OpenSourceEda.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyNup9TirO5QiDqQeUkcbri+",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/SimranShaikh20/Stackoverflow-Analysis/blob/main/OpenSourceEda.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## EDA to Open  Source Analysis"
      ],
      "metadata": {
        "id": "c80GbPckrARJ"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5_o2eklhmybL",
        "outputId": "f436c24e-407d-4caa-806f-6aeb89c9bd91"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 99 entries, 0 to 98\n",
            "Columns: 129 entries, Respondent to SurveyEasy\n",
            "dtypes: float64(42), int64(1), object(86)\n",
            "memory usage: 99.9+ KB\n",
            "None\n",
            "       Respondent  AssessJob1  AssessJob2  AssessJob3  AssessJob4  AssessJob5  \\\n",
            "count   99.000000   64.000000   64.000000   64.000000   64.000000   64.000000   \n",
            "mean    74.252525    5.750000    6.437500    6.312500    4.359375    3.218750   \n",
            "std     42.168598    2.817181    2.695528    2.641999    2.674792    2.458989   \n",
            "min      1.000000    1.000000    1.000000    1.000000    1.000000    1.000000   \n",
            "25%     40.000000    4.000000    4.750000    4.000000    2.000000    1.000000   \n",
            "50%     77.000000    6.000000    7.000000    7.000000    4.000000    2.000000   \n",
            "75%    111.500000    8.000000    9.000000    8.000000    6.000000    4.000000   \n",
            "max    143.000000   10.000000   10.000000   10.000000   10.000000   10.000000   \n",
            "\n",
            "       AssessJob6  AssessJob7  AssessJob8  AssessJob9  ...  \\\n",
            "count    64.00000   64.000000   64.000000   64.000000  ...   \n",
            "mean      5.03125    5.500000    4.343750    7.781250  ...   \n",
            "std       2.41009    2.949307    2.533701    2.446045  ...   \n",
            "min       1.00000    1.000000    1.000000    1.000000  ...   \n",
            "25%       3.00000    3.000000    2.000000    6.750000  ...   \n",
            "50%       5.00000    5.500000    4.000000    9.000000  ...   \n",
            "75%       6.25000    8.000000    6.000000   10.000000  ...   \n",
            "max      10.00000   10.000000   10.000000   10.000000  ...   \n",
            "\n",
            "       JobEmailPriorities7        Salary  ConvertedSalary  AdsPriorities1  \\\n",
            "count            42.000000  4.900000e+01        46.000000       56.000000   \n",
            "mean              4.904762  4.666699e+05     80993.739130        2.803571   \n",
            "std               1.736404  2.175638e+06    131734.984542        1.891797   \n",
            "min               1.000000  0.000000e+00         0.000000        1.000000   \n",
            "25%               3.250000  1.600000e+04     30603.000000        1.000000   \n",
            "50%               5.000000  7.000000e+04     56313.500000        2.500000   \n",
            "75%               6.000000  1.200000e+05     84943.000000        4.000000   \n",
            "max               7.000000  1.520000e+07    900000.000000        7.000000   \n",
            "\n",
            "       AdsPriorities2  AdsPriorities3  AdsPriorities4  AdsPriorities5  \\\n",
            "count       56.000000       56.000000       56.000000       56.000000   \n",
            "mean         4.285714        2.964286        3.928571        4.392857   \n",
            "std          1.691844        1.628879        1.895997        2.154729   \n",
            "min          1.000000        1.000000        1.000000        1.000000   \n",
            "25%          3.000000        2.000000        2.000000        2.000000   \n",
            "50%          4.000000        2.500000        4.000000        5.000000   \n",
            "75%          6.000000        4.000000        5.000000        6.000000   \n",
            "max          7.000000        7.000000        7.000000        7.000000   \n",
            "\n",
            "       AdsPriorities6  AdsPriorities7  \n",
            "count       56.000000       56.000000  \n",
            "mean         4.964286        4.660714  \n",
            "std          1.953684        1.781489  \n",
            "min          1.000000        1.000000  \n",
            "25%          4.000000        3.000000  \n",
            "50%          5.000000        5.000000  \n",
            "75%          7.000000        6.000000  \n",
            "max          7.000000        7.000000  \n",
            "\n",
