{ "cells": [ { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "b3DgXIHwa40A" }, "source": [ "\n", "# SUICIDE RATE REPORT (1985 to 2016) (Prototype)\n", "Written by Nuttaphat Arunoprayoch
\n", "Dataset Provided by Kaggle
\n", "NOTE: This is an analysis page, the graphs generated in this page will be moved to a Medium article in the future\n", "\n", "\n", "## **1. Introduction**\n", "\n", "\n", "Due to a high competion in every field nowadays. We cannot deny that we must speed our pace to get ahed of others. What does it lead to? It leads to anxiety, depression, and endless tiring situations. As a consequence, suicide rates sky rocket daily and they seem to not soon decrease.\n", "\n", "## **2. Objectives**\n", "\n", "The main objectives of this short report are to raise the awareness of suicide rates, and provide insightful information for future research and usage.\n", "\n", "## **3. Data Analysis (on-going)**" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 36 }, "colab_type": "code", "id": "vWYWfhOFIGvs", "outputId": "53a3856a-051f-4627-fe9c-c77ff5db22b4" }, "outputs": [ { "data": { "text/html": [ "\n", "
" ], "text/plain": [ "" ] }, "execution_count": 4, "metadata": { "tags": [] }, "output_type": "execute_result" } ], "source": [ "# Hide code cells for clean presentation and import display table\n", "from IPython.display import display, HTML, clear_output, IFrame\n", "\n", "HTML('''\n", "
''')\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": {}, "colab_type": "code", "id": "oxJDRouuap44" }, "outputs": [], "source": [ "# Import Data Manipluation Libraries\n", "import pandas as pd\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 17 }, "colab_type": "code", "id": "4QEaVwDkbA1g", "outputId": "d97fd0a6-98ec-40a3-8a02-2e4c30bc8f3a" }, "outputs": [ { "data": { "text/html": [ "" ], "text/vnd.plotly.v1+html": [ "" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "# Import Data Visualization\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "import seaborn as sns\n", "\n", "from bokeh.core.properties import value\n", "from bokeh.io import show, save, output_notebook, export_png, export_svgs\n", "from bokeh.layouts import column, gridplot\n", "from bokeh.plotting import figure, output_file\n", "from bokeh.models.glyphs import HBar\n", "from bokeh.models import ColumnDataSource, Legend, HoverTool, layouts, CustomJS, Select, Circle, RangeTool\n", "from bokeh.models import Toggle, BoxAnnotation, Div, Row\n", "from bokeh.models import LinearColorMapper, ColorBar, BasicTicker, PrintfTickFormatter\n", "from bokeh.palettes import all_palettes\n", "from bokeh.transform import cumsum, jitter, transform\n", "from bokeh.embed import file_html, components\n", "\n", "\n", "import plotly \n", "plotly.tools.set_credentials_file(username='', api_key='')\n", "import plotly.plotly as py\n", "import plotly.graph_objs as go\n", "import plotly.figure_factory as ff\n", "\n", "from plotly.offline import download_plotlyjs, init_notebook_mode, plot, iplot\n", "init_notebook_mode(connected=True)\n" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "G-BaVAL7F-8i" }, "source": [ "The table below shows an example of the dataset which contains several factors that will be analysed" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 204 }, "colab_type": "code", "id": "vzLWLYIzbXcg", "outputId": "35b9f9a3-c9a3-405f-9b25-6af8131f5364" }, "outputs": [ { "data": { "text/html": [ "
