n",
              "      <td>Linux-based</td>\n",
              "      <td>10 to 19 employees</td>\n",
              "      <td>Linux</td>\n",
              "      <td>Docker;Linux</td>\n",
              "      <td>I have some influence</td>\n",
              "      <td>Bisexual;Queer</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Neutral</td>\n",
              "      <td>Less than once per month or monthly</td>\n",
              "      <td>A few times per week</td>\n",
              "      <td>Easy</td>\n",
              "      <td>Appropriate in length</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Computer science, computer engineering, or sof...</td>\n",
              "      <td>Flask</td>\n",
              "      <td>Django;Flask</td>\n",
              "      <td>Just as welcome now as I felt last year</td>\n",
              "      <td>32.0</td>\n",
              "      <td>14</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42695</th>\n",
              "      <td>43472</td>\n",
              "      <td>I am a developer by profession</td>\n",
              "      <td>Yes</td>\n",
              "      <td>NaN</td>\n",
              "      <td>7</td>\n",
              "      <td>Monthly</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Portugal</td>\n",
              "      <td>Australian dollar</td>\n",
              "      <td>AUD</td>\n",
              "      <td>Cassandra</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Developer, back-end</td>\n",
              "      <td>Professional degree (JD, MD, etc.)</td>\n",
              "      <td>Employed full-time</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Diversity of the company or organization</td>\n",
              "      <td>Neither satisfied nor dissatisfied</td>\n",
              "      <td>I’m not actively looking, but I am open to new...</td>\n",
              "      <td>Bash/Shell/PowerShell</td>\n",
              "      <td>C</td>\n",
              "      <td>Keras</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Microsoft Azure</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Neutral</td>\n",
              "      <td>Somewhat important</td>\n",
              "      <td>Wanting to share accomplishments with a wider ...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Once a year</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>Rarely: 1-2 days per year or less</td>\n",
              "      <td>Ask developers I know/work with</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Stack Overflow for Teams (private Q&amp;A for orga...</td>\n",
              "      <td>Meditate</td>\n",
              "      <td>Windows</td>\n",
              "      <td>1,000 to 4,999 employees</td>\n",
              "      <td>iOS</td>\n",
              "      <td>NaN</td>\n",
              "      <td>I have a great deal of influence</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Mathematics or statistics</td>\n",
              "      <td>Drupal</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>10</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42696</th>\n",
              "      <td>43473</td>\n",
              "      <td>I am a developer by profession</td>\n",
              "      <td>Yes</td>\n",
              "      <td>28.0</td>\n",
              "      <td>19</td>\n",
              "      <td>Yearly</td>\n",
              "      <td>47000.0</td>\n",
              "      <td>50806.0</td>\n",
              "      <td>Germany</td>\n",
              "      <td>European Euro</td>\n",
              "      <td>EUR</td>\n",
              "      <td>PostgreSQL</td>\n",
              "      <td>MongoDB;MySQL</td>\n",
              "      <td>Developer, back-end</td>\n",
              "      <td>Master’s degree (M.A., M.S., M.Eng., MBA, etc.)</td>\n",
              "      <td>Employed full-time</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Man</td>\n",
              "      <td>Languages, frameworks, and other technologies ...</td>\n",
              "      <td>Slightly dissatisfied</td>\n",
              "      <td>I’m not actively looking, but I am open to new...</td>\n",
              "      <td>Rust</td>\n",
              "      <td>Bash/Shell/PowerShell;C++;JavaScript;Python;Ru...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Github</td>\n",
              "      <td>Github;Gitlab;Slack;Microsoft Teams</td>\n",
              "      <td>No</td>\n",
              "      <td>Extremely important</td>\n",
              "      <td>Very important</td>\n",
              "      <td>Better compensation;Trouble with my direct man...</td>\n",
              "      <td>Company reviews from third party sites (e.g. G...</td>\n",
              "      <td>Every few months</td>\n",
              "      <td>Not sure</td>\n",
              "      <td>Onboarding? What onboarding?</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Never</td>\n",
              "      <td>Start a free trial;Ask developers I know/work ...</td>\n",
              "      <td>Annoyed</td>\n",
              "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
              "      <td>Call a coworker or friend;Visit Stack Overflow...</td>\n",
              "      <td>Windows</td>\n",
              "      <td>10 to 19 employees</td>\n",
              "      <td>Linux</td>\n",
              "      <td>Docker;Linux;MacOS;Windows</td>\n",
              "      <td>I have some influence</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>No, not really</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Multiple times per day</td>\n",
              "      <td>Easy</td>\n",
              "      <td>Too long</td>\n",
              "      <td>No</td>\n",
              "      <td>A natural science (such as biology, chemistry,...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Somewhat less welcome now than last year</td>\n",
              "      <td>40.0</td>\n",
              "      <td>9</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42697</th>\n",
              "      <td>43474</td>\n",
              "      <td>I am a developer by profession</td>\n",
              "      <td>Yes</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Malaysia</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Employed full-time</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Stack Overflow (public Q&amp;A for anyone who codes)</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Linux-based</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Less than once per month or monthly</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42698</th>\n",
              "      <td>43477</td>\n",
              "      <td>I am a developer by profession</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>14</td>\n",
              "      <td>Yearly</td>\n",
              "      <td>56000.0</td>\n",
              "      <td>60535.0</td>\n",
              "      <td>Austria</td>\n",
              "      <td>European Euro</td>\n",
              "      <td>EUR</td>\n",
              "      <td>MariaDB;MongoDB;PostgreSQL;SQLite</td>\n",
              "      <td>Elasticsearch;PostgreSQL;SQLite</td>\n",
              "      <td>Developer, back-end;Developer, QA or test</td>\n",
              "      <td>Master’s degree (M.A., M.S., M.Eng., MBA, etc.)</td>\n",
              "      <td>Employed part-time</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Flex time or a flexible schedule;Opportunities...</td>\n",
              "      <td>Slightly satisfied</td>\n",
              "      <td>I’m not actively looking, but I am open to new...</td>\n",
              "      <td>Java;Kotlin;Python</td>\n",
              "      <td>Java;Python;SQL</td>\n",
              "      <td>Pandas;TensorFlow</td>\n",
              "      <td>Pandas;TensorFlow</td>\n",
              "      <td>Confluence;Jira;Microsoft Teams;Microsoft Azure</td>\n",
              "      <td>Confluence;Jira;Gitlab;Microsoft Teams;Microso...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Somewhat important</td>\n",
              "      <td>Fairly important</td>\n",
              "      <td>Having a bad day (or week or month) at work;Cu...</td>\n",
              "      <td>Company reviews from third party sites (e.g. G...</td>\n",
              "      <td>Every few months</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Often: 1-2 days per week or more</td>\n",
              "      <td>Start a free trial;Ask developers I know/work ...</td>\n",
              "      <td>Hello, old friend</td>\n",
              "      <td>Stack Overflow (public Q&amp;A for anyone who codes)</td>\n",
              "      <td>Call a coworker or friend;Visit Stack Overflow...</td>\n",
              "      <td>Windows</td>\n",
              "      <td>100 to 499 employees</td>\n",
              "      <td>Docker;Kubernetes;Microsoft Azure;Windows</td>\n",
              "      <td>Docker;Microsoft Azure;Windows</td>\n",
              "      <td>I have some influence</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Not sure/can't remember</td>\n",
              "      <td>Neutral</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Multiple times per day</td>\n",
              "      <td>Neither easy nor difficult</td>\n",
              "      <td>Too long</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Computer science, computer engineering, or sof...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Just as welcome now as I felt last year</td>\n",
              "      <td>38.0</td>\n",
              "      <td>9</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42699</th>\n",
              "      <td>43478</td>\n",
              "      <td>I am a developer by profession</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>14</td>\n",
              "      <td>Yearly</td>\n",
              "      <td>58000.0</td>\n",
              "      <td>74970.0</td>\n",
              "      <td>United Kingdom</td>\n",
              "      <td>Pound sterling</td>\n",
              "      <td>GBP</td>\n",
              "      <td>Redis</td>\n",
              "      <td>Microsoft SQL Server</td>\n",
              "      <td>Developer, back-end</td>\n",
              "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
              "      <td>Employed full-time</td>\n",
              "      <td>White or of European descent</td>\n",
              "      <td>Woman</td>\n",
              "      <td>Languages, frameworks, and other technologies ...</td>\n",
              "      <td>Slightly satisfied</td>\n",
              "      <td>I’m not actively looking, but I am open to new...</td>\n",
              "      <td>C#</td>\n",
              "      <td>C#</td>\n",
              "      <td>.NET Core</td>\n",
              "      <td>.NET Core</td>\n",
              "      <td>Slack;Microsoft Azure</td>\n",
              "      <td>Slack;Microsoft Azure</td>\n",
              "      <td>No</td>\n",
              "      <td>Extremely important</td>\n",
              "      <td>Very important</td>\n",
              "      <td>Trouble with leadership at my company</td>\n",
              "      <td>Company reviews from third party sites (e.g. G...</td>\n",
              "      <td>Once every few years</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Sometimes: 1-2 days per month but less than we...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Amused</td>\n",
              "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
              "      <td>Call a coworker or friend;Visit Stack Overflow...</td>\n",
              "      <td>Windows</td>\n",
              "      <td>500 to 999 employees</td>\n",
              "      <td>Docker;Kubernetes;Microsoft Azure;Slack Apps a...</td>\n",
              "      <td>Microsoft Azure</td>\n",
              "      <td>I have little or no influence</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Neutral</td>\n",
              "      <td>Less than once per month or monthly</td>\n",
              "      <td>Daily or almost daily</td>\n",
              "      <td>Easy</td>\n",
              "      <td>Appropriate in length</td>\n",
              "      <td>No</td>\n",
              "      <td>Computer science, computer engineering, or sof...</td>\n",
              "      <td>ASP.NET Core</td>\n",
              "      <td>ASP.NET Core</td>\n",
              "      <td>Just as welcome now as I felt last year</td>\n",
              "      <td>35.0</td>\n",
              "      <td>15</td>\n",
              "      <td>13</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42700</th>\n",
              "      <td>43479</td>\n",
              "      <td>I am a developer by profession</td>\n",
              "      <td>Yes</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>United Kingdom</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>MongoDB;Redis</td>\n",
              "      <td>Elasticsearch;Microsoft SQL Server;MongoDB;Pos...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Employed full-time</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Go;Rust</td>\n",
              "      <td>C#;HTML/CSS;JavaScript</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Once a year</td>\n",
              "      <td>Yes</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Stack Overflow (public Q&amp;A for anyone who codes)</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No, not at all</td>\n",
              "      <td>Less than once per month or monthly</td>\n",
              "      <td>Daily or almost daily</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Just as welcome now as I felt last year</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42701</th>\n",
              "      <td>43480</td>\n",
              "      <td>I am a developer by profession</td>\n",
              "      <td>No</td>\n",
              "      <td>31.0</td>\n",
              "      <td>15</td>\n",
              "      <td>Monthly</td>\n",
              "      <td>22000.0</td>\n",
              "      <td>77052.0</td>\n",
              "      <td>Israel</td>\n",
              "      <td>Israeli new shekel</td>\n",
              "      <td>ILS</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Developer, embedded applications or devices</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Employed full-time</td>\n",
              "      <td>White or of European descent</td>\n",
              "      <td>Woman</td>\n",
              "      <td>Diversity of the company or organization;How w...</td>\n",
              "      <td>Very satisfied</td>\n",
              "      <td>I’m not actively looking, but I am open to new...</td>\n",
              "      <td>C;C++;Python</td>\n",
              "      <td>Bash/Shell/PowerShell;C;Python</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Microsoft Teams;Microsoft Azure</td>\n",
              "      <td>No</td>\n",
              "      <td>Extremely important</td>\n",
              "      <td>Somewhat important</td>\n",
              "      <td>Curious about other opportunities;Better compe...</td>\n",
              "      <td>Read company media, such as employee blogs or ...</td>\n",
              "      <td>Once a year</td>\n",
              "      <td>Not sure</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Often: 1-2 days per week or more</td>\n",
              "      <td>Start a free trial;Ask developers I know/work ...</td>\n",
              "      <td>Hello, old friend</td>\n",
              "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
              "      <td>Call a coworker or friend;Visit Stack Overflow...</td>\n",
              "      <td>Windows</td>\n",
              "      <td>20 to 99 employees</td>\n",
              "      <td>Arduino;Docker;Linux;Windows</td>\n",
              "      <td>Microsoft Azure;Windows</td>\n",
              "      <td>I have some influence</td>\n",
              "      <td>Straight / Heterosexual</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes, somewhat</td>\n",
              "      <td>A few times per week</td>\n",
              "      <td>Daily or almost daily</td>\n",
              "      <td>Easy</td>\n",
              "      <td>Appropriate in length</td>\n",
              "      <td>No</td>\n",
              "      <td>A business discipline (such as accounting, fin...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Just as welcome now as I felt last year</td>\n",
              "      <td>48.0</td>\n",
              "      <td>6</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42702</th>\n",
              "      <td>43481</td>\n",
              "      <td>I am a developer by profession</td>\n",
              "      <td>Yes</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Indonesia</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Independent contractor, freelancer, or self-em...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Stack Overflow (public Q&amp;A for anyone who codes)</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Neutral</td>\n",
              "      <td>I have never participated in Q&amp;A on Stack Over...</td>\n",
              "      <td>Daily or almost daily</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42703</th>\n",
              "      <td>43482</td>\n",
              "      <td>I am a student who is learning to code</td>\n",
              "      <td>Yes</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>United States</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>I am actively looking for a job</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42704</th>\n",
              "      <td>43483</td>\n",
              "      <td>I am a developer by profession</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>9</td>\n",
              "      <td>Yearly</td>\n",
              "      <td>440000.0</td>\n",
              "      <td>440000.0</td>\n",
              "      <td>United States</td>\n",
              "      <td>United States dollar</td>\n",
              "      <td>USD</td>\n",
              "      <td>Cassandra;Elasticsearch</td>\n",
              "      <td>Cassandra;SQLite</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-25d9a78e-f08d-4e0c-a3ee-a33b30adb775')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-25d9a78e-f08d-4e0c-a3ee-a33b30adb775 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-25d9a78e-f08d-4e0c-a3ee-a33b30adb775');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "       Respondent                                         MainBranch Hobbyist  \\\n",
              "42685       43460                     I am a developer by profession      Yes   \n",
              "42686       43461                        I code primarily as a hobby      Yes   \n",
              "42687       43462             I am a student who is learning to code      Yes   \n",
              "42688       43463                     I am a developer by profession      Yes   \n",
              "42689       43464                     I am a developer by profession      Yes   \n",
              "42690       43465             I am a student who is learning to code      Yes   \n",
              "42691       43467                     I am a developer by profession       No   \n",
              "42692       43468  I used to be a developer by profession, but no...      Yes   \n",
              "42693       43469             I am a student who is learning to code      Yes   \n",
              "42694       43470                     I am a developer by profession      Yes   \n",
              "42695       43472                     I am a developer by profession      Yes   \n",
              "42696       43473                     I am a developer by profession      Yes   \n",
              "42697       43474                     I am a developer by profession      Yes   \n",
              "42698       43477                     I am a developer by profession       No   \n",
              "42699       43478                     I am a developer by profession       No   \n",
              "42700       43479                     I am a developer by profession      Yes   \n",
              "42701       43480                     I am a developer by profession       No   \n",