            "[8 rows x 43 columns]\n"
          ]
        }
      ],
      "source": [
        "import pandas as pd\n",
        "\n",
        "# Load the data\n",
        "df = pd.read_csv('/content/survey_results_sample_2018 (1).csv')\n",
        "\n",
        "# Display basic information\n",
        "print(df.info())\n",
        "print(df.describe())\n",
        "\n",
        "# Handle missing values\n",
        "df = df.fillna('Not Specified')"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "\n",
        "# Handle missing values\n",
        "df = df.fillna('Not Specified')\n",
        "\n",
        "# Value counts for categorical columns\n",
        "categorical_columns = ['Country', 'Employment', 'DevType', 'LanguageWorkedWith']  # Changed 'EmploymentStatus' to 'Employment'\n",
        "for col in categorical_columns:\n",
        "    print(f\"\\nValue counts for {col}:\")\n",
        "    print(df[col].value_counts(normalize=True).head())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XvJHXLDNnTVG",
        "outputId": "e208b6cc-f42f-42b5-bf1e-5e20a37c6747"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Value counts for Country:\n",
            "Country\n",
            "United States         0.282828\n",
            "India                 0.161616\n",
            "United Kingdom        0.070707\n",
            "Germany               0.050505\n",
            "Russian Federation    0.040404\n",
            "Name: proportion, dtype: float64\n",
            "\n",
            "Value counts for Employment:\n",
            "Employment\n",
            "Employed full-time    0.919192\n",
            "Employed part-time    0.080808\n",
            "Name: proportion, dtype: float64\n",
            "\n",
            "Value counts for DevType:\n",
            "DevType\n",
            "Full-stack developer                                           0.080808\n",
            "Back-end developer;Front-end developer;Full-stack developer    0.060606\n",
            "Back-end developer;Full-stack developer                        0.050505\n",
            "Mobile developer                                               0.040404\n",
            "Back-end developer;DevOps specialist                           0.020202\n",
            "Name: proportion, dtype: float64\n",
            "\n",
            "Value counts for LanguageWorkedWith:\n",
            "LanguageWorkedWith\n",
            "Not Specified                                    0.252525\n",
            "Java;JavaScript;PHP;SQL;TypeScript;HTML;CSS      0.020202\n",
            "JavaScript;PHP;HTML;CSS                          0.020202\n",
            "JavaScript;Python;HTML;CSS                       0.010101\n",
            "JavaScript;PHP;Python;SQL;TypeScript;HTML;CSS    0.010101\n",
            "Name: proportion, dtype: float64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "# Salary analysis\n",
        "df['ConvertedSalary'] = pd.to_numeric(df['ConvertedSalary'], errors='coerce')\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.histplot(df['ConvertedSalary'].dropna(), kde=True)\n",
        "plt.title('Distribution of Salaries')\n",
        "plt.xlabel('Salary (USD)')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "XLBoZV8nnTTO",
        "outputId": "2a787cab-0305-4f7d-a728-c26d8cc10982"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Job satisfaction analysis\n",
        "satisfaction_cols = ['JobSatisfaction', 'CareerSatisfaction']\n",
        "for col in satisfaction_cols:\n",
        "    plt.figure(figsize=(10, 6))\n",
        "    df[col].value_counts().plot(kind='bar')\n",
        "    plt.title(f'Distribution of {col}')\n",
        "    plt.xlabel('Satisfaction Level')\n",
        "    plt.ylabel('Count')\n",
        "    plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "sHOqUtrGnTQ2",
        "outputId": "0226576f-a195-418c-f115-f2112e6a78a3"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Programming languages analysis\n",
        "languages = df['LanguageWorkedWith'].str.split(';', expand=True).stack()\n",
        "plt.figure(figsize=(12, 6))\n",
        "languages.value_counts().head(10).plot(kind='bar')\n",
        "plt.title('Top 10 Programming Languages')\n",
        "plt.xlabel('Language')\n",
        "plt.ylabel('Count')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 643
        },
        "id": "evp4B9PMnTOC",
        "outputId": "4e556594-63b1-4ec1-8166-2e6771a7edcc"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Job satisfaction by company size\n",
        "plt.figure(figsize=(12, 6))\n",