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countryyearsexagesuicides_nopopulationsuicides/100k popcountry-yearHDI for yeargdp_for_year ($)gdp_per_capita ($)generation
0Albania1987male15-24 years213129006.71Albania1987NaN2,156,624,900796Generation X
1Albania1987male35-54 years163080005.19Albania1987NaN2,156,624,900796Silent
2Albania1987female15-24 years142897004.83Albania1987NaN2,156,624,900796Generation X
3Albania1987male75+ years1218004.59Albania1987NaN2,156,624,900796G.I. Generation
4Albania1987male25-34 years92743003.28Albania1987NaN2,156,624,900796Boomers
\n", "
" ], "text/plain": [ " country year sex age suicides_no population \\\n", "0 Albania 1987 male 15-24 years 21 312900 \n", "1 Albania 1987 male 35-54 years 16 308000 \n", "2 Albania 1987 female 15-24 years 14 289700 \n", "3 Albania 1987 male 75+ years 1 21800 \n", "4 Albania 1987 male 25-34 years 9 274300 \n", "\n", " suicides/100k pop country-year HDI for year gdp_for_year ($) \\\n", "0 6.71 Albania1987 NaN 2,156,624,900 \n", "1 5.19 Albania1987 NaN 2,156,624,900 \n", "2 4.83 Albania1987 NaN 2,156,624,900 \n", "3 4.59 Albania1987 NaN 2,156,624,900 \n", "4 3.28 Albania1987 NaN 2,156,624,900 \n", "\n", " gdp_per_capita ($) generation \n", "0 796 Generation X \n", "1 796 Silent \n", "2 796 Generation X \n", "3 796 G.I. Generation \n", "4 796 Boomers " ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "df = pd.read_csv('https://raw.githubusercontent.com/nat236919/Data_Science/master/Project_1_Suicide_Rate/master.csv')\n", "\n", "display(df.head(5))" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "4yoFmV8wGRDy" }, "source": [ "## Countries\n", "\n", "By analysing the dataset based on countries and 'suicides/100k pop', the author depicts the results as a world map below. However, due to missing values from some countires, the world map is not fully complete.\n", "\n", "
\n", " \"suicide-world-map\"\n", " \n", "
\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": {}, "colab_type": "code", "id": "easwbdo7LI-D" }, "outputs": [], "source": [ "# df_grouped_country = df.groupby(['country'])['suicides/100k pop'].mean().reset_index()\n", "# df_code = pd.read_csv('https://raw.githubusercontent.com/plotly/datasets/master/2014_world_gdp_with_codes.csv')[['COUNTRY', 'CODE']]\n", "\n", "# df_grouped_country['country_label'] = df_grouped_country['country']\n", "# my_dict = pd.Series(df_code.CODE.values, index=df_code.COUNTRY).to_dict() # Create dict contain full country names and shortened names\n", "# df_grouped_country.replace({'country': my_dict}, inplace=True) # Replace country names\n", "\n", "# # df_grouped_country.head(5)\n", "\n", "# data = [go.Choropleth(\n", "# locations = df_grouped_country['country'],\n", "# z = df_grouped_country['suicides/100k pop'],\n", "# text = df_grouped_country['country_label'],\n", "# colorscale=[[0.0, 'rgb(165,0,38)'], [0.1111111111111111, 'rgb(215,48,39)'], [0.2222222222222222, 'rgb(244,109,67)'],\n", "# [0.3333333333333333, 'rgb(253,174,97)'], [0.4444444444444444, 'rgb(254,224,144)'], [0.5555555555555556, 'rgb(224,243,248)'],\n", "# [0.6666666666666666, 'rgb(171,217,233)'], [0.7777777777777778, 'rgb(116,173,209)'], [0.8888888888888888, 'rgb(69,117,180)'],\n", "# [1.0, 'rgb(49,54,149)']],\n", "# autocolorscale = False,\n", "# reversescale = True,\n", "# marker = go.choropleth.Marker(\n", "# line = go.choropleth.marker.Line(\n", "# color = 'rgb(180,180,180)',\n", "# width = 0.5\n", "# )),\n", "# colorbar = go.choropleth.ColorBar(\n", "# tickprefix = '',\n", "# title = 'Average Suicide Rate
