import requests
import codecs

url = 'https://hdr.undp.org/sites/default/files/2025_HDR/HDR25_Composite_indices_complete_time_series.csv'
r = requests.get(url)
print(r.status_code) #通信状態のチェック

with open('./datasets/hdr25_original.csv','wb') as fd:
    fd.write(r.content)

#def main():
    # Shift_JIS file path
#    hdr25_original_path = './datasets/hdr25_original.csv'
    # UTF-8 file path
#    hdr25_utf8_path = './datasets/hdr25_utf8.csv'
    # Transfer to utf-8 and save
#    fin = codecs.open(hdr25_original_path, "r", "cp932")
#    fout_utf = codecs.open(hdr25_utf8_path, "w", "utf-8")
#    for row in fin:
#        fout_utf.write(row)
#    fin.close()
#    fout_utf.close()

#if __name__ == '__main__':
#    main()

200

# Read Human Development Report 2025 (1990-2023 time series) data

path_hdr25 = "./datasets/hdr25.csv" #define dataset path

import pandas as pd #import Panda Library
import numpy as np  #import Numpy
#df_hdr25 = pd.read_csv(path_hdr25, encoding='utf-8') <this occured an error
df_hdr25 = pd.read_csv(path_hdr25, encoding='utf-8', encoding_errors='ignore') #df = data flame = read dataset path "path_hdr25" defined above with panda 
df_hdr25.fillna(0, inplace=True) #replace N/A to 0 
df_hdr25 #show the data flame "df_hdr25" defined above

import requests
import json
import pandas as pd

url = 'https://api.fablabs.io/0/labs.json'
r = requests.get(url)

data = r.json()
df_lablist = pd.DataFrame(data)
df_lablist

import matplotlib.pyplot as plt
import numpy as np

plt.style.use('_mpl-gallery')

# make data
x = np.linspace(0, 10, 100)
y = 4 + 1 * np.sin(2 * x)
x2 = np.linspace(0, 10, 25)
y2 = 4 + 1 * np.sin(2 * x2)

# plot
fig, ax = plt.subplots()

ax.plot(x2, y2 + 2.5, 'x', markeredgewidth=2)
ax.plot(x, y, linewidth=2.0)
ax.plot(x2, y2 - 2.5, 'o-', linewidth=2)

ax.set(xlim=(0, 8), xticks=np.arange(1, 8),
       ylim=(0, 8), yticks=np.arange(1, 8))

plt.show()

import matplotlib.pyplot as plt

x= df_hdr25['hdi_2023']
y = df_hdr25['le_2023']
plt.plot(x,y,'o')
plt.show()

import matplotlib.pyplot as plt

x= df_hdr25['hdi_2023']
y = df_hdr25['gnipc_2023']
plt.plot(x,y,'o')
plt.show()

import matplotlib.pyplot as plt

x= df_hdr25['hdi_2023']
y = df_hdr25['eys_2023']
plt.plot(x,y,'o')
plt.show()

import matplotlib.pyplot as plt

x= df_hdr25['hdi_2023']
y = df_hdr25['mys_2023']
plt.plot(x,y,'o')
plt.show()

import matplotlib.pyplot as plt

x= df_hdr25['le_2023']
y = df_hdr25['gnipc_2023']
plt.plot(x,y,'o')
plt.show()

import matplotlib.pyplot as plt

x= df_hdr25['le_2023']
y = df_hdr25['eys_2023']
plt.plot(x,y,'o')
plt.show()

import matplotlib.pyplot as plt

x= df_hdr25['le_2023']
y = df_hdr25['mys_2023']
plt.plot(x,y,'o')
plt.show()

import matplotlib.pyplot as plt

x= df_hdr25['mys_2023']
y = df_hdr25['gnipc_2023']
plt.plot(x,y,'o')
plt.show()

import matplotlib.pyplot as plt

x= df_hdr25['hdi_f_2023']
y = df_hdr25['hdi_m_2023']
plt.plot(x,y,'o')
plt.show()

import matplotlib.pyplot as plt

x= df_hdr25['gii_2023']
y = df_hdr25['gdi_2023']
plt.plot(x,y,'o')
plt.show()

import matplotlib.pyplot as plt

x= df_hdr25['ineq_inc_2023']
y = df_hdr25['ineq_edu_2023']
plt.plot(x,y,'o')
plt.show()

import requests
import json
import pandas as pd

url = 'https://api.fablabs.io/0/labs.json'
r = requests.get(url)

data = r.json()
df_lablist = pd.DataFrame(data)
country_code = df_lablist['country_code']
country_code