              "42702       43481                     I am a developer by profession      Yes   \n",
              "42703       43482             I am a student who is learning to code      Yes   \n",
              "42704       43483                     I am a developer by profession       No   \n",
              "\n",
              "        Age            Age1stCode CompFreq  CompTotal  ConvertedComp  \\\n",
              "42685   NaN                    16      NaN        NaN            NaN   \n",
              "42686   NaN                   NaN      NaN        NaN            NaN   \n",
              "42687   NaN                    17      NaN        NaN            NaN   \n",
              "42688   NaN                   NaN      NaN        NaN            NaN   \n",
              "42689   NaN                    24      NaN        NaN            NaN   \n",
              "42690  24.0                    18      NaN        NaN            NaN   \n",
              "42691   NaN  Younger than 5 years  Monthly        NaN            NaN   \n",
              "42692   NaN                   NaN      NaN        NaN            NaN   \n",
              "42693   NaN                   NaN      NaN        NaN            NaN   \n",
              "42694  26.0                    12  Monthly     2900.0        37620.0   \n",
              "42695   NaN                     7  Monthly        NaN            NaN   \n",
              "42696  28.0                    19   Yearly    47000.0        50806.0   \n",
              "42697   NaN                   NaN      NaN        NaN            NaN   \n",
              "42698   NaN                    14   Yearly    56000.0        60535.0   \n",
              "42699   NaN                    14   Yearly    58000.0        74970.0   \n",
              "42700   NaN                   NaN      NaN        NaN            NaN   \n",
              "42701  31.0                    15  Monthly    22000.0        77052.0   \n",
              "42702   NaN                   NaN      NaN        NaN            NaN   \n",
              "42703   NaN                   NaN      NaN        NaN            NaN   \n",
              "42704   NaN                     9   Yearly   440000.0       440000.0   \n",
              "\n",
              "              Country          CurrencyDesc CurrencySymbol  \\\n",
              "42685       Lithuania                   NaN            NaN   \n",
              "42686           Egypt                   NaN            NaN   \n",
              "42687         Myanmar                   NaN            NaN   \n",
              "42688         Ukraine                   NaN            NaN   \n",
              "42689           India          Indian rupee            INR   \n",
              "42690     South Korea                   NaN            NaN   \n",
              "42691   United States        Angolan kwanza            AOA   \n",
              "42692          Mexico                   NaN            NaN   \n",
              "42693       Sri Lanka                   NaN            NaN   \n",
              "42694          France         European Euro            EUR   \n",
              "42695        Portugal     Australian dollar            AUD   \n",
              "42696         Germany         European Euro            EUR   \n",
              "42697        Malaysia                   NaN            NaN   \n",
              "42698         Austria         European Euro            EUR   \n",
              "42699  United Kingdom        Pound sterling            GBP   \n",
              "42700  United Kingdom                   NaN            NaN   \n",
              "42701          Israel    Israeli new shekel            ILS   \n",
              "42702       Indonesia                   NaN            NaN   \n",
              "42703   United States                   NaN            NaN   \n",
              "42704   United States  United States dollar            USD   \n",
              "\n",
              "                                  DatabaseDesireNextYear  \\\n",
              "42685                               Microsoft SQL Server   \n",
              "42686                                                NaN   \n",
              "42687                                                NaN   \n",
              "42688                                                NaN   \n",
              "42689                                                NaN   \n",
              "42690                                   DynamoDB;MongoDB   \n",
              "42691                                          Couchbase   \n",
              "42692  Cassandra;Couchbase;Elasticsearch;Firebase;IBM...   \n",
              "42693                                                NaN   \n",
              "42694                        Cassandra;PostgreSQL;SQLite   \n",
              "42695                                          Cassandra   \n",
              "42696                                         PostgreSQL   \n",
              "42697                                                NaN   \n",
              "42698                  MariaDB;MongoDB;PostgreSQL;SQLite   \n",
              "42699                                              Redis   \n",
              "42700                                      MongoDB;Redis   \n",
              "42701                                                NaN   \n",
              "42702                                                NaN   \n",
              "42703                                                NaN   \n",
              "42704                            Cassandra;Elasticsearch   \n",
              "\n",
              "                                      DatabaseWorkedWith  \\\n",
              "42685                        Microsoft SQL Server;Oracle   \n",
              "42686                                                NaN   \n",
              "42687                                                NaN   \n",
              "42688                                            MongoDB   \n",
              "42689                                                NaN   \n",
              "42690                                MySQL;Oracle;SQLite   \n",
              "42691                            DynamoDB;Firebase;Redis   \n",
              "42692                        DynamoDB;MariaDB;PostgreSQL   \n",
              "42693                                                NaN   \n",
              "42694                 Cassandra;Elasticsearch;PostgreSQL   \n",
              "42695                                                NaN   \n",
              "42696                                      MongoDB;MySQL   \n",
              "42697                                                NaN   \n",
              "42698                    Elasticsearch;PostgreSQL;SQLite   \n",
              "42699                               Microsoft SQL Server   \n",
              "42700  Elasticsearch;Microsoft SQL Server;MongoDB;Pos...   \n",
              "42701                                                NaN   \n",
              "42702                                                NaN   \n",
              "42703                                                NaN   \n",
              "42704                                   Cassandra;SQLite   \n",
              "\n",
              "                                                 DevType  \\\n",
              "42685                                                NaN   \n",
              "42686                                                NaN   \n",
              "42687                                                NaN   \n",
              "42688                                                NaN   \n",
              "42689      Data scientist or machine learning specialist   \n",
              "42690            Developer, full-stack;Developer, mobile   \n",
              "42691  Academic researcher;Data scientist or machine ...   \n",
              "42692                                                NaN   \n",
              "42693                                                NaN   \n",
              "42694  Developer, back-end;Developer, full-stack;Syst...   \n",
              "42695                                Developer, back-end   \n",
              "42696                                Developer, back-end   \n",
              "42697                                                NaN   \n",
              "42698          Developer, back-end;Developer, QA or test   \n",
              "42699                                Developer, back-end   \n",
              "42700                                                NaN   \n",
              "42701        Developer, embedded applications or devices   \n",
              "42702                                                NaN   \n",
              "42703                                                NaN   \n",
              "42704                                                NaN   \n",
              "\n",
              "                                                 EdLevel  \\\n",
              "42685       Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
              "42686                                                NaN   \n",
              "42687  Some college/university study without earning ...   \n",
              "42688                                                NaN   \n",
              "42689    Master’s degree (M.A., M.S., M.Eng., MBA, etc.)   \n",
              "42690       Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
              "42691         Other doctoral degree (Ph.D., Ed.D., etc.)   \n",
              "42692                                                NaN   \n",
              "42693                                                NaN   \n",
              "42694    Master’s degree (M.A., M.S., M.Eng., MBA, etc.)   \n",
              "42695                 Professional degree (JD, MD, etc.)   \n",
              "42696    Master’s degree (M.A., M.S., M.Eng., MBA, etc.)   \n",
              "42697                                                NaN   \n",
              "42698    Master’s degree (M.A., M.S., M.Eng., MBA, etc.)   \n",
              "42699       Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
              "42700                                                NaN   \n",
              "42701                                                NaN   \n",
              "42702                                                NaN   \n",
              "42703                                                NaN   \n",
              "42704                                                NaN   \n",
              "\n",
              "                                              Employment  \\\n",
              "42685                                            Student   \n",
              "42686                                            Student   \n",
              "42687                                            Student   \n",
              "42688                                 Employed full-time   \n",
              "42689                                 Employed full-time   \n",
              "42690                                 Employed full-time   \n",
              "42691  Independent contractor, freelancer, or self-em...   \n",
              "42692  Independent contractor, freelancer, or self-em...   \n",
              "42693                                            Student   \n",
              "42694                                 Employed full-time   \n",
              "42695                                 Employed full-time   \n",
              "42696                                 Employed full-time   \n",
              "42697                                 Employed full-time   \n",
              "42698                                 Employed part-time   \n",
              "42699                                 Employed full-time   \n",
              "42700                                 Employed full-time   \n",
              "42701                                 Employed full-time   \n",
              "42702  Independent contractor, freelancer, or self-em...   \n",
              "42703                                                NaN   \n",
              "42704                                                NaN   \n",
              "\n",
              "                          Ethnicity  \\\n",
              "42685                           NaN   \n",
              "42686                           NaN   \n",
              "42687                           NaN   \n",
              "42688                           NaN   \n",
              "42689                           NaN   \n",
              "42690                    East Asian   \n",
              "42691                           NaN   \n",
              "42692                           NaN   \n",
              "42693                           NaN   \n",
              "42694  White or of European descent   \n",
              "42695                           NaN   \n",
              "42696                           NaN   \n",
              "42697                           NaN   \n",
              "42698                           NaN   \n",
              "42699  White or of European descent   \n",
              "42700                           NaN   \n",
              "42701  White or of European descent   \n",
              "42702                           NaN   \n",
              "42703                           NaN   \n",
              "42704                           NaN   \n",
              "\n",
              "                                                  Gender  \\\n",
              "42685                                                NaN   \n",
              "42686                                                NaN   \n",
              "42687                                                NaN   \n",
              "42688                                                NaN   \n",
              "42689                                                NaN   \n",
              "42690                                                Man   \n",
              "42691                                                NaN   \n",
              "42692                                                NaN   \n",
              "42693                                                NaN   \n",
              "42694  Non-binary, genderqueer, or gender non-conforming   \n",
              "42695                                                NaN   \n",
              "42696                                                Man   \n",
              "42697                                                NaN   \n",
              "42698                                                NaN   \n",
              "42699                                              Woman   \n",
              "42700                                                NaN   \n",
              "42701                                              Woman   \n",
              "42702                                                NaN   \n",
              "42703                                                NaN   \n",
              "42704                                                NaN   \n",
              "\n",
              "                                              JobFactors  \\\n",
              "42685  How widely used or impactful my work output wo...   \n",
              "42686                                                NaN   \n",
              "42687  Industry that I’d be working in;Languages, fra...   \n",
              "42688                                                NaN   \n",
              "42689                                                NaN   \n",
              "42690  Industry that I’d be working in;Specific depar...   \n",
              "42691                                                NaN   \n",
              "42692                                                NaN   \n",
              "42693                                                NaN   \n",
              "42694  Industry that I’d be working in;How widely use...   \n",
              "42695           Diversity of the company or organization   \n",
              "42696  Languages, frameworks, and other technologies ...   \n",
              "42697                                                NaN   \n",
              "42698  Flex time or a flexible schedule;Opportunities...   \n",
              "42699  Languages, frameworks, and other technologies ...   \n",
              "42700                                                NaN   \n",
              "42701  Diversity of the company or organization;How w...   \n",
              "42702                                                NaN   \n",
              "42703                                                NaN   \n",
              "42704                                                NaN   \n",
              "\n",
              "                                   JobSat  \\\n",
              "42685                                 NaN   \n",
              "42686                                 NaN   \n",
              "42687                                 NaN   \n",
              "42688                                 NaN   \n",
              "42689               Slightly dissatisfied   \n",
              "42690                                 NaN   \n",
              "42691                   Very dissatisfied   \n",
              "42692                                 NaN   \n",
              "42693                                 NaN   \n",
              "42694                      Very satisfied   \n",
              "42695  Neither satisfied nor dissatisfied   \n",
              "42696               Slightly dissatisfied   \n",
              "42697                                 NaN   \n",
              "42698                  Slightly satisfied   \n",
              "42699                  Slightly satisfied   \n",
              "42700                                 NaN   \n",
              "42701                      Very satisfied   \n",
              "42702                                 NaN   \n",
              "42703                                 NaN   \n",
              "42704                                 NaN   \n",
              "\n",
              "                                                 JobSeek  \\\n",
              "42685  I’m not actively looking, but I am open to new...   \n",
              "42686                                                NaN   \n",
              "42687  I’m not actively looking, but I am open to new...   \n",
              "42688                                                NaN   \n",
              "42689                                                NaN   \n",
              "42690  I’m not actively looking, but I am open to new...   \n",
              "42691                                                NaN   \n",
              "42692                                                NaN   \n",
              "42693                                                NaN   \n",
              "42694  I’m not actively looking, but I am open to new...   \n",
              "42695  I’m not actively looking, but I am open to new...   \n",
              "42696  I’m not actively looking, but I am open to new...   \n",
              "42697                                                NaN   \n",
              "42698  I’m not actively looking, but I am open to new...   \n",
              "42699  I’m not actively looking, but I am open to new...   \n",
              "42700                                                NaN   \n",
              "42701  I’m not actively looking, but I am open to new...   \n",
              "42702                                                NaN   \n",
              "42703                    I am actively looking for a job   \n",
              "42704                                                NaN   \n",
              "\n",
              "                                  LanguageDesireNextYear  \\\n",
              "42685           C#;Java;Kotlin;Rust;Scala;SQL;TypeScript   \n",
              "42686                                                NaN   \n",
              "42687                                                NaN   \n",
              "42688                                           C++;Rust   \n",