(per 100k population)'),\n", "# )]\n", "\n", "# layout = go.Layout(\n", "# title = go.layout.Title(\n", "# text = 'Suicide Rates Overview 1985 to 2016'\n", "# ),\n", "# geo = go.layout.Geo(\n", "# showframe = False,\n", "# showcoastlines = False,\n", "# projection = go.layout.geo.Projection(\n", "# type = 'equirectangular'\n", "# )\n", "# ),\n", "# annotations = [go.layout.Annotation(\n", "# x = 0.55,\n", "# y = 0.1,\n", "# xref = 'paper',\n", "# yref = 'paper',\n", "# text = 'Source: \\\n", "# Kaggle',\n", "# showarrow = False\n", "# )]\n", "# )\n", "\n", "# fig = go.Figure(data = data, layout = layout)\n", "# py.iplot(fig, filename = 'suicide-world-map')" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "nw6giu4FGV9S" }, "source": [ "Interesingly, based on the data collected from 1985 to 2016. Lithuania had the highest suicide rates per 100k people. Followed by Sri Lanka and Russia respectively. The chart below shows the top 10 highest suicide rates." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 546 }, "colab_type": "code", "id": "NzulGDbkZtd_", "outputId": "2b454709-55be-4888-8304-a5b89f58c9a4" }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 40, "metadata": { "tags": [] }, "output_type": "execute_result" } ], "source": [ "df_grouped_country = df_grouped_country.sort_values(by=['suicides/100k pop'], ascending=False)\n", "df_grouped_country.head(10)\n", "\n", "x = df_grouped_country['suicides/100k pop'][:10].tolist()[::-1]\n", "y = df_grouped_country['country_label'][:10].tolist()[::-1]\n", "\n", "data = [go.Bar(\n", " x=x,\n", " y=y,\n", " marker=dict(\n", " color='rgba(50, 171, 96, 0.6)',\n", " line=dict(\n", " color='rgba(50, 171, 96, 1.0)',\n", " width=1),\n", " ),\n", " orientation = 'h',\n", ")]\n", "\n", "py.iplot(data, filename='horizontal-bar')" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "FvV59CXFG7mx" }, "source": [ "## Gender and Age\n", "\n", "By explroing regarding sex and age range, it was found that 79% of the participants were males, and 21% were females. And most of them were aged more than 75 years old." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 546 }, "colab_type": "code", "id": "VbWScAs0Wekf", "outputId": "88c51429-62ea-4709-f865-b449badcc91c" }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 67, "metadata": { "tags": [] }, "output_type": "execute_result" } ], "source": [ "df_grouped_sex_sr = df.groupby(['sex'])['suicides/100k pop'].mean().reset_index()\n", "df_grouped_age_sr = df.groupby(['age'])['suicides/100k pop'].mean().reset_index()\n", "\n", "df_grouped_sex_sr.head()\n", "df_grouped_age_sr.head()\n", "\n", "colors = ['#FEBFB3', '#E1396C', '#96D38C', '#D0F9B1']\n", "\n", "# Plot Donut Charts\n", "fig = {\n", " \"data\": [\n", " {\n", " \"values\": df_grouped_sex_sr['suicides/100k pop'].tolist(),\n", " \"labels\": df_grouped_sex_sr['sex'].tolist(),\n", " \"domain\": {\"column\": 0},\n", " \"name\": \"Sex\",\n", " \"hoverinfo\":\"label+percent+name\",\n", " \"hole\": .4,\n", " \"type\": \"pie\"\n", " },\n", "\n", " {\n", " \"values\": df_grouped_age_sr['suicides/100k pop'].tolist(),\n", " \"labels\": df_grouped_age_sr['age'].tolist(),\n", " \"text\":['Age'],\n", " \"textposition\":\"inside\",\n", " \"domain\": {\"column\": 1},\n", " \"name\": \"Age Range\",\n", " \"hoverinfo\":\"label+percent+name\",\n", " \"hole\": .4,\n", " \"type\": \"pie\"\n", " }],\n", " \"layout\": {\n", " \"title\":\"Suicide