mirror of
https://github.com/aykhans/AzSuicideDataVisualization.git
synced 2025-04-21 18:23:35 +00:00
17418 lines
397 KiB
Plaintext
17418 lines
397 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 24,
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import plotly.express as px\n",
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"import plotly.graph_objects as go"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 25,
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"metadata": {},
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"outputs": [],
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"source": [
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"data_age = pd.read_excel('../data/azerbaijan_suicide_data.xlsx', sheet_name='age')\n",
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"data_year = pd.read_excel('../data/azerbaijan_suicide_data.xlsx', sheet_name='year')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 26,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>Age</th>\n",
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" <th>Both_sexes</th>\n",
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" <th>Male</th>\n",
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" <th>Female</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>85+</td>\n",
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" <td>23.97</td>\n",
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" <td>38.35</td>\n",
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" <td>16.87</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>75-84</td>\n",
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" <td>10.40</td>\n",
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" <td>15.22</td>\n",
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" <td>7.36</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>65-74</td>\n",
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" <td>6.82</td>\n",
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" <td>10.93</td>\n",
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" <td>3.57</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>55-64</td>\n",
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" <td>5.70</td>\n",
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" <td>9.50</td>\n",
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" <td>2.35</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>45-54</td>\n",
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" <td>5.25</td>\n",
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" <td>9.14</td>\n",
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" <td>1.73</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>5</th>\n",
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" <td>35-44</td>\n",
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" <td>5.42</td>\n",
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" <td>9.42</td>\n",
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" <td>1.50</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>6</th>\n",
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" <td>25-34</td>\n",
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" <td>4.89</td>\n",
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" <td>8.43</td>\n",
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" <td>1.36</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>7</th>\n",
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" <td>15-24</td>\n",
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" <td>4.00</td>\n",
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" <td>6.38</td>\n",
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" <td>1.34</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" Age Both_sexes Male Female\n",
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"0 85+ 23.97 38.35 16.87\n",
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"1 75-84 10.40 15.22 7.36\n",
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"2 65-74 6.82 10.93 3.57\n",
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"3 55-64 5.70 9.50 2.35\n",
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"4 45-54 5.25 9.14 1.73\n",
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"5 35-44 5.42 9.42 1.50\n",
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"6 25-34 4.89 8.43 1.36\n",
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"7 15-24 4.00 6.38 1.34"
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]
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},
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"execution_count": 26,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"data_age"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 45,
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"metadata": {},
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"outputs": [],
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"source": [
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"test_male = [float(d[:d.find(' ')]) for d in data_year.Male]\n",
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"test_both = [float(d[:d.find(' ')]) for d in data_year.Both_sexes]\n",
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"test_female = [float(d[:d.find(' ')]) for d in data_year.Female]\n",
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"df = pd.DataFrame({'Year': data_year.Year, 'Both sexes': test_both, 'Male': test_male, 'Female': test_female})"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 10,
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"metadata": {},
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"outputs": [],
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"source": [
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"both_sexes = test_both\n",
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"both_sexes_len = len(both_sexes)\n",
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"average_both_sexes = sum(both_sexes) / (both_sexes_len if both_sexes_len else 1)\n",
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"male = test_male\n",
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"male_len = len(male)\n",
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"average_male = sum(male) / (male_len if male_len else 1)\n",
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"female = test_female\n",
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"female_len = len(female)\n",
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"average_female = sum(female) / (female_len if female_len else 1)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 56,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>country</th>\n",
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" <th>continent</th>\n",
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" <th>year</th>\n",
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" <th>lifeExp</th>\n",
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" <th>pop</th>\n",
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" <th>gdpPercap</th>\n",
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" <th>iso_alpha</th>\n",
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" <th>iso_num</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>Afghanistan</td>\n",
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" <td>Asia</td>\n",
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" <td>1952</td>\n",
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" <td>28.801</td>\n",
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" <td>8425333</td>\n",
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" <td>779.445314</td>\n",
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" <td>AFG</td>\n",
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" <td>4</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>Afghanistan</td>\n",
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" <td>Asia</td>\n",
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" <td>1957</td>\n",
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" <td>30.332</td>\n",
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" <td>9240934</td>\n",
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" <td>820.853030</td>\n",
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" <td>AFG</td>\n",