              "42689                                                NaN   \n",
              "42690             Go;JavaScript;Kotlin;Python;TypeScript   \n",
              "42691                                 Objective-C;Python   \n",
              "42692  Assembly;Bash/Shell/PowerShell;C++;Go;HTML/CSS...   \n",
              "42693                                                NaN   \n",
              "42694                           HTML/CSS;Python;Rust;SQL   \n",
              "42695                              Bash/Shell/PowerShell   \n",
              "42696                                               Rust   \n",
              "42697                                                NaN   \n",
              "42698                                 Java;Kotlin;Python   \n",
              "42699                                                 C#   \n",
              "42700                                            Go;Rust   \n",
              "42701                                       C;C++;Python   \n",
              "42702                                                NaN   \n",
              "42703                                                NaN   \n",
              "42704                                                NaN   \n",
              "\n",
              "                                      LanguageWorkedWith  \\\n",
              "42685                                      C#;Python;SQL   \n",
              "42686                                                NaN   \n",
              "42687                                                NaN   \n",
              "42688                                         JavaScript   \n",
              "42689                                                NaN   \n",
              "42690                                             C;Java   \n",
              "42691                     HTML/CSS;JavaScript;TypeScript   \n",
              "42692                                  C;C#;Dart;Haskell   \n",
              "42693                                                NaN   \n",
              "42694          C;C++;HTML/CSS;JavaScript;Python;Rust;SQL   \n",
              "42695                                                  C   \n",
              "42696  Bash/Shell/PowerShell;C++;JavaScript;Python;Ru...   \n",
              "42697                                                NaN   \n",
              "42698                                    Java;Python;SQL   \n",
              "42699                                                 C#   \n",
              "42700                             C#;HTML/CSS;JavaScript   \n",
              "42701                     Bash/Shell/PowerShell;C;Python   \n",
              "42702                                                NaN   \n",
              "42703                                                NaN   \n",
              "42704                                                NaN   \n",
              "\n",
              "             MiscTechDesireNextYear    MiscTechWorkedWith  \\\n",
              "42685                .NET;.NET Core  .NET;.NET Core;Keras   \n",
              "42686                           NaN                   NaN   \n",
              "42687                           NaN                   NaN   \n",
              "42688                           NaN                   NaN   \n",
              "42689                           NaN                   NaN   \n",
              "42690  Flutter;Node.js;React Native  Node.js;React Native   \n",
              "42691                           NaN  Node.js;React Native   \n",
              "42692                           NaN                   NaN   \n",
              "42693                           NaN                   NaN   \n",
              "42694                       Ansible               Ansible   \n",
              "42695                         Keras                   NaN   \n",
              "42696                           NaN                   NaN   \n",
              "42697                           NaN                   NaN   \n",
              "42698             Pandas;TensorFlow     Pandas;TensorFlow   \n",
              "42699                     .NET Core             .NET Core   \n",
              "42700                           NaN                   NaN   \n",
              "42701                           NaN                   NaN   \n",
              "42702                           NaN                   NaN   \n",
              "42703                           NaN                   NaN   \n",
              "42704                           NaN                   NaN   \n",
              "\n",
              "                          NEWCollabToolsDesireNextYear  \\\n",
              "42685           Github;Microsoft Teams;Microsoft Azure   \n",
              "42686                                              NaN   \n",
              "42687                                              NaN   \n",
              "42688                                      Jira;Github   \n",
              "42689                                              NaN   \n",
              "42690                                           Github   \n",
              "42691                                              NaN   \n",
              "42692                                              NaN   \n",
              "42693                                              NaN   \n",
              "42694                                              NaN   \n",
              "42695                                  Microsoft Azure   \n",
              "42696                                           Github   \n",
              "42697                                              NaN   \n",
              "42698  Confluence;Jira;Microsoft Teams;Microsoft Azure   \n",
              "42699                            Slack;Microsoft Azure   \n",
              "42700                                              NaN   \n",
              "42701                                              NaN   \n",
              "42702                                              NaN   \n",
              "42703                                              NaN   \n",
              "42704                                              NaN   \n",
              "\n",
              "                                NEWCollabToolsWorkedWith NEWDevOps  \\\n",
              "42685             Github;Microsoft Teams;Microsoft Azure       NaN   \n",
              "42686                                                NaN       NaN   \n",
              "42687                                                NaN       NaN   \n",
              "42688                Confluence;Jira;Github;Slack;Trello       NaN   \n",
              "42689                                                NaN       NaN   \n",
              "42690                      Github;Microsoft Teams;Trello       NaN   \n",
              "42691  Confluence;Jira;Github;Slack;Google Suite (Doc...       NaN   \n",
              "42692                                                NaN       NaN   \n",
              "42693                                                NaN       NaN   \n",
              "42694                                        Jira;Github  Not sure   \n",
              "42695                                                NaN       Yes   \n",
              "42696                Github;Gitlab;Slack;Microsoft Teams        No   \n",
              "42697                                                NaN       NaN   \n",
              "42698  Confluence;Jira;Gitlab;Microsoft Teams;Microso...       Yes   \n",
              "42699                              Slack;Microsoft Azure        No   \n",
              "42700                                                NaN       NaN   \n",
              "42701                    Microsoft Teams;Microsoft Azure        No   \n",
              "42702                                                NaN       NaN   \n",
              "42703                                                NaN       NaN   \n",
              "42704                                                NaN       NaN   \n",
              "\n",
              "             NEWDevOpsImpt             NEWEdImpt  \\\n",
              "42685                  NaN                   NaN   \n",
              "42686                  NaN                   NaN   \n",
              "42687                  NaN                   NaN   \n",
              "42688                  NaN                   NaN   \n",
              "42689                  NaN        Very important   \n",
              "42690                  NaN                   NaN   \n",
              "42691                  NaN  Critically important   \n",
              "42692                  NaN                   NaN   \n",
              "42693                  NaN                   NaN   \n",
              "42694              Neutral        Very important   \n",
              "42695              Neutral    Somewhat important   \n",
              "42696  Extremely important        Very important   \n",
              "42697                  NaN                   NaN   \n",
              "42698   Somewhat important      Fairly important   \n",
              "42699  Extremely important        Very important   \n",
              "42700                  NaN                   NaN   \n",
              "42701  Extremely important    Somewhat important   \n",
              "42702                  NaN                   NaN   \n",
              "42703                  NaN                   NaN   \n",
              "42704                  NaN                   NaN   \n",
              "\n",
              "                                              NEWJobHunt  \\\n",
              "42685  Curious about other opportunities;Better compe...   \n",
              "42686                                                NaN   \n",
              "42687                                                NaN   \n",
              "42688                                                NaN   \n",
              "42689                                                NaN   \n",
              "42690                                                NaN   \n",
              "42691                                                NaN   \n",
              "42692                                                NaN   \n",
              "42693                                                NaN   \n",
              "42694  Just because;Curious about other opportunities...   \n",
              "42695  Wanting to share accomplishments with a wider ...   \n",
              "42696  Better compensation;Trouble with my direct man...   \n",
              "42697                                                NaN   \n",
              "42698  Having a bad day (or week or month) at work;Cu...   \n",
              "42699              Trouble with leadership at my company   \n",
              "42700                                                NaN   \n",
              "42701  Curious about other opportunities;Better compe...   \n",
              "42702                                                NaN   \n",
              "42703                                                NaN   \n",
              "42704                                                NaN   \n",
              "\n",
              "                                      NEWJobHuntResearch  \\\n",
              "42685  Company reviews from third party sites (e.g. G...   \n",
              "42686                                                NaN   \n",
              "42687                                                NaN   \n",
              "42688                                                NaN   \n",
              "42689                                                NaN   \n",
              "42690                                                NaN   \n",
              "42691                                                NaN   \n",
              "42692                                                NaN   \n",
              "42693                                                NaN   \n",
              "42694  Read company media, such as employee blogs or ...   \n",
              "42695                                                NaN   \n",
              "42696  Company reviews from third party sites (e.g. G...   \n",
              "42697                                                NaN   \n",
              "42698  Company reviews from third party sites (e.g. G...   \n",
              "42699  Company reviews from third party sites (e.g. G...   \n",
              "42700                                                NaN   \n",
              "42701  Read company media, such as employee blogs or ...   \n",
              "42702                                                NaN   \n",
              "42703                                                NaN   \n",
              "42704                                                NaN   \n",
              "\n",
              "                   NEWLearn NEWOffTopic                NEWOnboardGood  \\\n",
              "42685           Once a year         Yes                           NaN   \n",
              "42686                   NaN         NaN                           NaN   \n",
              "42687                   NaN         NaN                           NaN   \n",
              "42688      Every few months         NaN                           NaN   \n",
              "42689                   NaN         NaN                           NaN   \n",
              "42690      Every few months         Yes                           NaN   \n",
              "42691  Once every few years    Not sure                           NaN   \n",
              "42692                   NaN         NaN                           NaN   \n",
              "42693                   NaN         NaN                           NaN   \n",
              "42694  Once every few years         Yes                           Yes   \n",
              "42695           Once a year         NaN                           NaN   \n",
              "42696      Every few months    Not sure  Onboarding? What onboarding?   \n",
              "42697                   NaN         NaN                           NaN   \n",
              "42698      Every few months          No                           Yes   \n",
              "42699  Once every few years         Yes                           Yes   \n",
              "42700           Once a year         Yes                           NaN   \n",
              "42701           Once a year    Not sure                           Yes   \n",
              "42702                   NaN         NaN                           NaN   \n",
              "42703                   NaN         NaN                           NaN   \n",
              "42704                   NaN         NaN                           NaN   \n",
              "\n",
              "      NEWOtherComms                                        NEWOvertime  \\\n",
              "42685            No                                                NaN   \n",
              "42686           NaN                                                NaN   \n",
              "42687           Yes                                                NaN   \n",
              "42688           NaN                                                NaN   \n",
              "42689           NaN                                                NaN   \n",
              "42690            No                                                NaN   \n",
              "42691           Yes                                                NaN   \n",
              "42692           NaN                                                NaN   \n",
              "42693            No                                                NaN   \n",
              "42694           Yes  Occasionally: 1-2 days per quarter but less th...   \n",
              "42695            No                  Rarely: 1-2 days per year or less   \n",
              "42696           Yes                                              Never   \n",
              "42697           Yes                                                NaN   \n",
              "42698            No                   Often: 1-2 days per week or more   \n",
              "42699            No  Sometimes: 1-2 days per month but less than we...   \n",
              "42700            No                                                NaN   \n",
              "42701            No                   Often: 1-2 days per week or more   \n",
              "42702            No                                                NaN   \n",
              "42703           NaN                                                NaN   \n",
              "42704           NaN                                                NaN   \n",
              "\n",
              "                                     NEWPurchaseResearch      NEWPurpleLink  \\\n",
              "42685  Start a free trial;Ask developers I know/work ...        Indifferent   \n",
              "42686                                                NaN                NaN   \n",
              "42687                                                NaN                NaN   \n",
              "42688                                                NaN        Indifferent   \n",
              "42689                                                NaN                NaN   \n",
              "42690  Ask developers I know/work with;Visit develope...            Annoyed   \n",
              "42691  Start a free trial;Ask developers I know/work ...            Annoyed   \n",
              "42692                                                NaN                NaN   \n",
              "42693                                                NaN                NaN   \n",
              "42694  Ask developers I know/work with;Visit develope...  Hello, old friend   \n",
              "42695                    Ask developers I know/work with                NaN   \n",
              "42696  Start a free trial;Ask developers I know/work ...            Annoyed   \n",
              "42697                                                NaN                NaN   \n",
              "42698  Start a free trial;Ask developers I know/work ...  Hello, old friend   \n",
              "42699                                                NaN             Amused   \n",
              "42700                                                NaN                NaN   \n",
              "42701  Start a free trial;Ask developers I know/work ...  Hello, old friend   \n",
              "42702                                                NaN                NaN   \n",
              "42703                                                NaN                NaN   \n",
              "42704                                                NaN                NaN   \n",
              "\n",
              "                                              NEWSOSites  \\\n",
              "42685  Stack Overflow (public Q&A for anyone who code...   \n",
              "42686  Stack Overflow (public Q&A for anyone who code...   \n",
              "42687   Stack Overflow (public Q&A for anyone who codes)   \n",
              "42688                                                NaN   \n",
              "42689                                                NaN   \n",
              "42690  Stack Overflow (public Q&A for anyone who code...   \n",
              "42691  Stack Overflow (public Q&A for anyone who code...   \n",
              "42692                                                NaN   \n",
              "42693  Stack Overflow (public Q&A for anyone who code...   \n",
              "42694  Stack Overflow (public Q&A for anyone who code...   \n",
              "42695  Stack Overflow for Teams (private Q&A for orga...   \n",
              "42696  Stack Overflow (public Q&A for anyone who code...   \n",
              "42697   Stack Overflow (public Q&A for anyone who codes)   \n",
              "42698   Stack Overflow (public Q&A for anyone who codes)   \n",
              "42699  Stack Overflow (public Q&A for anyone who code...   \n",