0       AE
1       FR
2       FR
3       CI
4       BR
        ..
2688    EG
2689    FR
2690    PH
2691    JO
2692    IT
Name: country_code, Length: 2693, dtype: object

df_labcount = df_lablist.groupby('country_code').count()
df_labcount['id']

country_code
AE     9
AF     1
AL     2
AM     2
AO     1
      ..
VE     3
VN    22
XK     1
YT     1
ZA     8
Name: id, Length: 144, dtype: int64

df_labno = (df_lablist.groupby('country_code').agg(lab_count=('id', 'count')).reset_index())
df_labno

#print(df_labcount)

df_lablist.query('country_code == "JP"')

df_labno.query('country_code == "JP"')

df_labnoorder = df_labno.sort_values('lab_count',ascending=False)
df_labnoorder

import matplotlib.pyplot as plt

x = df_labnoorder['country_code']
y = df_labnoorder['lab_count']
plt.figure(figsize=(20, 6)) 
plt.bar(x,y)
plt.show()

# !pip install pycountry  #install library ”pycountry”
import pycountry  #import library

def alpha2_to_alpha3(code2): #define function(関数)”alpha2_to_alpha”, "code2" is a variable(変数) for 2 letter code (alpha2_to_alpha3 という関数を定義している,code2は「2文字の国コード」を受け取るための変数)
    country = pycountry.countries.get(alpha_2=code2.upper()) #code2を大文字に変換し、pycountryから国コード合致しているものを探す。このことをcountryと定義
    return country.alpha_3 if country else None #if found the country, return 3 letter code, otherwise retrun None　合致すれば3文字コードを返す、なければNoneと返す

# print(alpha2_to_alpha3("JP"))  # JPN (JP を渡したときのテスト用コード)
# print(alpha2_to_alpha3("US"))  # USA
# print(alpha2_to_alpha3("FR"))  # FRA

ccd = country_code.to_list() #make Series（列）"country_code"in Panda to Python list(Panda上のcountry_code列を通常のPythonリストに変換、このことをccdと定義)

ccd3 = [] #prepare empty list (to put "3 letter code")3文字コードを入れるための空のリストを用意
for c in ccd: #ccd(=リスト化されたcountry_code(2桁)) の中身を1つずつ c に取り出す　（ループ）
    cc = alpha2_to_alpha3(c) #2文字コード c を、先ほど作った関数「alpha2_to_alpha3」(受け取った2文字コードに対してpycountryから合致しているものを探し、合致すれば3文字コードを返す)で3文字コードに変換
    ccd3.append(cc) #変換した結果を ccd3 リストに追加

df_labno = df_lablist.groupby('country_code').agg(lab_count=('id', 'count')).reset_index()
df_labno['ccd3'] = df_labno['country_code'].apply(alpha2_to_alpha3)

df_merge2 = pd.merge(df_labno,df_hdr25,left_on='ccd3',right_on='iso3',how='left')
df_merge2

import matplotlib.pyplot as plt

x= df_merge2['hdi_2023']
y = df_merge2['lab_count']
#plt.figure(figsize=(8, 8)) 
plt.plot(x,y,'o')
plt.show()

import matplotlib.pyplot as plt

x= df_merge2['le_2023']
y = df_merge2['lab_count']
#plt.figure(figsize=(8, 8)) 
plt.plot(x,y,'o')
plt.show()

import matplotlib.pyplot as plt

x= df_merge2['mys_2023']
y = df_merge2['lab_count']
#plt.figure(figsize=(8, 8)) 
plt.plot(x,y,'o')
plt.show()

import matplotlib.pyplot as plt

x= df_merge2['gnipc_2023']
y = df_merge2['lab_count']
#plt.figure(figsize=(8, 8)) 
plt.plot(x,y,'o')
plt.show()