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" <td>4</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>Afghanistan</td>\n",
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" <td>Asia</td>\n",
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" <td>1962</td>\n",
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" <td>31.997</td>\n",
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" <td>10267083</td>\n",
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" <td>853.100710</td>\n",
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" <td>AFG</td>\n",
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" <td>4</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>Afghanistan</td>\n",
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" <td>Asia</td>\n",
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" <td>1967</td>\n",
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" <td>34.020</td>\n",
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" <td>11537966</td>\n",
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" <td>836.197138</td>\n",
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" <td>AFG</td>\n",
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" <td>4</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>Afghanistan</td>\n",
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" <td>Asia</td>\n",
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" <td>1972</td>\n",
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" <td>36.088</td>\n",
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" <td>13079460</td>\n",
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" <td>739.981106</td>\n",
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" <td>AFG</td>\n",
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" <td>4</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" country continent year lifeExp pop gdpPercap iso_alpha \\\n",
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"0 Afghanistan Asia 1952 28.801 8425333 779.445314 AFG \n",
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"1 Afghanistan Asia 1957 30.332 9240934 820.853030 AFG \n",
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"2 Afghanistan Asia 1962 31.997 10267083 853.100710 AFG \n",
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"3 Afghanistan Asia 1967 34.020 11537966 836.197138 AFG \n",
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"4 Afghanistan Asia 1972 36.088 13079460 739.981106 AFG \n",
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"\n",
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" iso_num \n",
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"0 4 \n",
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"1 4 \n",
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"2 4 \n",
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"3 4 \n",
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"4 4 "
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]
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"df.head()"
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"source": [
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"px.scatter(df, x=\"gdpPercap\", y=\"lifeExp\", animation_frame=\"year\", animation_group=\"country\",\n",
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" size=\"pop\", color=\"continent\", hover_name=\"country\",\n",
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" log_x=True, size_max=55, range_x=[100,100000], range_y=[25,90])"
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]
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"hovertext": [
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"hovertemplate": "<b>%{hovertext}</b><br><br>continent=Europe<br>year=1952<br>gdpPercap=%{x}<br>lifeExp=%{y}<br>pop=%{marker.size}<extra></extra>",
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"hovertext": [
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"Bulgaria",
|
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"Croatia",
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"source": [
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"px.bar(x=['Both Sexes', 'Male', 'Female'], y=[average_both_sexes, average_male, average_female])"
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]
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},
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{
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"outputs": [
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{
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"data": {
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"application/vnd.plotly.v1+json": {
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"config": {
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"plotlyServerURL": "https://plot.ly"
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"alignmentgroup": "True",
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},
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2019,
|
|
2018,
|
|
2017,
|
|
2016,
|
|
2015,
|
|
2014,
|
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2013,
|
|
2012,
|
|
2011,
|
|
2010,
|
|
2009,
|
|
2008,
|
|
2007,
|
|
2006,
|
|
2005,
|
|
2004,
|
|
2003,
|
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2002,
|
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2001,
|
|
2000
|
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],
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3.97,
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3.92,
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3.91,
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3.92,
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3.99,
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4.1,
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"layout": {
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1,
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[
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1,
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"#ab63fa",
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"#FFA15A",
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|
"#19d3f3",
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"#FF6692",
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"#B6E880",
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"#FF97FF",
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"#FECB52"
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],
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"lakecolor": "white",
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},
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},
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},
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"plot_bgcolor": "#E5ECF6",
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|
"polar": {
|
|
"angularaxis": {
|
|
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|
|
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},
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|
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|
"radialaxis": {
|
|
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|
|
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|
|
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|
}
|
|
},
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|
"scene": {
|
|
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|
|
"backgroundcolor": "#E5ECF6",
|
|
"gridcolor": "white",
|
|
"gridwidth": 2,
|
|
"linecolor": "white",
|
|
"showbackground": true,
|
|
"ticks": "",
|
|
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|
|
},
|
|
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|
|
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|
|
"gridcolor": "white",
|
|
"gridwidth": 2,
|
|
"linecolor": "white",
|
|
"showbackground": true,
|
|
"ticks": "",
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|
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|
|
},
|
|
"zaxis": {
|
|
"backgroundcolor": "#E5ECF6",
|
|
"gridcolor": "white",
|
|
"gridwidth": 2,
|
|
"linecolor": "white",
|
|
"showbackground": true,
|
|
"ticks": "",
|
|
"zerolinecolor": "white"
|
|
}
|
|
},
|
|
"shapedefaults": {
|
|
"line": {
|
|
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|
|
}
|