Rate by Gender and Age Range (1985 to 2016)\",\n", " \"grid\": {\"rows\": 1, \"columns\": 2},\n", " \"annotations\": [\n", " {\n", " \"font\": {\n", " \"size\": 20\n", " },\n", " \"showarrow\": False,\n", " \"text\": \"Gender\",\n", " \"x\": 0.215,\n", " \"y\": 0.5\n", " },\n", " {\n", " \"font\": {\n", " \"size\": 20\n", " },\n", " \"showarrow\": False,\n", " \"text\": \"Age\",\n", " \"x\": 0.775,\n", " \"y\": 0.5\n", " }\n", " ]\n", " }\n", "}\n", "\n", "py.iplot(fig, filename='donut')" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "kNsqXMYtIF1K" }, "source": [ "## Suicide Rates on Gender and Age\n", "\n", "According to the results, it can be said that Males had higher suicide rates compared to females in every age range. It is noticable that those who aged more than 75 years old had the highest suicide rates compared to the others." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 950 }, "colab_type": "code", "id": "K_8w_FqQbdxI", "outputId": "25954848-78af-43cf-99f0-09ae5fd2ac89" }, "outputs": [ { "data": { "text/html": [ "
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sexagesuicides/100k pop
0female15-24 years4.328018
1female25-34 years4.573210
2female35-54 years5.916480
3female5-14 years0.462252
4female55-74 years7.123447
5female75+ years9.919802
6male15-24 years13.566290
7male25-34 years19.800560
8male35-54 years23.978402
9male5-14 years0.777831
10male55-74 years25.187712
11male75+ years37.991017
\n", "
" ], "text/plain": [ " sex age suicides/100k pop\n", "0 female 15-24 years 4.328018\n", "1 female 25-34 years 4.573210\n", "2 female 35-54 years 5.916480\n", "3 female 5-14 years 0.462252\n", "4 female 55-74 years 7.123447\n", "5 female 75+ years 9.919802\n", "6 male 15-24 years 13.566290\n", "7 male 25-34 years 19.800560\n", "8 male 35-54 years 23.978402\n", "9 male 5-14 years 0.777831\n", "10 male 55-74 years 25.187712\n", "11 male 75+ years 37.991017" ] }, "metadata": { "tags": [] }, "output_type": "display_data" }, { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 63, "metadata": { "tags": [] }, "output_type": "execute_result" } ], "source": [ "df_grouped_sex_age = df.groupby(['sex', 'age'])['suicides/100k pop'].mean().reset_index()\n", "\n", "display(df_grouped_sex_age)\n", "\n", "\n", "x_label = list(df_grouped_sex_age['age'])[:6]\n", "\n", "y_female = df_grouped_sex_age['suicides/100k pop'][:6].tolist()\n", "y_male = df_grouped_sex_age['suicides/100k pop'][6:].tolist()\n", "\n", "\n", "trace1 = go.Bar(\n", " x= x_label,\n", " y=y_female,\n", " name='Female',\n", " marker=dict(\n", " color='rgb(58,200,225)',\n", " line=dict(\n", " color='rgb(8,48,107)',\n", " width=1.5),\n", " ),\n", " opacity=0.6\n", ")\n", "\n", "trace2 = go.Bar(\n", " x= x_label,\n", " y=y_male,\n", " name='Male',\n", " marker=dict(\n", " color='rgb(158,202,225)',\n", " line=dict(\n", " color='rgb(8,48,107)',\n", " width=1.5),\n", " ),\n", " opacity=0.6\n", ")\n", "\n", "data = [trace1, trace2]\n", "layout = go.Layout(\n", " barmode='group',\n", " title='Suicide Rate between Male and Female (1985-2016)'\n", ")\n", "\n", "fig = go.Figure(data=data, layout=layout)\n", "py.iplot(fig, filename='grouped-bar')" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "008-gjYGItRa" }, "source": [ "## Correlatiosn among Factors\n", "\n", "By revealing correlations among factors provided by the dataset. It was found that the information was not enough for discovering the main factor of an increasing suicide rates.\n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 883 }, "colab_type": "code", "id": "0K6xo_OBWE-_", "outputId": "2e16c9f3-2dc1-4d72-9412-af02c2dbff24" }, "outputs": [ { "data": { "text/html": [ "