import matplotlib.pyplot as plt

x= df_merge2['gdi_2023']
y = df_merge2['lab_count']
#plt.figure(figsize=(8, 8)) 
plt.plot(x,y,'o')
plt.show()

import matplotlib.pyplot as plt

x= df_merge2['gii_2023']
y = df_merge2['lab_count']
#plt.figure(figsize=(8, 8)) 
plt.plot(x,y,'o')
plt.show()

import matplotlib.pyplot as plt

x= df_merge2['ineq_edu_2023']
y = df_merge2['lab_count']
#plt.figure(figsize=(8, 8)) 
plt.plot(x,y,'o')
plt.show()

import matplotlib.pyplot as plt

x= df_merge2['ineq_inc_2023']
y = df_merge2['lab_count']
#plt.figure(figsize=(8, 8)) 
plt.plot(x,y,'o')
plt.show()

import matplotlib.pyplot as plt

x= df_merge2['mf_2023']
y = df_merge2['lab_count']
#plt.figure(figsize=(8, 8)) 
plt.plot(x,y,'o')
plt.show()

df_kindcount = (
    df_lablist
    .groupby(['ccd3', 'kind_name'])
    .agg(kind_count=('id', 'count'))
    .reset_index()
)
df_kindcount

df_kind_hdi = pd.merge(
    df_kindcount,
    df_hdr25,
    left_on='ccd3',
    right_on='iso3',
    how='left'
)
df_kind_hdi

df_kind_hdi.query('country == "Japan"')

import matplotlib.pyplot as plt

x= df_kind_hdi['kind_name']
y = df_kind_hdi['hdi_2023']
#plt.figure(figsize=(8, 8)) 
plt.plot(x,y,'.')
plt.show()

import matplotlib.pyplot as plt

x= df_kind_hdi['kind_name']
y = df_kind_hdi['mys_2023']
#plt.figure(figsize=(8, 8)) 
plt.plot(x,y,'.')
plt.show()

import matplotlib.pyplot as plt

x= df_kind_hdi['kind_name']
y = df_kind_hdi['ineq_edu_2023']
#plt.figure(figsize=(8, 8)) 
plt.plot(x,y,'.')
plt.show()

import matplotlib.pyplot as plt

x= df_kind_hdi['kind_name']
y = df_kind_hdi['ineq_inc_2023']
#plt.figure(figsize=(8, 8)) 
plt.plot(x,y,'.')
plt.show()

	iso3	country	hdicode	region	hdi_rank_2023	hdi_1990	hdi_1991	hdi_1992	hdi_1993	hdi_1994	...	pop_total_2014	pop_total_2015	pop_total_2016	pop_total_2017	pop_total_2018	pop_total_2019	pop_total_2020	pop_total_2021	pop_total_2022	pop_total_2023
0	AFG	Afghanistan	Low	SA	181.0	0.285	0.291	0.301	0.311	0.305	...	32.792523	33.831764	34.700612	35.688935	36.743039	37.856121	39.068979	40.000412	40.578842	41.454761
1	ALB	Albania	Very High	ECA	71.0	0.654	0.638	0.622	0.624	0.629	...	2.903749	2.898632	2.897867	2.898242	2.894231	2.885009	2.871954	2.849636	2.827608	2.811655
2	DZA	Algeria	High	AS	96.0	0.595	0.596	0.601	0.603	0.603	...	39.205030	40.019529	40.850721	41.689299	42.505035	43.294546	44.042091	44.761099	45.477390	46.164219
3	AND	Andorra	Very High	0	32.0	0.000	0.000	0.000	0.000	0.000	...	0.073737	0.072174	0.072181	0.073762	0.075162	0.076473	0.077380	0.078364	0.079705	0.080856
4	AGO	Angola	Medium	SSA	148.0	0.000	0.000	0.000	0.000	0.000	...	27.160770	28.157798	29.183070	30.234839	31.297155	32.375633	33.451132	34.532429	35.635029	36.749906
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
201	ZZG.ECA	Europe and Central Asia	0	0	0.0	0.674	0.671	0.664	0.659	0.654	...	237.933850	240.937124	243.649817	246.131011	248.450885	250.382485	252.050998	253.404866	251.911694	250.300624
202	ZZH.LAC	Latin America and the Caribbean	0	0	0.0	0.648	0.653	0.657	0.661	0.666	...	608.767281	614.831634	620.753858	626.503607	632.005592	637.185739	641.737540	645.501309	649.425289	653.952733
203	ZZI.SA	South Asia	0	0	0.0	0.454	0.458	0.464	0.468	0.472	...	1849.167918	1871.872058	1894.465346	1917.144604	1939.537762	1961.729204	1983.510394	2003.263428	2022.467288	2043.083160
204	ZZJ.SSA	Sub-Saharan Africa	0	0	0.0	0.405	0.409	0.408	0.411	0.413	...	945.842319	971.462925	997.258713	1023.353059	1050.355450	1077.776785	1105.614070	1133.710593	1162.042581	1191.521675
205	ZZK.WORLD	World	0	0	0.0	0.608	0.611	0.614	0.617	0.620	...	7347.587459	7436.429577	7524.460416	7611.536549	7695.833415	7777.189671	7852.891001	7920.440021	7987.545028	8057.957339

