example_plot.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 51,
      "metadata": {
        "id": "7m8IeE96drHs"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "%config InlineBackend.figure_format = 'retina'\n",
        "# Data dictionaries\n",
        "racial_data = {\n",
        "    'Black': [10.8, 10.8, 10.8, 10 ,10, 11.8],\n",
        "    'Asian': [2.9, 2.9, 2.9, 2.8, 2.8, 3.3],\n",
        "    'Hispanic': [2.9, 2.9, 2.9, 2.8, 2.8, 3.3],\n",
        "    'Other': [14.6, 14.6, 14.6, 15.8, 15.8, 0],\n",
        "    'White': [68.8, 68.8, 68.8, 68.6, 68.6, 81.6]\n",
        "}\n",
        "\n",
        "gender_data = {\n",
        "    'Male': [55.8, 55.8, 55.9, 58.2, 58.2, 57.6],\n",
        "    'Female': [44.2, 44.2, 44.1, 41.8, 41.8, 42.4]\n",
        "}\n",
        "\n",
        "proficiency_data = {\n",
        "    'Proficient': [89.8, 89.8, 89.2, 89.4, 89.4, 90.2],\n",
        "    'Limited': [10.2, 10.2, 10.8, 10.6, 10.6, 9.8]\n",
        "}\n",
        "\n",
        "# Creating DataFrames\n",
        "df_racial = pd.DataFrame(racial_data)\n",
        "df_gender = pd.DataFrame(gender_data)\n",
        "df_proficiency = pd.DataFrame(proficiency_data)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "colors_racial = ['midnightblue', 'gold', 'saddlebrown', 'coral', 'lightgrey']\n",
        "colors_gender = ['tab:blue', 'orchid']\n",
        "colors_proficiency = ['yellowgreen', 'firebrick']\n",
        "\n",
        "\n",
        "fig, axes = plt.subplots(6, 1, figsize=(4, 9))\n",
        "\n",
        "labels = ['Race and Ethnicity', 'Sex', 'English Proficiency']\n",
        "\n",
        "for i, ax in enumerate(axes):\n",
        "    # Extract rows\n",
        "    data_racial = df_racial.iloc[i]\n",
        "    data_gender = df_gender.iloc[i]\n",
        "    data_proficiency = df_proficiency.iloc[i]\n",
        "\n",
        "    # For vertical positioning within each lane\n",
        "    positions = [2, 1, 0]\n",
        "\n",
        "    for j, (data, colors) in enumerate(zip(\n",
        "        [data_racial, data_gender, data_proficiency],\n",
        "        [colors_racial, colors_gender, colors_proficiency]\n",
        "    )):\n",
        "        position = positions[j]\n",
        "        cum_width = 0\n",
        "        for value, color in zip(data, colors):\n",
        "            ax.barh(position, value, left=cum_width, color=color, height=.8)\n",
        "\n",
        "            if value > 5:\n",
        "              # Add data labels\n",
        "              width = value\n",
        "              ax.text(cum_width + width/2, position, '{:.1f}'.format(value),\n",
        "                      ha='center', va='center', color='white', fontweight='bold')\n",
        "            cum_width += value\n",
        "\n",
        "\n",
        "    ax.set_xlim(0, 100)\n",
        "    ax.set_ylim(-1, 3)\n",
        "\n",
        "    ax.set_yticks([])\n",
        "    ax.set_xticks([])\n",
        "    for spine in ax.spines.values():\n",
        "        spine.set_visible(False)\n",
        "\n",
        "ax.set_xlabel('Group Proportion (%)')\n",
        "\n",
        "# Add legend to the bottom\n",
        "racial_patches = [plt.Rectangle((0,0),1,1, color=color) for color in colors_racial]\n",
        "gender_patches = [plt.Rectangle((0,0),1,1, color=color) for color in colors_gender]\n",
        "proficiency_patches = [plt.Rectangle((0,0),1,1, color=color) for color in colors_proficiency]\n",
        "\n",
        "racial_labels = ['Black', 'Asian', 'Hispanic', 'Other', 'White']\n",
        "gender_labels = ['Male', 'Female']\n",
        "proficiency_labels = ['Proficient', 'Limited Prof.']\n",
        "\n",
        "legend_handles = racial_patches + gender_patches + proficiency_patches\n",
        "legend_labels = racial_labels + gender_labels + proficiency_labels\n",
        "\n",
        "fig.legend(legend_handles, legend_labels, loc='lower center', ncol=3, bbox_to_anchor=(0.5, -0.1))\n",
        "\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "-k00RIdBhp0O",
        "outputId": "2b116293-42f8-462c-d709-a6531f1f0870"
      },
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 400x900 with 6 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "image/png": {
              "width": 389,
              "height": 988
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "6a46wGvIieWc"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}