|
},
|
|
"ternary": {
|
|
"aaxis": {
|
|
"gridcolor": "white",
|
|
"linecolor": "white",
|
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"ticks": ""
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},
|
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"baxis": {
|
|
"gridcolor": "white",
|
|
"linecolor": "white",
|
|
"ticks": ""
|
|
},
|
|
"bgcolor": "#E5ECF6",
|
|
"caxis": {
|
|
"gridcolor": "white",
|
|
"linecolor": "white",
|
|
"ticks": ""
|
|
}
|
|
},
|
|
"title": {
|
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"x": 0.05
|
|
},
|
|
"xaxis": {
|
|
"automargin": true,
|
|
"gridcolor": "white",
|
|
"linecolor": "white",
|
|
"ticks": "",
|
|
"title": {
|
|
"standoff": 15
|
|
},
|
|
"zerolinecolor": "white",
|
|
"zerolinewidth": 2
|
|
},
|
|
"yaxis": {
|
|
"automargin": true,
|
|
"gridcolor": "white",
|
|
"linecolor": "white",
|
|
"ticks": "",
|
|
"title": {
|
|
"standoff": 15
|
|
},
|
|
"zerolinecolor": "white",
|
|
"zerolinewidth": 2
|
|
}
|
|
}
|
|
},
|
|
"title": {
|
|
"text": "A Figure Displaying Itself"
|
|
}
|
|
}
|
|
}
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"go.Figure(\n",
|
|
" data=[go.Bar(y=[average_both_sexes, average_male, average_female])],\n",
|
|
" layout_title_text=\"A Figure Displaying Itself\"\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.plotly.v1+json": {
|
|
"config": {
|
|
"plotlyServerURL": "https://plot.ly"
|
|
},
|
|
"data": [
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "variable=Both sexes<br>Year=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "Both sexes",
|
|
"marker": {
|
|
"color": "#636efa",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Both sexes",
|
|
"offsetgroup": "Both sexes",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
2019,
|
|
2018,
|
|
2017,
|
|
2016,
|
|
2015,
|
|
2014,
|
|
2013,
|
|
2012,
|
|
2011,
|
|
2010,
|
|
2009,
|
|
2008,
|
|
2007,
|
|
2006,
|
|
2005,
|
|
2004,
|
|
2003,
|
|
2002,
|
|
2001,
|
|
2000
|
|
],
|
|
"xaxis": "x",
|
|
"y": [
|
|
3.97,
|
|
3.92,
|
|
3.91,
|
|
3.92,
|
|
3.99,
|
|
4.1,
|
|
4.19,
|
|
4.31,
|
|
4.44,
|
|
4.53,
|
|
4.64,
|
|
4.79,
|
|
5,
|
|
4.85,
|
|
4.69,
|
|
4.5,
|
|
4.04,
|
|
3.88,
|
|
3.72,
|
|
3.42
|
|
],
|
|
"yaxis": "y"
|
|
},
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "variable=Male<br>Year=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "Male",
|
|
"marker": {
|
|
"color": "#EF553B",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Male",
|
|
"offsetgroup": "Male",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
2019,
|
|
2018,
|
|
2017,
|
|
2016,
|
|
2015,
|
|
2014,
|
|
2013,
|
|
2012,
|
|
2011,
|
|
2010,
|
|
2009,
|
|
2008,
|
|
2007,
|
|
2006,
|
|
2005,
|
|
2004,
|
|
2003,
|
|
2002,
|
|
2001,
|
|
2000
|
|
],
|
|
"xaxis": "x",
|
|
"y": [
|
|
6.61,
|
|
6.52,
|
|
6.48,
|
|
6.51,
|
|
6.64,
|
|
6.83,
|
|
6.99,
|
|
7.12,
|
|
7.33,
|
|
7.44,
|
|
7.62,
|
|
7.86,
|
|
8.17,
|
|
7.98,
|
|
7.7,
|
|
7.43,
|
|
6.65,
|
|
6.46,
|
|
6.21,
|
|
5.76
|
|
],
|
|
"yaxis": "y"
|
|
},
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "variable=Female<br>Year=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "Female",
|
|
"marker": {
|
|
"color": "#00cc96",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Female",
|
|
"offsetgroup": "Female",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
2019,
|
|
2018,
|
|
2017,
|
|
2016,
|
|
2015,
|
|
2014,
|
|
2013,
|
|
2012,
|
|
2011,
|
|
2010,
|
|
2009,
|
|
2008,
|
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|
"x": 0.05
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},
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|
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|
|
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"title": {
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},
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|
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},
|
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"yaxis": {
|
|
"automargin": true,
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|
"gridcolor": "white",
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|
"linecolor": "white",
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"ticks": "",
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"title": {
|
|
"standoff": 15
|
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},
|
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"zerolinewidth": 2
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}
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}
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},
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"xaxis": {
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|
"domain": [
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0,
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1
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],
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"title": {
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"text": "Year"
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}
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},
|
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"yaxis": {
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"anchor": "x",
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"domain": [
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0,
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1
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],
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"text": "value"
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}
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}
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}
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}
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},
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|
"metadata": {},
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"output_type": "display_data"
|
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}
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|
],
|
|
"source": [
|
|
"px.bar(df, x='Year', y=['Both sexes', 'Male', 'Female'])"
|
|
]
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|
},
|
|
{
|
|
"cell_type": "code",
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|
"execution_count": null,
|
|
"metadata": {},
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"outputs": [],
|
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"source": [
|
|
"print(g)"
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|
]
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},
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{
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|
"cell_type": "code",
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|
"execution_count": null,
|
|
"metadata": {},
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|
"outputs": [],
|
|
"source": [
|
|
"10 / (2 if 1 else 10)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"data_year"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"interpreter": {
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"hash": "e8c5b4b062ec146843a4e9257c4b55bed920629d075dd594dd6a143d7c4ec2fe"
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},
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|
"kernelspec": {
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"display_name": "Python 3.10.3 64-bit",
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"language": "python",
|
|
"name": "python3"
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|
},
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|
"language_info": {
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"codemirror_mode": {
|
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"name": "ipython",
|
|
"version": 3
|
|
},
|
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"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
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|
"pygments_lexer": "ipython3",
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|
"version": "3.10.3"
|
|
},
|
|
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|
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|
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}
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