	id	name	kind_name	parent_id	blurb	description	slug	avatar_url	header_url	address_1	...	postal_code	country_code	latitude	longitude	address_notes	phone	email	capabilities	activity_status	links
0	2386	Al Jazri Lab	fab_lab	NaN	The Al Jazari Lab (Fabrication Lab) is named i...	The lab is equipped with cutting-edge technolo...	aljazrilab	http://fablabs.io.s3.amazonaws.com/2021/02/06/...	http://fablabs.io.s3.amazonaws.com/2021/02/06/...	House of Wisdom, Al Juraina 1	...		AE	NaN	NaN	Al Jazri Lab is located in Mezzanine Floor at ...	0097165940000	aljazrilab@houseofwisdom.ae	[three_d_printing, cnc_milling, circuit_produc...	active	[{'id': 31737, 'url': 'https://www.facebook.co...
1	17	PiNG	fab_lab	NaN	None	None	ping	None	None	None	...	44000	FR	47.218371	-1.553621	None	None	None	[]	None	[{'id': 52, 'url': 'http://fablab.pingbase.net'}]
2	20	FabLab INSA Strasbourg	fab_lab	NaN	None	None	fablabinsastrasbourg	None	None	None	...	67000	FR	48.583148	7.747882	None	None	None	[]	None	[{'id': 55, 'url': 'http://www.ideaslab.fr'}]
3	2852	FabLab Solidaire Orange Digital Center Côte d'...	fab_lab	2791.0	Le FabLab Solidaire de l’Orange Digital Center...	Basé sur le "faire" et le partage, le FabLab S...	fablabsolidaireorangedigitalcenterctedivoire	http://fablabs.io.s3.amazonaws.com/2024/01/12/...	http://fablabs.io.s3.amazonaws.com/2024/02/09/...	https://maps.app.goo.gl/AYZTpZ8RncKXq7WEA	...	11 BP 202 Abidjan 11	CI	NaN	NaN	Orange Digital Center - Plateau Indénié, 5ème ...	+2252720345555	fablabodcci@gmail.com	[three_d_printing, cnc_milling, laser, vinyl_c...	active	[{'id': 43112, 'url': 'https://www.facebook.co...
4	2963	FabLab Caxias do Sul	fab_lab	NaN	The FabLab Caxias is a Maker Space and a versa...	The Fabrication Laboratory (FabLab) at the Cax...	caxiasfablab	http://fablabs.io.s3.amazonaws.com/2025/03/18/...	http://fablabs.io.s3.amazonaws.com/2024/11/16/...	R. Avelino Antônio de Souza, 1730	...	95043-700	BR	-29.139272	-51.171602		+55 54 9 8116 0397	fablab@caxias.ifrs.edu.br	[three_d_printing, cnc_milling, circuit_produc...	active	[{'id': 61302, 'url': 'https://integra.ifrs.ed...
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