              "42700   Stack Overflow (public Q&A for anyone who codes)   \n",
              "42701  Stack Overflow (public Q&A for anyone who code...   \n",
              "42702   Stack Overflow (public Q&A for anyone who codes)   \n",
              "42703                                                NaN   \n",
              "42704                                                NaN   \n",
              "\n",
              "                                                NEWStuck        OpSys  \\\n",
              "42685  Call a coworker or friend;Visit Stack Overflow...      Windows   \n",
              "42686                                                NaN          NaN   \n",
              "42687                                                NaN          NaN   \n",
              "42688                               Visit Stack Overflow  Linux-based   \n",
              "42689                                                NaN          NaN   \n",
              "42690  Visit Stack Overflow;Panic;Do other work and c...  Linux-based   \n",
              "42691  Meditate;Play games;Call a coworker or friend;...        MacOS   \n",
              "42692                                                NaN          NaN   \n",
              "42693                                                NaN          NaN   \n",
              "42694  Call a coworker or friend;Visit Stack Overflow...  Linux-based   \n",
              "42695                                           Meditate      Windows   \n",
              "42696  Call a coworker or friend;Visit Stack Overflow...      Windows   \n",
              "42697                                                NaN  Linux-based   \n",
              "42698  Call a coworker or friend;Visit Stack Overflow...      Windows   \n",
              "42699  Call a coworker or friend;Visit Stack Overflow...      Windows   \n",
              "42700                                                NaN          NaN   \n",
              "42701  Call a coworker or friend;Visit Stack Overflow...      Windows   \n",
              "42702                                                NaN          NaN   \n",
              "42703                                                NaN          NaN   \n",
              "42704                                                NaN          NaN   \n",
              "\n",
              "                                                 OrgSize  \\\n",
              "42685                                                NaN   \n",
              "42686                                                NaN   \n",
              "42687                                                NaN   \n",
              "42688                                                NaN   \n",
              "42689                           10,000 or more employees   \n",
              "42690                                                NaN   \n",
              "42691  Just me - I am a freelancer, sole proprietor, ...   \n",
              "42692                                                NaN   \n",
              "42693                                                NaN   \n",
              "42694                                 10 to 19 employees   \n",
              "42695                           1,000 to 4,999 employees   \n",
              "42696                                 10 to 19 employees   \n",
              "42697                                                NaN   \n",
              "42698                               100 to 499 employees   \n",
              "42699                               500 to 999 employees   \n",
              "42700                                                NaN   \n",
              "42701                                 20 to 99 employees   \n",
              "42702                                                NaN   \n",
              "42703                                                NaN   \n",
              "42704                                                NaN   \n",
              "\n",
              "                                  PlatformDesireNextYear  \\\n",
              "42685            Docker;Kubernetes;Linux;Microsoft Azure   \n",
              "42686                                                NaN   \n",
              "42687                                                NaN   \n",
              "42688                                                NaN   \n",
              "42689                                                NaN   \n",
              "42690  Android;AWS;Kubernetes;Linux;MacOS;Microsoft A...   \n",
              "42691                                             Docker   \n",
              "42692  Android;Arduino;AWS;Docker;Google Cloud Platfo...   \n",
              "42693                                                NaN   \n",
              "42694                                              Linux   \n",
              "42695                                                iOS   \n",
              "42696                                              Linux   \n",
              "42697                                                NaN   \n",
              "42698          Docker;Kubernetes;Microsoft Azure;Windows   \n",
              "42699  Docker;Kubernetes;Microsoft Azure;Slack Apps a...   \n",
              "42700                                                NaN   \n",
              "42701                       Arduino;Docker;Linux;Windows   \n",
              "42702                                                NaN   \n",
              "42703                                                NaN   \n",
              "42704                                                NaN   \n",
              "\n",
              "                                    PlatformWorkedWith  \\\n",
              "42685  Docker;Kubernetes;Linux;Microsoft Azure;Windows   \n",
              "42686                                              NaN   \n",
              "42687                                              NaN   \n",
              "42688                                              NaN   \n",
              "42689                                              NaN   \n",
              "42690                  Android;AWS;Linux;MacOS;Windows   \n",
              "42691                       AWS;Heroku;iOS;Linux;MacOS   \n",
              "42692                                              NaN   \n",
              "42693                                              NaN   \n",
              "42694                                     Docker;Linux   \n",
              "42695                                              NaN   \n",
              "42696                       Docker;Linux;MacOS;Windows   \n",
              "42697                                              NaN   \n",
              "42698                   Docker;Microsoft Azure;Windows   \n",
              "42699                                  Microsoft Azure   \n",
              "42700                                              NaN   \n",
              "42701                          Microsoft Azure;Windows   \n",
              "42702                                              NaN   \n",
              "42703                                              NaN   \n",
              "42704                                              NaN   \n",
              "\n",
              "                           PurchaseWhat                Sexuality  \\\n",
              "42685                               NaN                      NaN   \n",
              "42686                               NaN                      NaN   \n",
              "42687                               NaN                      NaN   \n",
              "42688     I have little or no influence                      NaN   \n",
              "42689                               NaN                      NaN   \n",
              "42690                               NaN  Straight / Heterosexual   \n",
              "42691                               NaN                      NaN   \n",
              "42692                               NaN                      NaN   \n",
              "42693                               NaN                      NaN   \n",
              "42694             I have some influence           Bisexual;Queer   \n",
              "42695  I have a great deal of influence                      NaN   \n",
              "42696             I have some influence                      NaN   \n",
              "42697                               NaN                      NaN   \n",
              "42698             I have some influence                      NaN   \n",
              "42699     I have little or no influence                      NaN   \n",
              "42700                               NaN                      NaN   \n",
              "42701             I have some influence  Straight / Heterosexual   \n",
              "42702                               NaN                      NaN   \n",
              "42703                               NaN                      NaN   \n",
              "42704                               NaN                      NaN   \n",
              "\n",
              "                     SOAccount          SOComm  \\\n",
              "42685                       No         Neutral   \n",
              "42686                      Yes         Neutral   \n",
              "42687                      Yes        Not sure   \n",
              "42688                      NaN             NaN   \n",
              "42689                      NaN             NaN   \n",
              "42690                      Yes   Yes, somewhat   \n",
              "42691                      Yes  No, not at all   \n",
              "42692                      NaN             NaN   \n",
              "42693                      Yes         Neutral   \n",
              "42694                      Yes         Neutral   \n",
              "42695                      NaN             NaN   \n",
              "42696                       No  No, not really   \n",
              "42697                      Yes             NaN   \n",
              "42698  Not sure/can't remember         Neutral   \n",
              "42699                      Yes         Neutral   \n",
              "42700                      Yes  No, not at all   \n",
              "42701                      Yes   Yes, somewhat   \n",
              "42702                      Yes         Neutral   \n",
              "42703                      NaN             NaN   \n",
              "42704                      NaN             NaN   \n",
              "\n",
              "                                              SOPartFreq  \\\n",
              "42685                                                NaN   \n",
              "42686                Less than once per month or monthly   \n",
              "42687  I have never participated in Q&A on Stack Over...   \n",
              "42688                                                NaN   \n",
              "42689                                                NaN   \n",
              "42690                    A few times per month or weekly   \n",
              "42691                Less than once per month or monthly   \n",
              "42692                                                NaN   \n",
              "42693                Less than once per month or monthly   \n",
              "42694                Less than once per month or monthly   \n",
              "42695                                                NaN   \n",
              "42696                                                NaN   \n",
              "42697                                                NaN   \n",
              "42698                                                NaN   \n",
              "42699                Less than once per month or monthly   \n",
              "42700                Less than once per month or monthly   \n",
              "42701                               A few times per week   \n",
              "42702  I have never participated in Q&A on Stack Over...   \n",
              "42703                                                NaN   \n",
              "42704                                                NaN   \n",
              "\n",
              "                               SOVisitFreq                  SurveyEase  \\\n",
              "42685                Daily or almost daily  Neither easy nor difficult   \n",
              "42686      A few times per month or weekly                         NaN   \n",
              "42687      A few times per month or weekly                         NaN   \n",
              "42688                                  NaN                         NaN   \n",
              "42689                                  NaN                         NaN   \n",
              "42690               Multiple times per day  Neither easy nor difficult   \n",
              "42691                 A few times per week                         NaN   \n",
              "42692                                  NaN                         NaN   \n",
              "42693                 A few times per week                         NaN   \n",
              "42694                 A few times per week                        Easy   \n",
              "42695                                  NaN                         NaN   \n",
              "42696               Multiple times per day                        Easy   \n",
              "42697  Less than once per month or monthly                         NaN   \n",
              "42698               Multiple times per day  Neither easy nor difficult   \n",
              "42699                Daily or almost daily                        Easy   \n",
              "42700                Daily or almost daily                         NaN   \n",
              "42701                Daily or almost daily                        Easy   \n",
              "42702                Daily or almost daily                         NaN   \n",
              "42703                                  NaN                         NaN   \n",
              "42704                                  NaN                         NaN   \n",
              "\n",
              "                SurveyLength Trans  \\\n",
              "42685  Appropriate in length   NaN   \n",
              "42686                    NaN   NaN   \n",
              "42687                    NaN   NaN   \n",
              "42688                    NaN   NaN   \n",
              "42689                    NaN   NaN   \n",
              "42690  Appropriate in length    No   \n",
              "42691                    NaN   NaN   \n",
              "42692                    NaN   NaN   \n",
              "42693                    NaN   NaN   \n",
              "42694  Appropriate in length   Yes   \n",
              "42695                    NaN   NaN   \n",
              "42696               Too long    No   \n",
              "42697                    NaN   NaN   \n",
              "42698               Too long   NaN   \n",
              "42699  Appropriate in length    No   \n",
              "42700                    NaN   NaN   \n",
              "42701  Appropriate in length    No   \n",
              "42702                    NaN   NaN   \n",
              "42703                    NaN   NaN   \n",
              "42704                    NaN   NaN   \n",
              "\n",
              "                                          UndergradMajor  \\\n",
              "42685  Computer science, computer engineering, or sof...   \n",
              "42686                                                NaN   \n",
              "42687  Information systems, information technology, o...   \n",
              "42688                                                NaN   \n",
              "42689  Computer science, computer engineering, or sof...   \n",
              "42690  Computer science, computer engineering, or sof...   \n",
              "42691  Computer science, computer engineering, or sof...   \n",
              "42692                                                NaN   \n",
              "42693                                                NaN   \n",
              "42694  Computer science, computer engineering, or sof...   \n",
              "42695                          Mathematics or statistics   \n",
              "42696  A natural science (such as biology, chemistry,...   \n",
              "42697                                                NaN   \n",
              "42698  Computer science, computer engineering, or sof...   \n",
              "42699  Computer science, computer engineering, or sof...   \n",
              "42700                                                NaN   \n",
              "42701  A business discipline (such as accounting, fin...   \n",
              "42702                                                NaN   \n",
              "42703                                                NaN   \n",
              "42704                                                NaN   \n",
              "\n",
              "      WebframeDesireNextYear       WebframeWorkedWith  \\\n",
              "42685                    NaN                      NaN   \n",
              "42686                    NaN                      NaN   \n",
              "42687                    NaN                      NaN   \n",
              "42688               React.js         Express;React.js   \n",
              "42689                    NaN                      NaN   \n",
              "42690       Express;React.js   Express;Flask;React.js   \n",
              "42691                 Vue.js  Express;Gatsby;React.js   \n",
              "42692                    NaN                      NaN   \n",
              "42693                    NaN                      NaN   \n",
              "42694                  Flask             Django;Flask   \n",
              "42695                 Drupal                      NaN   \n",
              "42696                    NaN                      NaN   \n",
              "42697                    NaN                      NaN   \n",
              "42698                    NaN                      NaN   \n",
              "42699           ASP.NET Core             ASP.NET Core   \n",
              "42700                    NaN                      NaN   \n",
              "42701                    NaN                      NaN   \n",
              "42702                    NaN                      NaN   \n",
              "42703                    NaN                      NaN   \n",
              "42704                    NaN                      NaN   \n",
              "\n",
              "                                  WelcomeChange  WorkWeekHrs  \\\n",
              "42685  Somewhat less welcome now than last year          NaN   \n",
              "42686                                       NaN          NaN   \n",
              "42687                                       NaN          NaN   \n",
              "42688                                       NaN          NaN   \n",
              "42689                                       NaN          NaN   \n",
              "42690  Somewhat more welcome now than last year          NaN   \n",
              "42691                                       NaN          NaN   \n",
              "42692                                       NaN          NaN   \n",
              "42693                                       NaN          NaN   \n",
              "42694   Just as welcome now as I felt last year         32.0   \n",
              "42695                                       NaN          NaN   \n",
              "42696  Somewhat less welcome now than last year         40.0   \n",
              "42697                                       NaN          NaN   \n",
              "42698   Just as welcome now as I felt last year         38.0   \n",
              "42699   Just as welcome now as I felt last year         35.0   \n",
              "42700   Just as welcome now as I felt last year          NaN   \n",
              "42701   Just as welcome now as I felt last year         48.0   \n",
              "42702                                       NaN          NaN   \n",