        "sns.boxplot(x='CompanySize', y='JobSatisfaction', data=df)\n",
        "plt.xticks(rotation=45)\n",
        "plt.title('Job Satisfaction by Company Size')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 692
        },
        "id": "AIIXI4RSnTK-",
        "outputId": "42fca91c-bac9-40fa-8a4b-799b2e236a76"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Age distribution\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.histplot(df['Age'], kde=True)\n",
        "plt.title('Age Distribution of Respondents')\n",
        "plt.xlabel('Age')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "GpxswUjSnTH9",
        "outputId": "328443c8-a9f0-4ef1-8e17-457a66e4e63b"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "country_counts = df['Country'].value_counts().head(10)\n",
        "\n",
        "plt.figure(figsize=(12, 6))\n",
        "plt.plot(country_counts.index, country_counts.values, marker='o')\n",
        "plt.title('Top 10 Countries of Respondents')\n",
        "plt.xlabel('Country')\n",
        "plt.ylabel('Number of Respondents')\n",
        "plt.xticks(rotation=45)\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 607
        },
        "id": "CV3GoOcdot6s",
        "outputId": "a10b5e58-b13b-4b0b-efa5-b2508786008e"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Assuming 'Employment' column exists\n",
        "employment_counts = df['Employment'].value_counts()\n",
        "\n",
        "plt.figure(figsize=(10, 10))\n",
        "plt.pie(employment_counts.values, labels=employment_counts.index, autopct='%1.1f%%')\n",
        "plt.title('Employment Status Distribution')\n",
        "plt.axis('equal')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 829
        },
        "id": "40tCtTA-ot3Y",
        "outputId": "d43c4444-b18a-4eee-f5da-a594c4c71527"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x1000 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Assuming 'DatabaseWorkedWith' column exists\n",
        "databases = df['DatabaseWorkedWith'].str.split(';', expand=True).stack()\n",
        "db_counts = databases.value_counts().head(10)\n",
        "\n",
        "plt.figure(figsize=(10, 6))\n",
        "db_counts.plot(kind='barh')\n",
        "plt.title('Top 10 Databases Used')\n",
        "plt.xlabel('Number of Users')\n",
        "plt.ylabel('Database')\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 607
        },
        "id": "fbUM5vSGot1G",
        "outputId": "e909c0d6-a9aa-41ab-876f-255ed6c7d96f"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Assuming 'JobSatisfaction' and 'Gender' columns exist\n",
        "job_sat_gender = pd.crosstab(df['JobSatisfaction'], df['Gender'])\n",
        "\n",
        "job_sat_gender.plot(kind='bar', figsize=(12, 6))\n",
        "plt.title('Job Satisfaction by Gender')\n",
        "plt.xlabel('Job Satisfaction Level')\n",
        "plt"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 792
        },
        "id": "ndmT7bNjoty0",
        "outputId": "1fa189a3-c037-4cee-e191-4c385242f7f5"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<module 'matplotlib.pyplot' from '/usr/local/lib/python3.10/dist-packages/matplotlib/pyplot.py'>"
            ]
          },
          "metadata": {},
          "execution_count": 20
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Heatmap - Correlation of Numeric Columns\n",
        "numeric_columns = df.select_dtypes(include=['int64', 'float64']).columns\n",
        "plt.figure(figsize=(12, 10))\n",
        "sns.heatmap(df[numeric_columns].corr(), annot=True, cmap='coolwarm')\n",
        "plt.title('Correlation Heatmap of Numeric Variables')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 853
        },
        "id": "9Dv-zPYaozvI",
        "outputId": "d47f16f8-8976-4293-f43c-9c2dad8c51ec"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x1000 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#  Line Plot - Cumulative Distribution of a Numeric Variable\n",
        "numeric_col = df.select_dtypes(include=['int64', 'float64']).columns[0]  # Choose the first numeric column\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.ecdfplot(data=df, x=numeric_col)\n",
        "plt.title(f'Cumulative Distribution of {numeric_col}')\n",
        "plt.xlabel(numeric_col)\n",
        "plt.ylabel('Cumulative Proportion')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "a6TuyUSMozsJ",
        "outputId": "04075d21-edff-4a91-d9fc-ae0aacf191ec"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "zVEGMB4ZozpQ"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}