2683	13	Fab Lab Egypt	fab_lab	NaN	The first official fab lab and community-run m...	Fab Lab Egypt (under the umbrella of San3a Tec...	fablabegypt	http://fablabs.io.s3.amazonaws.com/2018/03/02/...	http://fablabs.io.s3.amazonaws.com/2021/01/19/...	Villa 35 - 100 St. - Near Al Horia Square	...		EG	29.959218	31.252782		+201017465650	fablabegypt@san3atech.com	[three_d_printing, cnc_milling, circuit_produc...	active	[{'id': 48, 'url': 'https://www.facebook.com/f...
2684	2348	Martigues'FabLab	fab_lab	228.0	Initié par les Espaces Publics Numériques de l...	Présentation en vidéo : https://dai.ly/x87kfi5...	martiguesFabLab	http://fablabs.io.s3.amazonaws.com/2020/11/24/...	http://fablabs.io.s3.amazonaws.com/2021/10/18/...	Quai Lucien Toulmond	...	13500	FR	43.405296	5.051129	EPN Maison de la Formation et de la Jeunesse	0442494598	epn@ville-martigues.fr	[three_d_printing, laser, vinyl_cutting]	active	[]
2685	1730	BISCAST ManFabLab	fab_lab	NaN	Naga's leading center of idea generation and s...	Formed between the partnership of Bicol State ...	biscastmanfablab	http://fablabs.io.s3.amazonaws.com/2018/06/01/...	http://fablabs.io.s3.amazonaws.com/2018/10/08/...	98 Penafrancia Ave.	...	4400	PH	13.636209	123.199228			biscast.manfablab@gmail.com	[three_d_printing, cnc_milling, laser, precisi...	active	[]
2686	1587	The Makerspace (previously TechWorks Amman)	fab_lab	NaN	The Makerspace is CPF’s flagship innovation pl...	The Makerspace (previously TechWorks) is CPF’s...	fablabjordan	http://fablabs.io.s3.amazonaws.com/2024/03/13/...	http://fablabs.io.s3.amazonaws.com/2021/01/20/...	King Hussein Business Park	...		JO	31.971558	35.832745	Next to GROW Building side door entrance	00962791000110	info@techworks.jo	[three_d_printing, cnc_milling, circuit_produc...	active	[{'id': 29176, 'url': 'https://youtu.be/zLt3aO...
2687	2210	FabLab L'Aquila	fab_lab	NaN	FabLabAQ is a group of people hold together by...	FabLab L’Aquila Association\r\n\r\nL'Aquila's ...	fablabaq	http://fablabs.io.s3.amazonaws.com/2020/02/07/...	http://fablabs.io.s3.amazonaws.com/2020/02/07/...	Via Giuseppe Mezzanotte	...	67100	IT	42.354660	13.413750		+393927629526	info@fablaquila.org	[three_d_printing, cnc_milling, circuit_produc...	active	[{'id': 30617, 'url': 'https://www.instagram.c...