              "42703                                       NaN          NaN   \n",
              "42704                                       NaN          NaN   \n",
              "\n",
              "              YearsCode YearsCodePro  \n",
              "42685                 6          NaN  \n",
              "42686               NaN          NaN  \n",
              "42687                 2          NaN  \n",
              "42688               NaN          NaN  \n",
              "42689                15           12  \n",
              "42690                 5          NaN  \n",
              "42691  Less than 1 year           18  \n",
              "42692               NaN          NaN  \n",
              "42693               NaN          NaN  \n",
              "42694                14            2  \n",
              "42695                10          NaN  \n",
              "42696                 9            2  \n",
              "42697               NaN          NaN  \n",
              "42698                 9            5  \n",
              "42699                15           13  \n",
              "42700               NaN          NaN  \n",
              "42701                 6            2  \n",
              "42702               NaN          NaN  \n",
              "42703               NaN          NaN  \n",
              "42704               NaN          NaN  "
            ]
          },
          "execution_count": 28,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df.tail(20)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true,
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "r_JAS8RnoAhl",
        "outputId": "ea5d7943-8523-4d5e-ccc6-7596a13dfb24"
      },
      "outputs": [
        {
          "data": {
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              "<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>Respondent</th>\n",
              "      <th>MainBranch</th>\n",
              "      <th>Hobbyist</th>\n",
              "      <th>Age</th>\n",
              "      <th>Age1stCode</th>\n",
              "      <th>CompFreq</th>\n",
              "      <th>CompTotal</th>\n",
              "      <th>ConvertedComp</th>\n",
              "      <th>Country</th>\n",
              "      <th>CurrencyDesc</th>\n",
              "      <th>CurrencySymbol</th>\n",
              "      <th>DatabaseDesireNextYear</th>\n",
              "      <th>DatabaseWorkedWith</th>\n",
              "      <th>DevType</th>\n",
              "      <th>EdLevel</th>\n",
              "      <th>Employment</th>\n",
              "      <th>Ethnicity</th>\n",
              "      <th>Gender</th>\n",
              "      <th>JobFactors</th>\n",
              "      <th>JobSat</th>\n",
              "      <th>JobSeek</th>\n",
              "      <th>LanguageDesireNextYear</th>\n",
              "      <th>LanguageWorkedWith</th>\n",
              "      <th>MiscTechDesireNextYear</th>\n",
              "      <th>MiscTechWorkedWith</th>\n",
              "      <th>NEWCollabToolsDesireNextYear</th>\n",
              "      <th>NEWCollabToolsWorkedWith</th>\n",
              "      <th>NEWDevOps</th>\n",
              "      <th>NEWDevOpsImpt</th>\n",
              "      <th>NEWEdImpt</th>\n",
              "      <th>NEWJobHunt</th>\n",
              "      <th>NEWJobHuntResearch</th>\n",
              "      <th>NEWLearn</th>\n",
              "      <th>NEWOffTopic</th>\n",
              "      <th>NEWOnboardGood</th>\n",
              "      <th>NEWOtherComms</th>\n",
              "      <th>NEWOvertime</th>\n",
              "      <th>NEWPurchaseResearch</th>\n",
              "      <th>NEWPurpleLink</th>\n",
              "      <th>NEWSOSites</th>\n",
              "      <th>NEWStuck</th>\n",
              "      <th>OpSys</th>\n",
              "      <th>OrgSize</th>\n",
              "      <th>PlatformDesireNextYear</th>\n",
              "      <th>PlatformWorkedWith</th>\n",
              "      <th>PurchaseWhat</th>\n",
              "      <th>Sexuality</th>\n",
              "      <th>SOAccount</th>\n",
              "      <th>SOComm</th>\n",
              "      <th>SOPartFreq</th>\n",
              "      <th>SOVisitFreq</th>\n",
              "      <th>SurveyEase</th>\n",
              "      <th>SurveyLength</th>\n",
              "      <th>Trans</th>\n",
              "      <th>UndergradMajor</th>\n",
              "      <th>WebframeDesireNextYear</th>\n",
              "      <th>WebframeWorkedWith</th>\n",
              "      <th>WelcomeChange</th>\n",
              "      <th>WorkWeekHrs</th>\n",
              "      <th>YearsCode</th>\n",
              "      <th>YearsCodePro</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>6853</th>\n",
              "      <td>6882</td>\n",
              "      <td>I am a developer by profession</td>\n",
              "      <td>Yes</td>\n",
              "      <td>32.0</td>\n",
              "      <td>16</td>\n",
              "      <td>Yearly</td>\n",
              "      <td>55000.0</td>\n",
              "      <td>59454.0</td>\n",
              "      <td>Italy</td>\n",
              "      <td>European Euro</td>\n",
              "      <td>EUR</td>\n",
              "      <td>DynamoDB;MySQL;Redis</td>\n",
              "      <td>Elasticsearch;PostgreSQL;Redis</td>\n",
              "      <td>Developer, back-end</td>\n",
              "      <td>Master’s degree (M.A., M.S., M.Eng., MBA, etc.)</td>\n",
              "      <td>Employed full-time</td>\n",
              "      <td>White or of European descent</td>\n",
              "      <td>Man</td>\n",
              "      <td>Flex time or a flexible schedule;Languages, fr...</td>\n",
              "      <td>Slightly satisfied</td>\n",
              "      <td>I’m not actively looking, but I am open to new...</td>\n",
              "      <td>Go;Rust</td>\n",
              "      <td>Go;Java</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Teraform</td>\n",
              "      <td>Confluence;Jira;Gitlab;Slack;Google Suite (Doc...</td>\n",
              "      <td>Confluence;Jira;Github;Slack;Google Suite (Doc...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Extremely important</td>\n",
              "      <td>Fairly important</td>\n",
              "      <td>Curious about other opportunities;Better compe...</td>\n",
              "      <td>Company reviews from third party sites (e.g. G...</td>\n",
              "      <td>Once every few years</td>\n",
              "      <td>Not sure</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Occasionally: 1-2 days per quarter but less th...</td>\n",
              "      <td>Start a free trial;Ask developers I know/work ...</td>\n",
              "      <td>Indifferent</td>\n",
              "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
              "      <td>Call a coworker or friend;Visit Stack Overflow...</td>\n",
              "      <td>MacOS</td>\n",
              "      <td>100 to 499 employees</td>\n",
              "      <td>AWS;Docker;Kubernetes;MacOS;Slack Apps and Int...</td>\n",
              "      <td>AWS;Docker;Kubernetes;MacOS;Slack Apps and Int...</td>\n",
              "      <td>I have some influence</td>\n",
              "      <td>Straight / Heterosexual</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No, not really</td>\n",
              "      <td>Less than once per month or monthly</td>\n",
              "      <td>Daily or almost daily</td>\n",
              "      <td>Easy</td>\n",
              "      <td>Appropriate in length</td>\n",
              "      <td>No</td>\n",
              "      <td>Computer science, computer engineering, or sof...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Not applicable - I did not use Stack Overflow ...</td>\n",
              "      <td>40.0</td>\n",
              "      <td>15</td>\n",
              "      <td>10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6854</th>\n",
              "      <td>6883</td>\n",
              "      <td>I am a developer by profession</td>\n",
              "      <td>Yes</td>\n",
              "      <td>35.0</td>\n",
              "      <td>8</td>\n",
              "      <td>Monthly</td>\n",
              "      <td>200000.0</td>\n",
              "      <td>38928.0</td>\n",
              "      <td>Argentina</td>\n",
              "      <td>Argentine peso</td>\n",
              "      <td>ARS</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Academic researcher;Developer, desktop or ente...</td>\n",
              "      <td>Master’s degree (M.A., M.S., M.Eng., MBA, etc.)</td>\n",
              "      <td>Employed full-time</td>\n",
              "      <td>Hispanic or Latino/a/x;White or of European de...</td>\n",
              "      <td>Man</td>\n",
              "      <td>Flex time or a flexible schedule;Languages, fr...</td>\n",
              "      <td>Very satisfied</td>\n",
              "      <td>I’m not actively looking, but I am open to new...</td>\n",
              "      <td>Assembly;C;C++</td>\n",
              "      <td>Assembly;C;C++;Python</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Pandas</td>\n",
              "      <td>Github;Trello</td>\n",
              "      <td>Github;Google Suite (Docs, Meet, etc)</td>\n",
              "      <td>No</td>\n",
              "      <td>Extremely important</td>\n",
              "      <td>Critically important</td>\n",
              "      <td>Wanting to share accomplishments with a wider ...</td>\n",
              "      <td>Personal network - friends or family;Read othe...</td>\n",
              "      <td>Every few months</td>\n",
              "      <td>Not sure</td>\n",
              "      <td>Onboarding? What onboarding?</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Occasionally: 1-2 days per quarter but less th...</td>\n",
              "      <td>Start a free trial</td>\n",
              "      <td>Indifferent</td>\n",
              "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
              "      <td>Meditate;Play games;Call a coworker or friend;...</td>\n",
              "      <td>Linux-based</td>\n",
              "      <td>100 to 499 employees</td>\n",
              "      <td>Android;Arduino;Docker;Linux;Raspberry Pi</td>\n",
              "      <td>Linux;Raspberry Pi;Windows</td>\n",
              "      <td>I have some influence</td>\n",
              "      <td>Straight / Heterosexual</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes, somewhat</td>\n",
              "      <td>Less than once per month or monthly</td>\n",
              "      <td>Daily or almost daily</td>\n",
              "      <td>Easy</td>\n",
              "      <td>Appropriate in length</td>\n",
              "      <td>No</td>\n",
              "      <td>Computer science, computer engineering, or sof...</td>\n",
              "      <td>React.js;Vue.js</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Just as welcome now as I felt last year</td>\n",
              "      <td>40.0</td>\n",
              "      <td>20</td>\n",
              "      <td>15</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6855</th>\n",
              "      <td>6884</td>\n",
              "      <td>I am a developer by profession</td>\n",
              "      <td>Yes</td>\n",
              "      <td>27.0</td>\n",
              "      <td>18</td>\n",
              "      <td>Monthly</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>India</td>\n",
              "      <td>Norwegian krone</td>\n",
              "      <td>NOK</td>\n",
              "      <td>Firebase;MongoDB;MySQL</td>\n",
              "      <td>Firebase;MySQL</td>\n",
              "      <td>Developer, desktop or enterprise applications;...</td>\n",
              "      <td>Master’s degree (M.A., M.S., M.Eng., MBA, etc.)</td>\n",
              "      <td>Employed full-time</td>\n",
              "      <td>South Asian;Southeast Asian</td>\n",
              "      <td>Man</td>\n",
              "      <td>Flex time or a flexible schedule;Remote work o...</td>\n",
              "      <td>Slightly satisfied</td>\n",
              "      <td>I am actively looking for a job</td>\n",
              "      <td>JavaScript;PHP;Python;SQL</td>\n",
              "      <td>C;C++;HTML/CSS;JavaScript;PHP;SQL</td>\n",
              "      <td>Node.js</td>\n",
              "      <td>Node.js</td>\n",
              "      <td>Github;Gitlab;Slack;Microsoft Azure;Google Sui...</td>\n",
              "      <td>Github;Gitlab;Slack;Google Suite (Docs, Meet, ...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Extremely important</td>\n",
              "      <td>Very important</td>\n",
              "      <td>Curious about other opportunities;Better compe...</td>\n",
              "      <td>Read company media, such as employee blogs or ...</td>\n",
              "      <td>Every few months</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Never</td>\n",
              "      <td>Start a free trial;Ask developers I know/work ...</td>\n",
              "      <td>Hello, old friend</td>\n",
              "      <td>Stack Overflow (public Q&amp;A for anyone who codes)</td>\n",
              "      <td>Call a coworker or friend;Visit Stack Overflow...</td>\n",
              "      <td>Linux-based</td>\n",
              "      <td>100 to 499 employees</td>\n",
              "      <td>AWS;Docker;Google Cloud Platform;Heroku;Windows</td>\n",
              "      <td>AWS;Windows</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes, definitely</td>\n",
              "      <td>Multiple times per day</td>\n",
              "      <td>Multiple times per day</td>\n",
              "      <td>Easy</td>\n",
              "      <td>Too long</td>\n",
              "      <td>No</td>\n",
              "      <td>Computer science, computer engineering, or sof...</td>\n",
              "      <td>Angular;ASP.NET;Django;Express;jQuery;Laravel;...</td>\n",
              "      <td>Express;jQuery;Laravel;Vue.js</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>10</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6856</th>\n",
              "      <td>6885</td>\n",
              "      <td>I am a developer by profession</td>\n",
              "      <td>Yes</td>\n",
              "      <td>31.0</td>\n",
              "      <td>14</td>\n",
              "      <td>Monthly</td>\n",
              "      <td>100.0</td>\n",
              "      <td>24.0</td>\n",
              "      <td>Russian Federation</td>\n",
              "      <td>Russian ruble</td>\n",
              "      <td>RUB</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Microsoft SQL Server;SQLite</td>\n",
              "      <td>Developer, full-stack;Developer, mobile;Produc...</td>\n",
              "      <td>Master’s degree (M.A., M.S., M.Eng., MBA, etc.)</td>\n",
              "      <td>Independent contractor, freelancer, or self-em...</td>\n",
              "      <td>White or of European descent</td>\n",
              "      <td>Man</td>\n",
              "      <td>Languages, frameworks, and other technologies ...</td>\n",
              "      <td>Slightly dissatisfied</td>\n",
              "      <td>I’m not actively looking, but I am open to new...</td>\n",
              "      <td>Go;Python</td>\n",
              "      <td>C#</td>\n",
              "      <td>.NET;.NET Core;TensorFlow;Torch/PyTorch;Xamarin</td>\n",
              "      <td>.NET;.NET Core;Xamarin</td>\n",
              "      <td>Github;Microsoft Azure;Google Suite (Docs, Mee...</td>\n",
              "      <td>Github;Microsoft Azure;Google Suite (Docs, Mee...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Somewhat important</td>\n",
              "      <td>Very important</td>\n",
              "      <td>Curious about other opportunities;Wanting to w...</td>\n",
              "      <td>Read company media, such as employee blogs or ...</td>\n",
              "      <td>Once a year</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Rarely: 1-2 days per year or less</td>\n",
              "      <td>Start a free trial;Ask developers I know/work ...</td>\n",
              "      <td>Hello, old friend</td>\n",
              "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
              "      <td>Visit Stack Overflow;Visit another developer c...</td>\n",
              "      <td>Windows</td>\n",
              "      <td>20 to 99 employees</td>\n",
              "      <td>Android;MacOS;Windows</td>\n",
              "      <td>Android;MacOS;Windows</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Straight / Heterosexual</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes, definitely</td>\n",
              "      <td>A few times per week</td>\n",
              "      <td>Multiple times per day</td>\n",
              "      <td>Easy</td>\n",
              "      <td>Appropriate in length</td>\n",
              "      <td>No</td>\n",
              "      <td>Computer science, computer engineering, or sof...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>ASP.NET</td>\n",
              "      <td>Just as welcome now as I felt last year</td>\n",
              "      <td>40.0</td>\n",
              "      <td>15</td>\n",
              "      <td>10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6857</th>\n",
              "      <td>6886</td>\n",
              "      <td>I am a developer by profession</td>\n",
              "      <td>Yes</td>\n",
              "      <td>23.0</td>\n",
              "      <td>15</td>\n",
              "      <td>Monthly</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>India</td>\n",
              "      <td>Indian rupee</td>\n",
              "      <td>INR</td>\n",
              "      <td>Firebase;MariaDB;MySQL</td>\n",
              "      <td>MariaDB;MySQL;Oracle;SQLite</td>\n",
              "      <td>Developer, back-end;Developer, full-stack</td>\n",
              "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
              "      <td>Employed full-time</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Woman</td>\n",
              "      <td>Languages, frameworks, and other technologies ...</td>\n",
              "      <td>Very satisfied</td>\n",
              "      <td>I’m not actively looking, but I am open to new...</td>\n",
              "      <td>HTML/CSS;JavaScript;PHP;SQL</td>\n",
              "      <td>Bash/Shell/PowerShell;C;C#;C++;HTML/CSS;Java;J...</td>\n",
              "      <td>Node.js;React Native</td>\n",
              "      <td>.NET Core;Apache Spark</td>\n",
              "      <td>Github;Gitlab;Slack;Trello;Google Suite (Docs,...</td>\n",
              "      <td>Github;Gitlab;Trello;Google Suite (Docs, Meet,...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Extremely important</td>\n",
              "      <td>Very important</td>\n",
              "      <td>Wanting to share accomplishments with a wider ...</td>\n",
              "      <td>Read company media, such as employee blogs or ...</td>\n",
              "      <td>Every few months</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Often: 1-2 days per week or more</td>\n",
              "      <td>Start a free trial;Visit developer communities...</td>\n",
              "      <td>Amused</td>\n",
              "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
              "      <td>Call a coworker or friend;Visit Stack Overflow...</td>\n",
              "      <td>Windows</td>\n",
              "      <td>20 to 99 employees</td>\n",
              "      <td>AWS;Google Cloud Platform;Linux;Microsoft Azur...</td>\n",
              "      <td>Google Cloud Platform;Linux;Windows;WordPress</td>\n",
              "      <td>I have a great deal of influence</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes, definitely</td>\n",
              "      <td>A few times per week</td>\n",
              "      <td>Multiple times per day</td>\n",
              "      <td>Easy</td>\n",
              "      <td>Appropriate in length</td>\n",
              "      <td>No</td>\n",
              "      <td>Computer science, computer engineering, or sof...</td>\n",