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yearsuicides_nopopulationsuicides/100k popHDI for yeargdp_per_capita ($)
year1.000000-0.0045460.008850-0.0390370.3667860.339134
suicides_no-0.0045461.0000000.6161620.3066040.1513990.061330
population0.0088500.6161621.0000000.0082850.1029430.081510
suicides/100k pop-0.0390370.3066040.0082851.0000000.0742790.001785
HDI for year0.3667860.1513990.1029430.0742791.0000000.771228
gdp_per_capita ($)0.3391340.0613300.0815100.0017850.7712281.000000
\n", "
" ], "text/plain": [ " year suicides_no population suicides/100k pop \\\n", "year 1.000000 -0.004546 0.008850 -0.039037 \n", "suicides_no -0.004546 1.000000 0.616162 0.306604 \n", "population 0.008850 0.616162 1.000000 0.008285 \n", "suicides/100k pop -0.039037 0.306604 0.008285 1.000000 \n", "HDI for year 0.366786 0.151399 0.102943 0.074279 \n", "gdp_per_capita ($) 0.339134 0.061330 0.081510 0.001785 \n", "\n", " HDI for year gdp_per_capita ($) \n", "year 0.366786 0.339134 \n", "suicides_no 0.151399 0.061330 \n", "population 0.102943 0.081510 \n", "suicides/100k pop 0.074279 0.001785 \n", "HDI for year 1.000000 0.771228 \n", "gdp_per_capita ($) 0.771228 1.000000 " ] }, "metadata": { "tags": [] }, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": { "tags": [] }, "output_type": "execute_result" }, { "data": { "image/png": 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SJEEU5XYEOcJMsCRJkiQpzzATLEmSJElyYSxJkiRJkg42ZoIlSZIkSWaCJUmS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\niYiIiIiIiASAvy3Bm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"text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "sub_df = df[:] #Subsetting the data\n", "cor = sub_df.corr() #''Calculate the correlation of the above variables\n", "display(cor)\n", "\n", "# Display Heatmap\n", "fig, ax = plt.subplots()\n", "fig.set_size_inches(18.5, 10.5)\n", "sns.heatmap(cor, annot=True, square=False, fmt='f') # Plot the correlation as heat map" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "YpnLINJkQpYC" }, "source": [ "## Suicide Rate During Years" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 636 }, "colab_type": "code", "id": "VAorJL02QsoK", "outputId": "18a92955-85ea-460a-e989-62fd88fe067c" }, "outputs": [ { "data": { "image/png": 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AgUyfPh2AkSNHMmXKFGxsCv+R3M/PDx8fH3bt2sXKlStp2bIlPj4+rFy50vo8JCSEAwcO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\nPeQQR/PVLS2WdnPWLS2OHGG2hd21sw5F7O1Og1NutyM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" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "# Display Bubble Charts\n", "\n", "df_temp = df.groupby(['age', 'year'])[['suicides/100k pop', 'gdp_per_capita ($)']].mean().reset_index()\n", "\n", "fig, ax = plt.subplots()\n", "fig.set_size_inches(18.5, 10.5)\n", "ax = sns.scatterplot(x='year', y='suicides/100k pop',\n", " hue=\"age\", size='gdp_per_capita ($)',\n", " sizes=(100, 500), data=df_temp)" ] } ], "metadata": { "colab": { "collapsed_sections": [], "name": "Suicide_Rate_Analysis.ipynb", "provenance": [], "toc_visible": true, "version": "0.3.2" }, "kernelspec": { "display_name": "Python 3", "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": "3.7.2" } }, "nbformat": 4, "nbformat_minor": 2 }