From df249cc9f5267afa50d4c0750d0b3ec2bbabb5ea Mon Sep 17 00:00:00 2001 From: Chukwuemeka Jude Chukwu Date: Thu, 14 Dec 2023 20:08:59 +0100 Subject: [PATCH] EDA --- Argocd EDA (3).ipynb | 594 +++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 594 insertions(+) create mode 100644 Argocd EDA (3).ipynb diff --git a/Argocd EDA (3).ipynb b/Argocd EDA (3).ipynb new file mode 100644 index 0000000..fab99ba --- /dev/null +++ b/Argocd EDA (3).ipynb @@ -0,0 +1,594 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 4, + "id": "3d91b77b", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "# import missingno as msno\n", + "# import geopandas as gpd\n", + "import plotly.express as px\n", + "from IPython.display import IFrame\n", + "from statsmodels.tsa.seasonal import seasonal_decompose\n", + "\n", + "sns.set(rc={'figure.figsize':(12,5)})\n", + "pd.set_option('display.max_columns', 50)\n", + "%matplotlib inline\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "6597f09b", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data= pd.read_csv(\"cleaned_dataset_with_incomegroup.csv\")\n", + "\n", + "data.head" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "e050ad94", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.info" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "4a527878", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['countryname', 'countrycode', 'year', 'elecrate_total', 'gdp_value',\n", + " 'economicgap (GDP difference)', 'Region', 'IncomeGroup'],\n", + " dtype='object')" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "df667d3b", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", + "\n", + "plt.subplot(1, 2, 1)\n", + "#plot of electrate total per region\n", + "statuscount2 = round(data[\"Region\"].value_counts(normalize=True)*100,2)\n", + "plt.pie(statuscount2, labels=[f\"{str(x)}%\" for x in statuscount2.values], startangle=90, counterclock = False, wedgeprops = {'width': 0.5});\n", + "plt.title('electrate_total', fontsize=14)\n", + "plt.legend(statuscount2.index);\n", + "\n", + "plt.show" + ] + }, + { + "cell_type": "markdown", + "id": "0ef5dce5", + "metadata": {}, + "source": [ + "The Pie Chart gives us an insight into which region has the highest electricity rate. It has been uncovered that the highest total electricity rate was recorded in the Sub-Saharan Africa Region and the lowest rates was recorded in the Europe and Central asia Region." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "c5c4bacd", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12, 24))\n", + "plt.barh(data['countryname'], data['elecrate_total'])\n", + "plt.title('Bar Chart: elecrate_total vs. countryname')\n", + "plt.xlabel('elecrate_total')\n", + "plt.ylabel('countryname')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "c5339fcd", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(16, 6))\n", + "plt.bar(data['Region'], data['gdp_value'])\n", + "plt.title('Bar Chart: Region vs. gdp_value')\n", + "plt.xlabel('Region')\n", + "plt.ylabel('gdp_value')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "49571ce0", + "metadata": {}, + "outputs": [], + "source": [ + "From this Bar Chart it is evident that the Region with the highest GDP value is the East Asia & Pacific Region.\n", + "The Sub-Saharan Africa has a very low GDP rate.\n", + "Note: GDP(Gross Domestic Product) value is the standard measure of the value added or created \n", + "through the production of goods and services in a country/region during a certain period.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "35c3b2b8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#plot showing the top 10 countries with the highest GDP values\n", + "\n", + "data_sorted = data.sort_values(by='gdp_value', ascending=False)\n", + "\n", + "# Select the top 10 countries\n", + "top_10_countries = data_sorted.head(35)\n", + "\n", + "# Set up the figure and axes\n", + "fig, ax = plt.subplots(figsize=(16, 6))\n", + "\n", + "# Plot the bar chart\n", + "ax.bar(top_10_countries['countryname'], top_10_countries['gdp_value'])\n", + "\n", + "# Customize the chart\n", + "ax.set_xlabel('Country')\n", + "ax.set_ylabel('GDP Value')\n", + "ax.set_title('Top 10 Countries with Highest GDP Values')\n", + "\n", + "# Rotate x-axis labels for better visibility if needed\n", + "plt.xticks(rotation=45, ha='right')\n", + "\n", + "# Show the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "cca0b79a", + "metadata": {}, + "source": [ + "This Chart gives us the top 10 countries with the highest GDP values, Not surprising that China takes a massive lead,\n", + "follwed by Brazil. The least of this top 10 list is South Africa." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "a1288c45", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#plot showing the incomegroup by region\n", + "plt.figure(figsize=(12,6))\n", + "fig = (data[\"Region\"].value_counts(normalize=True)*100).sort_values(ascending=True).plot(kind='barh',\n", + " title='Income group by Region',ylabel='Region', xlabel='IncomeGroup');\n", + "plt.show" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "28ead5c4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#plot showing elecrate total by year\n", + "\n", + "electrate_total_by_year = data['year'].value_counts().sort_index()\n", + "electrate_total_by_year.plot(kind='bar')\n", + "plt.xlabel('year')\n", + "plt.ylabel('elecrate_total')\n", + "plt.title('Elecrate total by year');\n", + "plt.show" + ] + }, + { + "cell_type": "markdown", + "id": "5393f669", + "metadata": {}, + "source": [ + "This bar chart gives us an insight as to what year has the highest recorded total electricity rate. It has therefore been discovered that the highest total electricity rate was recorded in 2010 closely followed by 2011. The least recorded rates occured in the 1960's." + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "86e92842", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#plot showing year vs gdp value\n", + "plt.figure(figsize=(10, 6))\n", + "\n", + "# Plotting a line chart\n", + "plt.plot(data['year'], data['gdp_value'], label='Line Chart')\n", + "\n", + "# Adding labels and title\n", + "plt.xlabel('year')\n", + "plt.ylabel('gdp')\n", + "plt.title('Line Chart: year vs gdp_value')\n", + "\n", + "# Adding a legend\n", + "plt.legend()\n", + "\n", + "# Display the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "7dcbd5f3", + "metadata": {}, + "source": [ + "This line chart gives us a vivid visuals to discover what year had the highest record of GDP value across all regions, 2011 clearly takes the spotlight followed by 2010." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "7e7c47d0", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'IncomeGroup')" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create a figure with a specific figure size\n", + "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", + "\n", + "# Subplot 1: Countries and their income group\n", + "top_10_countries = data.groupby(['countryname', 'IncomeGroup']).sum().sort_values(by='countryname', ascending=True).tail(10)\n", + "\n", + "top_10_countries.plot.barh(ax=axes[0])\n", + "axes[0].set_title('Top 10 Countries and their income group', fontsize=16)\n", + "axes[0].set_xlabel('IncomeGroup', fontsize=14)\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "2cbba7f8", + "metadata": {}, + "source": [ + "Here we can see from this chart the uncovering of the top 10 countries based on their income rate and group. Zimbabwe has the highest group of Lower middle incom earners" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "e100ee67", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Distribution of GDP by Region\n", + "gdp_by_region = data.groupby(['Region', 'IncomeGroup']).size().unstack(fill_value=0)\n", + "\n", + "# Create the grouped bar chart\n", + "gdp_by_region.plot(kind='bar', stacked=True)\n", + "\n", + "# Add labels and title to the plot\n", + "plt.xlabel('Region')\n", + "plt.ylabel('IncomeGroup')\n", + " \n", + "plt.title('Distribution of Income group by Region')\n", + "plt.xticks(rotation=90);\n", + "plt.show" + ] + }, + { + "cell_type": "markdown", + "id": "1583fb98", + "metadata": {}, + "source": [ + "The aim of this stacked bar chart is to show us the income rate level of each region, the income rate has been divided into groups of High Income, Low Income, Lower middle income and Upper middle income. From the stack, it is evident that Latin America & Carribean has the largest group of High income earners and the highest group of upper middle income earners. Sub-Saharan Africa has the highest group of Low income earners and Lower income earners. " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}