              "      <td>Angular.js;jQuery;Laravel;React.js;Vue.js</td>\n",
              "      <td>ASP.NET Core;jQuery;Laravel</td>\n",
              "      <td>A lot more welcome now than last year</td>\n",
              "      <td>NaN</td>\n",
              "      <td>9</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6858</th>\n",
              "      <td>6887</td>\n",
              "      <td>I am a developer by profession</td>\n",
              "      <td>Yes</td>\n",
              "      <td>NaN</td>\n",
              "      <td>18</td>\n",
              "      <td>Monthly</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>India</td>\n",
              "      <td>Indian rupee</td>\n",
              "      <td>INR</td>\n",
              "      <td>Firebase;MySQL;Oracle;SQLite</td>\n",
              "      <td>Firebase;MySQL;Oracle;SQLite</td>\n",
              "      <td>Developer, front-end</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Employed full-time</td>\n",
              "      <td>Southeast Asian</td>\n",
              "      <td>Man</td>\n",
              "      <td>Languages, frameworks, and other technologies ...</td>\n",
              "      <td>Slightly dissatisfied</td>\n",
              "      <td>I’m not actively looking, but I am open to new...</td>\n",
              "      <td>Dart;Java;JavaScript;Kotlin</td>\n",
              "      <td>Java;Kotlin</td>\n",
              "      <td>Flutter;React Native</td>\n",
              "      <td>React Native</td>\n",
              "      <td>Jira;Github;Gitlab;Slack;Microsoft Azure;Trell...</td>\n",
              "      <td>Github;Gitlab;Trello</td>\n",
              "      <td>No</td>\n",
              "      <td>Somewhat important</td>\n",
              "      <td>Fairly important</td>\n",
              "      <td>Curious about other opportunities;Better compe...</td>\n",
              "      <td>Company reviews from third party sites (e.g. G...</td>\n",
              "      <td>Every few months</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Often: 1-2 days per week or more</td>\n",
              "      <td>Start a free trial</td>\n",
              "      <td>Amused</td>\n",
              "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
              "      <td>Visit Stack Overflow;Panic</td>\n",
              "      <td>Windows</td>\n",
              "      <td>10 to 19 employees</td>\n",
              "      <td>Android;AWS;Google Cloud Platform;iOS</td>\n",
              "      <td>Android</td>\n",
              "      <td>I have some influence</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes, definitely</td>\n",
              "      <td>Multiple times per day</td>\n",
              "      <td>Multiple times per day</td>\n",
              "      <td>Easy</td>\n",
              "      <td>Appropriate in length</td>\n",
              "      <td>No</td>\n",
              "      <td>Computer science, computer engineering, or sof...</td>\n",
              "      <td>React.js</td>\n",
              "      <td>React.js</td>\n",
              "      <td>Somewhat more welcome now than last year</td>\n",
              "      <td>NaN</td>\n",
              "      <td>6</td>\n",
              "      <td>Less than 1 year</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6859</th>\n",
              "      <td>6888</td>\n",
              "      <td>I am a developer by profession</td>\n",
              "      <td>Yes</td>\n",
              "      <td>32.0</td>\n",
              "      <td>20</td>\n",
              "      <td>Monthly</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>China</td>\n",
              "      <td>Chinese Yuan Renminbi</td>\n",
              "      <td>CNY</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Developer, embedded applications or devices;De...</td>\n",
              "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
              "      <td>Employed full-time</td>\n",
              "      <td>East Asian</td>\n",
              "      <td>Man</td>\n",
              "      <td>Industry that I’d be working in;Flex time or a...</td>\n",
              "      <td>Slightly satisfied</td>\n",
              "      <td>I’m not actively looking, but I am open to new...</td>\n",
              "      <td>Bash/Shell/PowerShell;C;C++</td>\n",
              "      <td>Bash/Shell/PowerShell;C;C++</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Not sure</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Very important</td>\n",
              "      <td>Curious about other opportunities;Better compe...</td>\n",
              "      <td>Company reviews from third party sites (e.g. G...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Onboarding? What onboarding?</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Often: 1-2 days per week or more</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Indifferent</td>\n",
              "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
              "      <td>Visit Stack Overflow;Watch help / tutorial vid...</td>\n",
              "      <td>Linux-based</td>\n",
              "      <td>100 to 499 employees</td>\n",
              "      <td>Android;Linux;Windows</td>\n",
              "      <td>Android;Linux;Windows</td>\n",
              "      <td>I have little or no influence</td>\n",
              "      <td>Straight / Heterosexual</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Not sure</td>\n",
              "      <td>I have never participated in Q&amp;A on Stack Over...</td>\n",
              "      <td>A few times per month or weekly</td>\n",
              "      <td>Neither easy nor difficult</td>\n",
              "      <td>Appropriate in length</td>\n",
              "      <td>No</td>\n",
              "      <td>Computer science, computer engineering, or sof...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Somewhat more welcome now than last year</td>\n",
              "      <td>60.0</td>\n",
              "      <td>11</td>\n",
              "      <td>8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6860</th>\n",
              "      <td>6889</td>\n",
              "      <td>I am a developer by profession</td>\n",
              "      <td>No</td>\n",
              "      <td>31.0</td>\n",
              "      <td>21</td>\n",
              "      <td>Yearly</td>\n",
              "      <td>114000.0</td>\n",
              "      <td>1592.0</td>\n",
              "      <td>India</td>\n",
              "      <td>Indian rupee</td>\n",
              "      <td>INR</td>\n",
              "      <td>Elasticsearch;MongoDB;Redis</td>\n",
              "      <td>MongoDB;Redis</td>\n",
              "      <td>Developer, back-end</td>\n",
              "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
              "      <td>Employed full-time</td>\n",
              "      <td>South Asian</td>\n",
              "      <td>Man</td>\n",
              "      <td>Flex time or a flexible schedule;Languages, fr...</td>\n",
              "      <td>Slightly satisfied</td>\n",
              "      <td>I’m not actively looking, but I am open to new...</td>\n",
              "      <td>Go</td>\n",
              "      <td>JavaScript</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Node.js</td>\n",
              "      <td>Jira;Github;Gitlab;Slack;Google Suite (Docs, M...</td>\n",
              "      <td>Jira;Github;Gitlab;Slack;Google Suite (Docs, M...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Extremely important</td>\n",
              "      <td>Fairly important</td>\n",
              "      <td>Better compensation;Better work/life balance;W...</td>\n",
              "      <td>Read company media, such as employee blogs or ...</td>\n",
              "      <td>Once every few years</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Sometimes: 1-2 days per month but less than we...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Hello, old friend</td>\n",
              "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
              "      <td>Call a coworker or friend;Visit Stack Overflow...</td>\n",
              "      <td>Windows</td>\n",
              "      <td>100 to 499 employees</td>\n",
              "      <td>AWS;Docker;Heroku;Kubernetes;Linux</td>\n",
              "      <td>AWS;Linux</td>\n",
              "      <td>I have little or no influence</td>\n",
              "      <td>Straight / Heterosexual</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes, definitely</td>\n",
              "      <td>Less than once per month or monthly</td>\n",
              "      <td>A few times per week</td>\n",
              "      <td>Neither easy nor difficult</td>\n",
              "      <td>Appropriate in length</td>\n",
              "      <td>No</td>\n",
              "      <td>Computer science, computer engineering, or sof...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Express</td>\n",
              "      <td>Just as welcome now as I felt last year</td>\n",
              "      <td>45.0</td>\n",
              "      <td>11</td>\n",
              "      <td>7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6861</th>\n",
              "      <td>6890</td>\n",
              "      <td>I am a developer by profession</td>\n",
              "      <td>Yes</td>\n",
              "      <td>36.0</td>\n",
              "      <td>16</td>\n",
              "      <td>Yearly</td>\n",
              "      <td>150000.0</td>\n",
              "      <td>150000.0</td>\n",
              "      <td>United States</td>\n",
              "      <td>United States dollar</td>\n",
              "      <td>USD</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Developer, front-end;Developer, full-stack;Dev...</td>\n",
              "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
              "      <td>Employed full-time</td>\n",
              "      <td>White or of European descent</td>\n",
              "      <td>Man</td>\n",
              "      <td>Flex time or a flexible schedule;Specific depa...</td>\n",
              "      <td>Very satisfied</td>\n",
              "      <td>I am not interested in new job opportunities</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Go;JavaScript;TypeScript</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Node.js</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Github;Slack;Google Suite (Docs, Meet, etc)</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Extremely important</td>\n",
              "      <td>Fairly important</td>\n",
              "      <td>Better compensation;Trouble with my teammates;...</td>\n",
              "      <td>Read company media, such as employee blogs or ...</td>\n",
              "      <td>Once every few years</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Never</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Amused</td>\n",
              "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
              "      <td>Play games;Go for a walk or other physical act...</td>\n",
              "      <td>MacOS</td>\n",
              "      <td>100 to 499 employees</td>\n",
              "      <td>Arduino;Raspberry Pi</td>\n",
              "      <td>AWS;Docker;Kubernetes;Linux;MacOS;Slack Apps a...</td>\n",
              "      <td>I have little or no influence</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes, somewhat</td>\n",
              "      <td>A few times per month or weekly</td>\n",
              "      <td>A few times per week</td>\n",
              "      <td>Neither easy nor difficult</td>\n",
              "      <td>Appropriate in length</td>\n",
              "      <td>No</td>\n",
              "      <td>Computer science, computer engineering, or sof...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>React.js</td>\n",
              "      <td>Just as welcome now as I felt last year</td>\n",
              "      <td>38.0</td>\n",
              "      <td>20</td>\n",
              "      <td>14</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6862</th>\n",
              "      <td>6891</td>\n",
              "      <td>I am a developer by profession</td>\n",
              "      <td>Yes</td>\n",
              "      <td>29.0</td>\n",
              "      <td>13</td>\n",
              "      <td>Monthly</td>\n",
              "      <td>100000.0</td>\n",
              "      <td>16752.0</td>\n",
              "      <td>India</td>\n",
              "      <td>Indian rupee</td>\n",
              "      <td>INR</td>\n",
              "      <td>Cassandra;Couchbase;DynamoDB;PostgreSQL</td>\n",
              "      <td>Elasticsearch;Microsoft SQL Server;MongoDB;MyS...</td>\n",
              "      <td>Developer, full-stack</td>\n",
              "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
              "      <td>Employed full-time</td>\n",
              "      <td>South Asian</td>\n",
              "      <td>Man</td>\n",
              "      <td>Specific department or team I’d be working on;...</td>\n",
              "      <td>Neither satisfied nor dissatisfied</td>\n",
              "      <td>I am actively looking for a job</td>\n",
              "      <td>Go;R;Rust;Scala;TypeScript</td>\n",
              "      <td>C;</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5abc59e0-1a75-48a9-a991-22e688b1ac74')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-5abc59e0-1a75-48a9-a991-22e688b1ac74 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-5abc59e0-1a75-48a9-a991-22e688b1ac74');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
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              "          docLink.innerHTML = docLinkHtml;\n",
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            "text/plain": [
              "      Respondent                      MainBranch Hobbyist   Age Age1stCode  \\\n",
              "6853        6882  I am a developer by profession      Yes  32.0         16   \n",
              "6854        6883  I am a developer by profession      Yes  35.0          8   \n",
              "6855        6884  I am a developer by profession      Yes  27.0         18   \n",
              "6856        6885  I am a developer by profession      Yes  31.0         14   \n",
              "6857        6886  I am a developer by profession      Yes  23.0         15   \n",
              "6858        6887  I am a developer by profession      Yes   NaN         18   \n",
              "6859        6888  I am a developer by profession      Yes  32.0         20   \n",
              "6860        6889  I am a developer by profession       No  31.0         21   \n",
              "6861        6890  I am a developer by profession      Yes  36.0         16   \n",
              "6862        6891  I am a developer by profession      Yes  29.0         13   \n",
              "\n",
              "     CompFreq  CompTotal  ConvertedComp             Country  \\\n",
              "6853   Yearly    55000.0        59454.0               Italy   \n",
              "6854  Monthly   200000.0        38928.0           Argentina   \n",
              "6855  Monthly        NaN            NaN               India   \n",
              "6856  Monthly      100.0           24.0  Russian Federation   \n",
              "6857  Monthly        NaN            NaN               India   \n",
              "6858  Monthly        NaN            NaN               India   \n",
              "6859  Monthly        NaN            NaN               China   \n",
              "6860   Yearly   114000.0         1592.0               India   \n",
              "6861   Yearly   150000.0       150000.0       United States   \n",
              "6862  Monthly   100000.0        16752.0               India   \n",
              "\n",
              "               CurrencyDesc CurrencySymbol  \\\n",
              "6853          European Euro            EUR   \n",
              "6854         Argentine peso            ARS   \n",
              "6855        Norwegian krone            NOK   \n",
              "6856          Russian ruble            RUB   \n",
              "6857           Indian rupee            INR   \n",
              "6858           Indian rupee            INR   \n",
              "6859  Chinese Yuan Renminbi            CNY   \n",
              "6860           Indian rupee            INR   \n",
              "6861   United States dollar            USD   \n",
              "6862           Indian rupee            INR   \n",
              "\n",
              "                       DatabaseDesireNextYear  \\\n",
              "6853                     DynamoDB;MySQL;Redis   \n",
              "6854                                      NaN   \n",
              "6855                   Firebase;MongoDB;MySQL   \n",
              "6856                                      NaN   \n",
              "6857                   Firebase;MariaDB;MySQL   \n",
              "6858             Firebase;MySQL;Oracle;SQLite   \n",
              "6859                                      NaN   \n",
              "6860              Elasticsearch;MongoDB;Redis   \n",
              "6861                                      NaN   \n",
              "6862  Cassandra;Couchbase;DynamoDB;PostgreSQL   \n",
              "\n",
              "                                     DatabaseWorkedWith  \\\n",
              "6853                     Elasticsearch;PostgreSQL;Redis   \n",
              "6854                                                NaN   \n",
              "6855                                     Firebase;MySQL   \n",
              "6856                        Microsoft SQL Server;SQLite   \n",
              "6857                        MariaDB;MySQL;Oracle;SQLite   \n",
              "6858                       Firebase;MySQL;Oracle;SQLite   \n",
              "6859                                                NaN   \n",
              "6860                                      MongoDB;Redis   \n",
              "6861                                                NaN   \n",
              "6862  Elasticsearch;Microsoft SQL Server;MongoDB;MyS...   \n",
              "\n",
              "                                                DevType  \\\n",
              "6853                                Developer, back-end   \n",
              "6854  Academic researcher;Developer, desktop or ente...   \n",
              "6855  Developer, desktop or enterprise applications;...   \n",
              "6856  Developer, full-stack;Developer, mobile;Produc...   \n",
              "6857          Developer, back-end;Developer, full-stack   \n",
              "6858                               Developer, front-end   \n",
              "6859  Developer, embedded applications or devices;De...   \n",
              "6860                                Developer, back-end   \n",
              "6861  Developer, front-end;Developer, full-stack;Dev...   \n",
              "6862                              Developer, full-stack   \n",
              "\n",
              "                                              EdLevel  \\\n",
              "6853  Master’s degree (M.A., M.S., M.Eng., MBA, etc.)   \n",
              "6854  Master’s degree (M.A., M.S., M.Eng., MBA, etc.)   \n",
              "6855  Master’s degree (M.A., M.S., M.Eng., MBA, etc.)   \n",
              "6856  Master’s degree (M.A., M.S., M.Eng., MBA, etc.)   \n",
              "6857     Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
              "6858                                              NaN   \n",
              "6859     Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
              "6860     Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
              "6861     Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
              "6862     Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
              "\n",
              "                                             Employment  \\\n",
              "6853                                 Employed full-time   \n",
              "6854                                 Employed full-time   \n",
              "6855                                 Employed full-time   \n",
              "6856  Independent contractor, freelancer, or self-em...   \n",
              "6857                                 Employed full-time   \n",
              "6858                                 Employed full-time   \n",
              "6859                                 Employed full-time   \n",
              "6860                                 Employed full-time   \n",
              "6861                                 Employed full-time   \n",
              "6862                                 Employed full-time   \n",
              "\n",
              "                                              Ethnicity Gender  \\\n",
              "6853                       White or of European descent    Man   \n",
              "6854  Hispanic or Latino/a/x;White or of European de...    Man   \n",
              "6855                        South Asian;Southeast Asian    Man   \n",
              "6856                       White or of European descent    Man   \n",
              "6857                                                NaN  Woman   \n",
              "6858                                    Southeast Asian    Man   \n",
              "6859                                         East Asian    Man   \n",
              "6860                                        South Asian    Man   \n",
              "6861                       White or of European descent    Man   \n",
              "6862                                        South Asian    Man   \n",
              "\n",
              "                                             JobFactors  \\\n",
              "6853  Flex time or a flexible schedule;Languages, fr...   \n",
              "6854  Flex time or a flexible schedule;Languages, fr...   \n",
              "6855  Flex time or a flexible schedule;Remote work o...   \n",
              "6856  Languages, frameworks, and other technologies ...   \n",
              "6857  Languages, frameworks, and other technologies ...   \n",
              "6858  Languages, frameworks, and other technologies ...   \n",
              "6859  Industry that I’d be working in;Flex time or a...   \n",
              "6860  Flex time or a flexible schedule;Languages, fr...   \n",
              "6861  Flex time or a flexible schedule;Specific depa...   \n",
              "6862  Specific department or team I’d be working on;...   \n",
              "\n",
              "                                  JobSat  \\\n",
              "6853                  Slightly satisfied   \n",
              "6854                      Very satisfied   \n",
              "6855                  Slightly satisfied   \n",
              "6856               Slightly dissatisfied   \n",
              "6857                      Very satisfied   \n",
              "6858               Slightly dissatisfied   \n",
              "6859                  Slightly satisfied   \n",
              "6860                  Slightly satisfied   \n",
              "6861                      Very satisfied   \n",
              "6862  Neither satisfied nor dissatisfied   \n",
              "\n",
              "                                                JobSeek  \\\n",
              "6853  I’m not actively looking, but I am open to new...   \n",
              "6854  I’m not actively looking, but I am open to new...   \n",
              "6855                    I am actively looking for a job   \n",
              "6856  I’m not actively looking, but I am open to new...   \n",
              "6857  I’m not actively looking, but I am open to new...   \n",
              "6858  I’m not actively looking, but I am open to new...   \n",
              "6859  I’m not actively looking, but I am open to new...   \n",
              "6860  I’m not actively looking, but I am open to new...   \n",
              "6861       I am not interested in new job opportunities   \n",
              "6862                    I am actively looking for a job   \n",
              "\n",
              "           LanguageDesireNextYear  \\\n",
              "6853                      Go;Rust   \n",
              "6854               Assembly;C;C++   \n",
              "6855    JavaScript;PHP;Python;SQL   \n",
              "6856                    Go;Python   \n",
              "6857  HTML/CSS;JavaScript;PHP;SQL   \n",
              "6858  Dart;Java;JavaScript;Kotlin   \n",
              "6859  Bash/Shell/PowerShell;C;C++   \n",
              "6860                           Go   \n",
              "6861                          NaN   \n",
              "6862   Go;R;Rust;Scala;TypeScript   \n",
              "\n",
              "                                     LanguageWorkedWith  \\\n",
              "6853                                            Go;Java   \n",
              "6854                              Assembly;C;C++;Python   \n",
              "6855                  C;C++;HTML/CSS;JavaScript;PHP;SQL   \n",
              "6856                                                 C#   \n",
              "6857  Bash/Shell/PowerShell;C;C#;C++;HTML/CSS;Java;J...   \n",
              "6858                                        Java;Kotlin   \n",
              "6859                        Bash/Shell/PowerShell;C;C++   \n",
              "6860                                         JavaScript   \n",
              "6861                           Go;JavaScript;TypeScript   \n",
              "6862                                                 C;   \n",
              "\n",
              "                               MiscTechDesireNextYear      MiscTechWorkedWith  \\\n",
              "6853                                              NaN                Teraform   \n",
              "6854                                              NaN                  Pandas   \n",
              "6855                                          Node.js                 Node.js   \n",
              "6856  .NET;.NET Core;TensorFlow;Torch/PyTorch;Xamarin  .NET;.NET Core;Xamarin   \n",
              "6857                             Node.js;React Native  .NET Core;Apache Spark   \n",
              "6858                             Flutter;React Native            React Native   \n",
              "6859                                              NaN                     NaN   \n",
              "6860                                              NaN                 Node.js   \n",
              "6861                                              NaN                 Node.js   \n",
              "6862                                              NaN                     NaN   \n",
              "\n",
              "                           NEWCollabToolsDesireNextYear  \\\n",
              "6853  Confluence;Jira;Gitlab;Slack;Google Suite (Doc...   \n",
              "6854                                      Github;Trello   \n",
              "6855  Github;Gitlab;Slack;Microsoft Azure;Google Sui...   \n",
              "6856  Github;Microsoft Azure;Google Suite (Docs, Mee...   \n",
              "6857  Github;Gitlab;Slack;Trello;Google Suite (Docs,...   \n",
              "6858  Jira;Github;Gitlab;Slack;Microsoft Azure;Trell...   \n",
              "6859                                                NaN   \n",
              "6860  Jira;Github;Gitlab;Slack;Google Suite (Docs, M...   \n",
              "6861                                                NaN   \n",
              "6862                                                NaN   \n",
              "\n",
              "                               NEWCollabToolsWorkedWith NEWDevOps  \\\n",
              "6853  Confluence;Jira;Github;Slack;Google Suite (Doc...       Yes   \n",
              "6854              Github;Google Suite (Docs, Meet, etc)        No   \n",
              "6855  Github;Gitlab;Slack;Google Suite (Docs, Meet, ...       Yes   \n",
              "6856  Github;Microsoft Azure;Google Suite (Docs, Mee...       Yes   \n",
              "6857  Github;Gitlab;Trello;Google Suite (Docs, Meet,...       Yes   \n",
              "6858                               Github;Gitlab;Trello        No   \n",
              "6859                                                NaN  Not sure   \n",
              "6860  Jira;Github;Gitlab;Slack;Google Suite (Docs, M...       Yes   \n",
              "6861        Github;Slack;Google Suite (Docs, Meet, etc)       Yes   \n",
              "6862                                                NaN       NaN   \n",
              "\n",
              "            NEWDevOpsImpt             NEWEdImpt  \\\n",
              "6853  Extremely important      Fairly important   \n",
              "6854  Extremely important  Critically important   \n",
              "6855  Extremely important        Very important   \n",
              "6856   Somewhat important        Very important   \n",
              "6857  Extremely important        Very important   \n",
              "6858   Somewhat important      Fairly important   \n",
              "6859                  NaN        Very important   \n",
              "6860  Extremely important      Fairly important   \n",
              "6861  Extremely important      Fairly important   \n",
              "6862                  NaN                   NaN   \n",
              "\n",
              "                                             NEWJobHunt  \\\n",
              "6853  Curious about other opportunities;Better compe...   \n",
              "6854  Wanting to share accomplishments with a wider ...   \n",
              "6855  Curious about other opportunities;Better compe...   \n",
              "6856  Curious about other opportunities;Wanting to w...   \n",
              "6857  Wanting to share accomplishments with a wider ...   \n",
              "6858  Curious about other opportunities;Better compe...   \n",
              "6859  Curious about other opportunities;Better compe...   \n",
              "6860  Better compensation;Better work/life balance;W...   \n",
              "6861  Better compensation;Trouble with my teammates;...   \n",
              "6862                                                NaN   \n",
              "\n",
              "                                     NEWJobHuntResearch              NEWLearn  \\\n",
              "6853  Company reviews from third party sites (e.g. G...  Once every few years   \n",
              "6854  Personal network - friends or family;Read othe...      Every few months   \n",
              "6855  Read company media, such as employee blogs or ...      Every few months   \n",
              "6856  Read company media, such as employee blogs or ...           Once a year   \n",
              "6857  Read company media, such as employee blogs or ...      Every few months   \n",
              "6858  Company reviews from third party sites (e.g. G...      Every few months   \n",
              "6859  Company reviews from third party sites (e.g. G...                   NaN   \n",
              "6860  Read company media, such as employee blogs or ...  Once every few years   \n",
              "6861  Read company media, such as employee blogs or ...  Once every few years   \n",
              "6862                                                NaN                   NaN   \n",
              "\n",
              "     NEWOffTopic                NEWOnboardGood NEWOtherComms  \\\n",
              "6853    Not sure                           Yes           Yes   \n",
              "6854    Not sure  Onboarding? What onboarding?           Yes   \n",
              "6855         NaN                           Yes            No   \n",
              "6856          No                           Yes            No   \n",
              "6857          No                           Yes            No   \n",
              "6858         Yes                            No            No   \n",
              "6859         NaN  Onboarding? What onboarding?           Yes   \n",
              "6860          No                           Yes            No   \n",
              "6861         Yes                           Yes           Yes   \n",
              "6862         NaN                           NaN           NaN   \n",
              "\n",
              "                                            NEWOvertime  \\\n",
              "6853  Occasionally: 1-2 days per quarter but less th...   \n",
              "6854  Occasionally: 1-2 days per quarter but less th...   \n",
              "6855                                              Never   \n",
              "6856                  Rarely: 1-2 days per year or less   \n",
              "6857                   Often: 1-2 days per week or more   \n",
              "6858                   Often: 1-2 days per week or more   \n",
              "6859                   Often: 1-2 days per week or more   \n",
              "6860  Sometimes: 1-2 days per month but less than we...   \n",
              "6861                                              Never   \n",
              "6862                                                NaN   \n",
              "\n",
              "                                    NEWPurchaseResearch      NEWPurpleLink  \\\n",
              "6853  Start a free trial;Ask developers I know/work ...        Indifferent   \n",
              "6854                                 Start a free trial        Indifferent   \n",
              "6855  Start a free trial;Ask developers I know/work ...  Hello, old friend   \n",
              "6856  Start a free trial;Ask developers I know/work ...  Hello, old friend   \n",
              "6857  Start a free trial;Visit developer communities...             Amused   \n",
              "6858                                 Start a free trial             Amused   \n",
              "6859                                                NaN        Indifferent   \n",
              "6860                                                NaN  Hello, old friend   \n",
              "6861                                                NaN             Amused   \n",
              "6862                                                NaN                NaN   \n",
              "\n",
              "                                             NEWSOSites  \\\n",
              "6853  Stack Overflow (public Q&A for anyone who code...   \n",
              "6854  Stack Overflow (public Q&A for anyone who code...   \n",
              "6855   Stack Overflow (public Q&A for anyone who codes)   \n",
              "6856  Stack Overflow (public Q&A for anyone who code...   \n",
              "6857  Stack Overflow (public Q&A for anyone who code...   \n",
              "6858  Stack Overflow (public Q&A for anyone who code...   \n",
              "6859  Stack Overflow (public Q&A for anyone who code...   \n",
              "6860  Stack Overflow (public Q&A for anyone who code...   \n",
              "6861  Stack Overflow (public Q&A for anyone who code...   \n",
              "6862                                                NaN   \n",
              "\n",
              "                                               NEWStuck        OpSys  \\\n",
              "6853  Call a coworker or friend;Visit Stack Overflow...        MacOS   \n",
              "6854  Meditate;Play games;Call a coworker or friend;...  Linux-based   \n",
              "6855  Call a coworker or friend;Visit Stack Overflow...  Linux-based   \n",
              "6856  Visit Stack Overflow;Visit another developer c...      Windows   \n",
              "6857  Call a coworker or friend;Visit Stack Overflow...      Windows   \n",
              "6858                         Visit Stack Overflow;Panic      Windows   \n",
              "6859  Visit Stack Overflow;Watch help / tutorial vid...  Linux-based   \n",
              "6860  Call a coworker or friend;Visit Stack Overflow...      Windows   \n",
              "6861  Play games;Go for a walk or other physical act...        MacOS   \n",
              "6862                                                NaN          NaN   \n",
              "\n",
              "                   OrgSize                             PlatformDesireNextYear  \\\n",
              "6853  100 to 499 employees  AWS;Docker;Kubernetes;MacOS;Slack Apps and Int...   \n",
              "6854  100 to 499 employees          Android;Arduino;Docker;Linux;Raspberry Pi   \n",
              "6855  100 to 499 employees    AWS;Docker;Google Cloud Platform;Heroku;Windows   \n",
              "6856    20 to 99 employees                              Android;MacOS;Windows   \n",
              "6857    20 to 99 employees  AWS;Google Cloud Platform;Linux;Microsoft Azur...   \n",
              "6858    10 to 19 employees              Android;AWS;Google Cloud Platform;iOS   \n",
              "6859  100 to 499 employees                              Android;Linux;Windows   \n",
              "6860  100 to 499 employees                 AWS;Docker;Heroku;Kubernetes;Linux   \n",
              "6861  100 to 499 employees                               Arduino;Raspberry Pi   \n",
              "6862                   NaN                                                NaN   \n",
              "\n",
              "                                     PlatformWorkedWith  \\\n",
              "6853  AWS;Docker;Kubernetes;MacOS;Slack Apps and Int...   \n",
              "6854                         Linux;Raspberry Pi;Windows   \n",
              "6855                                        AWS;Windows   \n",
              "6856                              Android;MacOS;Windows   \n",
              "6857      Google Cloud Platform;Linux;Windows;WordPress   \n",
              "6858                                            Android   \n",
              "6859                              Android;Linux;Windows   \n",
              "6860                                          AWS;Linux   \n",
              "6861  AWS;Docker;Kubernetes;Linux;MacOS;Slack Apps a...   \n",
              "6862                                                NaN   \n",
              "\n",
              "                          PurchaseWhat                Sexuality SOAccount  \\\n",
              "6853             I have some influence  Straight / Heterosexual       Yes   \n",
              "6854             I have some influence  Straight / Heterosexual       Yes   \n",
              "6855                               NaN                      NaN       Yes   \n",
              "6856                               NaN  Straight / Heterosexual       Yes   \n",
              "6857  I have a great deal of influence                      NaN       Yes   \n",
              "6858             I have some influence                      NaN       Yes   \n",
              "6859     I have little or no influence  Straight / Heterosexual       Yes   \n",
              "6860     I have little or no influence  Straight / Heterosexual       Yes   \n",
              "6861     I have little or no influence                      NaN       Yes   \n",
              "6862                               NaN                      NaN       NaN   \n",
              "\n",
              "               SOComm                                         SOPartFreq  \\\n",
              "6853   No, not really                Less than once per month or monthly   \n",
              "6854    Yes, somewhat                Less than once per month or monthly   \n",
              "6855  Yes, definitely                             Multiple times per day   \n",
              "6856  Yes, definitely                               A few times per week   \n",
              "6857  Yes, definitely                               A few times per week   \n",
              "6858  Yes, definitely                             Multiple times per day   \n",
              "6859         Not sure  I have never participated in Q&A on Stack Over...   \n",
              "6860  Yes, definitely                Less than once per month or monthly   \n",
              "6861    Yes, somewhat                    A few times per month or weekly   \n",
              "6862              NaN                                                NaN   \n",
              "\n",
              "                          SOVisitFreq                  SurveyEase  \\\n",
              "6853            Daily or almost daily                        Easy   \n",
              "6854            Daily or almost daily                        Easy   \n",
              "6855           Multiple times per day                        Easy   \n",
              "6856           Multiple times per day                        Easy   \n",
              "6857           Multiple times per day                        Easy   \n",
              "6858           Multiple times per day                        Easy   \n",
              "6859  A few times per month or weekly  Neither easy nor difficult   \n",
              "6860             A few times per week  Neither easy nor difficult   \n",
              "6861             A few times per week  Neither easy nor difficult   \n",
              "6862                              NaN                         NaN   \n",
              "\n",
              "               SurveyLength Trans  \\\n",
              "6853  Appropriate in length    No   \n",
              "6854  Appropriate in length    No   \n",
              "6855               Too long    No   \n",
              "6856  Appropriate in length    No   \n",
              "6857  Appropriate in length    No   \n",
              "6858  Appropriate in length    No   \n",
              "6859  Appropriate in length    No   \n",
              "6860  Appropriate in length    No   \n",
              "6861  Appropriate in length    No   \n",
              "6862                    NaN   NaN   \n",
              "\n",
              "                                         UndergradMajor  \\\n",
              "6853  Computer science, computer engineering, or sof...   \n",
              "6854  Computer science, computer engineering, or sof...   \n",
              "6855  Computer science, computer engineering, or sof...   \n",
              "6856  Computer science, computer engineering, or sof...   \n",
              "6857  Computer science, computer engineering, or sof...   \n",
              "6858  Computer science, computer engineering, or sof...   \n",
              "6859  Computer science, computer engineering, or sof...   \n",
              "6860  Computer science, computer engineering, or sof...   \n",
              "6861  Computer science, computer engineering, or sof...   \n",
              "6862                                                NaN   \n",
              "\n",
              "                                 WebframeDesireNextYear  \\\n",
              "6853                                                NaN   \n",
              "6854                                    React.js;Vue.js   \n",
              "6855  Angular;ASP.NET;Django;Express;jQuery;Laravel;...   \n",
              "6856                                                NaN   \n",
              "6857          Angular.js;jQuery;Laravel;React.js;Vue.js   \n",
              "6858                                           React.js   \n",
              "6859                                                NaN   \n",
              "6860                                                NaN   \n",
              "6861                                                NaN   \n",
              "6862                                                NaN   \n",
              "\n",
              "                 WebframeWorkedWith  \\\n",
              "6853                            NaN   \n",
              "6854                            NaN   \n",
              "6855  Express;jQuery;Laravel;Vue.js   \n",
              "6856                        ASP.NET   \n",
              "6857    ASP.NET Core;jQuery;Laravel   \n",
              "6858                       React.js   \n",
              "6859                            NaN   \n",
              "6860                        Express   \n",
              "6861                       React.js   \n",
              "6862                            NaN   \n",
              "\n",
              "                                          WelcomeChange  WorkWeekHrs  \\\n",
              "6853  Not applicable - I did not use Stack Overflow ...         40.0   \n",
              "6854            Just as welcome now as I felt last year         40.0   \n",
              "6855                                                NaN          NaN   \n",
              "6856            Just as welcome now as I felt last year         40.0   \n",
              "6857              A lot more welcome now than last year          NaN   \n",
              "6858           Somewhat more welcome now than last year          NaN   \n",
              "6859           Somewhat more welcome now than last year         60.0   \n",
              "6860            Just as welcome now as I felt last year         45.0   \n",
              "6861            Just as welcome now as I felt last year         38.0   \n",
              "6862                                                NaN          NaN   \n",
              "\n",
              "     YearsCode      YearsCodePro  \n",
              "6853        15                10  \n",
              "6854        20                15  \n",
              "6855        10                 4  \n",
              "6856        15                10  \n",
              "6857         9                 3  \n",
              "6858         6  Less than 1 year  \n",
              "6859        11                 8  \n",
              "6860        11                 7  \n",
              "6861        20                14  \n",
              "6862       NaN               NaN  "
            ]
          },
          "execution_count": 13,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df.tail(10)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4KkShIoN3O0o",
        "outputId": "cfce36e8-fb48-4b27-a1f1-7a0f9a1b3c21"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "0        Yes\n",
              "1         No\n",
              "2        Yes\n",
              "3        Yes\n",
              "4        Yes\n",
              "        ... \n",
              "42700    Yes\n",
              "42701     No\n",
              "42702    Yes\n",
              "42703    Yes\n",
              "42704     No\n",
              "Name: Hobbyist, Length: 42705, dtype: object"
            ]
          },
          "execution_count": 30,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "#grabbinng all responce for hobyst column\n",
        "df['Hobbyist']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "esS90BbD34Qp",
        "outputId": "7620712f-d329-4671-fdad-c1684ce7f903"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Yes    33491\n",
              "No      9190\n",
              "Name: Hobbyist, dtype: int64"
            ]
          },
          "execution_count": 31,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "#Getting the number of responce for those who answered yes and those who answered NO\n",
        "df['Hobbyist'].value_counts()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "F1oDib4a4kPb",
        "outputId": "cb00e66d-db1e-43ef-e071-30cb2f088424"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Respondent                                                                      1\n",
              "MainBranch                                         I am a developer by profession\n",
              "Hobbyist                                                                      Yes\n",
              "Age                                                                           NaN\n",
              "Age1stCode                                                                     13\n",
              "CompFreq                                                                  Monthly\n",
              "CompTotal                                                                     NaN\n",
              "ConvertedComp                                                                 NaN\n",
              "Country                                                                   Germany\n",
              "CurrencyDesc                                                        European Euro\n",
              "CurrencySymbol                                                                EUR\n",
              "DatabaseDesireNextYear                                       Microsoft SQL Server\n",
              "DatabaseWorkedWith                      Elasticsearch;Microsoft SQL Server;Oracle\n",
              "DevType                         Developer, desktop or enterprise applications;...\n",
              "EdLevel                           Master’s degree (M.A., M.S., M.Eng., MBA, etc.)\n",
              "Employment                      Independent contractor, freelancer, or self-em...\n",
              "Ethnicity                                            White or of European descent\n",
              "Gender                                                                        Man\n",
              "JobFactors                      Languages, frameworks, and other technologies ...\n",
              "JobSat                                                         Slightly satisfied\n",
              "JobSeek                              I am not interested in new job opportunities\n",
              "LanguageDesireNextYear                                     C#;HTML/CSS;JavaScript\n",
              "LanguageWorkedWith                                         C#;HTML/CSS;JavaScript\n",
              "MiscTechDesireNextYear                                          .NET Core;Xamarin\n",
              "MiscTechWorkedWith                                                 .NET;.NET Core\n",
              "NEWCollabToolsDesireNextYear               Microsoft Teams;Microsoft Azure;Trello\n",
              "NEWCollabToolsWorkedWith             Confluence;Jira;Slack;Microsoft Azure;Trello\n",
              "NEWDevOps                                                                      No\n",
              "NEWDevOpsImpt                                                  Somewhat important\n",
              "NEWEdImpt                                                        Fairly important\n",
              "NEWJobHunt                                                                    NaN\n",
              "NEWJobHuntResearch                                                            NaN\n",
              "NEWLearn                                                              Once a year\n",
              "NEWOffTopic                                                              Not sure\n",
              "NEWOnboardGood                                                                NaN\n",
              "NEWOtherComms                                                                  No\n",
              "NEWOvertime                                      Often: 1-2 days per week or more\n",
              "NEWPurchaseResearch             Start a free trial;Ask developers I know/work ...\n",
              "NEWPurpleLink                                                              Amused\n",
              "NEWSOSites                       Stack Overflow (public Q&A for anyone who codes)\n",
              "NEWStuck                        Visit Stack Overflow;Go for a walk or other ph...\n",
              "OpSys                                                                     Windows\n",
              "OrgSize                                                          2 to 9 employees\n",
              "PlatformDesireNextYear             Android;iOS;Kubernetes;Microsoft Azure;Windows\n",
              "PlatformWorkedWith                                                        Windows\n",
              "PurchaseWhat                                                                  NaN\n",
              "Sexuality                                                 Straight / Heterosexual\n",
              "SOAccount                                                                      No\n",
              "SOComm                                                             No, not at all\n",
              "SOPartFreq                                                                    NaN\n",
              "SOVisitFreq                                                Multiple times per day\n",
              "SurveyEase                                             Neither easy nor difficult\n",
              "SurveyLength                                                Appropriate in length\n",
              "Trans                                                                          No\n",
              "UndergradMajor                  Computer science, computer engineering, or sof...\n",
              "WebframeDesireNextYear                                               ASP.NET Core\n",
              "WebframeWorkedWith                                           ASP.NET;ASP.NET Core\n",
              "WelcomeChange                             Just as welcome now as I felt last year\n",
              "WorkWeekHrs                                                                  50.0\n",
              "YearsCode                                                                      36\n",
              "YearsCodePro                                                                   27\n",
              "Name: 0, dtype: object"
            ]
          },
          "execution_count": 32,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "#grabbing a specific columns and specific rows(it will give all of the responce from the targeted respondence)\n",
        "df.loc[0]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 36
        },
        "id": "k6vS1BgY5g-f",
        "outputId": "fd12e1a2-d6f5-4fe0-c6fc-f4e6ab3e2cda"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'Yes'"
            ]
          },
          "execution_count": 33,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "#to get result only for hobyst question\n",
        "df.loc[0,'Hobbyist']\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "38xdzWiS6Jzg",
        "outputId": "74b76854-da93-4e92-91ed-e6481173ca39"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "0    Yes\n",
              "1     No\n",
              "2    Yes\n",
              "3    Yes\n",
              "Name: Hobbyist, dtype: object"
            ]
          },
          "execution_count": 34,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "#getting the result for the first three rows \n",
        "df.loc[[0,1,2,3],'Hobbyist']\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "r3ug-WXo607D",
        "outputId": "183caf89-e705-46cd-ad2a-4f0863eb56c3"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Index(['Respondent', 'MainBranch', 'Hobbyist', 'Age', 'Age1stCode', 'CompFreq',\n",
              "       'CompTotal', 'ConvertedComp', 'Country', 'CurrencyDesc',\n",
              "       'CurrencySymbol', 'DatabaseDesireNextYear', 'DatabaseWorkedWith',\n",
              "       'DevType', 'EdLevel', 'Employment', 'Ethnicity', 'Gender', 'JobFactors',\n",
              "       'JobSat', 'JobSeek', 'LanguageDesireNextYear', 'LanguageWorkedWith',\n",
              "       'MiscTechDesireNextYear', 'MiscTechWorkedWith',\n",
              "       'NEWCollabToolsDesireNextYear', 'NEWCollabToolsWorkedWith', 'NEWDevOps',\n",
              "       'NEWDevOpsImpt', 'NEWEdImpt', 'NEWJobHunt', 'NEWJobHuntResearch',\n",
              "       'NEWLearn', 'NEWOffTopic', 'NEWOnboardGood', 'NEWOtherComms',\n",
              "       'NEWOvertime', 'NEWPurchaseResearch', 'NEWPurpleLink', 'NEWSOSites',\n",
              "       'NEWStuck', 'OpSys', 'OrgSize', 'PlatformDesireNextYear',\n",
              "       'PlatformWorkedWith', 'PurchaseWhat', 'Sexuality', 'SOAccount',\n",
              "       'SOComm', 'SOPartFreq', 'SOVisitFreq', 'SurveyEase', 'SurveyLength',\n",
              "       'Trans', 'UndergradMajor', 'WebframeDesireNextYear',\n",
              "       'WebframeWorkedWith', 'WelcomeChange', 'WorkWeekHrs', 'YearsCode',\n",
              "       'YearsCodePro'],\n",
              "      dtype='object')"
            ]
          },
          "execution_count": 35,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "#to get the number of columns\n",
        "df.columns"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true,
          "base_uri": "https://localhost:8080/",
          "height": 398
        },
        "id": "2GdeYmgY69Gp",
        "outputId": "fda62daf-3544-4891-8918-5bb6da43899f"
      },
      "outputs": [
        {
          "data": {
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              "\n",
              "  <div id=\"df-dc76f8d2-234f-4033-b8b2-f0fe78bc269f\">\n",
              "    <div class=\"colab-df-container\">\n",
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              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "      <th>Hobbyist</th>\n",
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              "  </thead>\n",
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              "      <th>0</th>\n",
              "      <td>Yes</td>\n",
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              "      <td>13</td>\n",
              "      <td>Monthly</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Germany</td>\n",
              "      <td>European Euro</td>\n",
              "      <td>EUR</td>\n",
              "      <td>Microsoft SQL Server</td>\n",
              "      <td>Elasticsearch;Microsoft SQL Server;Oracle</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>Pound sterling</td>\n",
              "      <td>GBP</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>Developer, full-stack;Developer, mobile</td>\n",
              "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
              "      <td>Employed full-time</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Yes</td>\n",
              "      <td>NaN</td>\n",
              "      <td>15</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Russian Federation</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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            "text/plain": [
              "  Hobbyist  Age Age1stCode CompFreq  CompTotal  ConvertedComp  \\\n",
              "0      Yes  NaN         13  Monthly        NaN            NaN   \n",
              "1       No  NaN         19      NaN        NaN            NaN   \n",
              "2      Yes  NaN         15      NaN        NaN            NaN   \n",
              "\n",
              "              Country    CurrencyDesc CurrencySymbol DatabaseDesireNextYear  \\\n",
              "0             Germany   European Euro            EUR   Microsoft SQL Server   \n",
              "1      United Kingdom  Pound sterling            GBP                    NaN   \n",
              "2  Russian Federation             NaN            NaN                    NaN   \n",
              "\n",
              "                          DatabaseWorkedWith  \\\n",
              "0  Elasticsearch;Microsoft SQL Server;Oracle   \n",
              "1                                        NaN   \n",
              "2                                        NaN   \n",
              "\n",
              "                                             DevType  \\\n",
              "0  Developer, desktop or enterprise applications;...   \n",
              "1            Developer, full-stack;Developer, mobile   \n",
              "2                                                NaN   \n",
              "\n",
              "                                           EdLevel  \\\n",
              "0  Master’s degree (M.A., M.S., M.Eng., MBA, etc.)   \n",
              "1     Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
              "2                                              NaN   \n",
              "\n",
              "                                          Employment  \n",
              "0  Independent contractor, freelancer, or self-em...  \n",
              "1                                 Employed full-time  \n",
              "2                                                NaN  "
            ]
          },
          "execution_count": 20,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "#specifying the range of columns we neeed (slicing)\n",
        "df.loc[0:2,'Hobbyist':'Employment' ]\n"
      ]
    }
  ],
  "metadata": {
    "colab": {
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