	id	name	kind_name	parent_id	blurb	description	slug	avatar_url	header_url	address_1	...	country_code	latitude	longitude	address_notes	phone	email	capabilities	activity_status	links	ccd3
41	150	Fablab Kamakura	fab_lab	NaN	blurb	Description..	fablabkamakura	http://fablabs.io.s3.amazonaws.com/2018/06/02/...	http://fablabs.io.s3.amazonaws.com/2018/06/02/...	1-10-6	...	JP	35.321517	139.550148	1-10-6\r\n結の蔵壱号室	+81467384645	info@fablabkamakura.com	[three_d_printing, cnc_milling, circuit_produc...	None	[{'id': 186, 'url': 'http://www.fablabkamakura...	JPN
151	842	FabLab Kyushu Univ.	fab_lab	NaN			kyushuuniv	None	None	Shiobal 4-9-1, Minami-ku,	...	JP	33.560650	130.430525	Tenpaizaka 6-6-3,\r\nChikushino-shi	+81925534525	k.tomimatsu2008@gmail.com	[three_d_printing, cnc_milling, circuit_produc...	planned	[]	JPN
158	1501	FabLab Setagaya at IID	fab_lab	NaN	“FabLab Setagaya at IID” is situated in a reno...	Tokyo is composed of 23 wards, and the one h...	fablabsetagaya	http://fablabs.io.s3.amazonaws.com/2017/07/29/...	http://fablabs.io.s3.amazonaws.com/2017/07/29/...	池尻	...	JP	35.646369	139.680888		+81-3-6804-0200	setafab@r-school.net	[three_d_printing, cnc_milling, circuit_produc...	active	[{'id': 4843, 'url': 'https://fablabsetagaya.c...	JPN
196	1053	FabLab MinatoMirai - Kanagawa University	fab_lab	150.0	FabLab MinatoMirai is located in MinatoMirai C...	We started as Fablab Hiratsuka in 2014 and mov...	fablabminatomirai	http://fablabs.io.s3.amazonaws.com/2021/04/06/...	http://fablabs.io.s3.amazonaws.com/2021/04/06/...	4-5-3 Minatomirai	...	JP	35.345079	139.260305		+81-(0)45-664-3710(Operator)	fablab-minatomirai@kanagawa-u.ac.jp	[three_d_printing, cnc_milling, circuit_produc...	active	[{'id': 40043, 'url': 'https://www.kanagawa-u....	JPN
369	499	FABLAB Hamamatsu	fab_lab	NaN	FABLAB Hamamatsu is a lab located in Hamamatsu...	FABLAB Hamamatsu is a lab located in Hamamatsu...	fablabhamamatsu	http://fablabs.io.s3.amazonaws.com/2017/01/28/...	http://fablabs.io.s3.amazonaws.com/2017/01/28/...	3645, Nishikamoe-cho, Nishi-ku	...	JP	34.710778	137.726108		5344854	takespacehamamatsu@gmail.com	[three_d_printing, circuit_production, laser, ...	active	[{'id': 854, 'url': 'http://www.take-space.com'}]	JPN
371	331	Fab Research Yokohama (Keio University)	fab_lab	226.0	This was a venue for FAB9 in 2013. Research Hub.	Known as SuperFabLab in FAB9. Social Fabricati...	fabresearchyokohamakeio	None	None	神奈川県横浜市中区山下町223-1 NU関内ビル2F	...	JP	35.442563	139.641344				[three_d_printing, cnc_milling, circuit_produc...	None	[{'id': 640, 'url': 'http://fabtechs.co'}]	JPN
432	366	FabLab SENDAI	fab_lab	NaN	Supported by Sendai city government.(2012-2017...	FabLab SENDAI – FLAT started not only as a “pl...	fablabsendai	http://fablabs.io.s3.amazonaws.com/2017/01/28/...	None	Ichiban-cho 2-2-8, Aoba-ku	...	JP	38.258777	140.875037		+81-22-797-5384	info@flatjp.com	[three_d_printing, cnc_milling, circuit_produc...	active	[{'id': 39763, 'url': 'https://linktr.ee/fabla...	JPN
442	161	FabLab Tsukuba	fab_lab	NaN	FabLab Tsukuba is communication space for scie...	<h3>FPGA-CAFE was closed at Mar 2017. If you h...	fpgacafefablabtsukuba	http://fablabs.io.s3.amazonaws.com/2017/01/28/...	http://fablabs.io.s3.amazonaws.com/2017/01/28/...	Ritchmond 2 street	...	JP	36.098235	140.108313		+81-3-6206-9275	susu@susutawari.org	[three_d_printing, cnc_milling, circuit_produc...	closed	[{'id': 199, 'url': 'http://susutawari.org/'}]	JPN
544	226	FabLab Kannai	fab_lab	NaN	FabLab Kannai is the 6th FabLab facility estab...	FabAcademy node since 2019	fablabkannai	http://fablabs.io.s3.amazonaws.com/2022/06/14/...	None	3-61-201 Aioi, Naka	...	JP	35.446611	139.637728		81+045-664-9009	fablab@yokohamalab.jp	[three_d_printing, cnc_milling, circuit_produc...	active	[{'id': 39795, 'url': 'https://twitter.com/Fab...	JPN
578	157	FabLab Kitakagaya	fab_lab	NaN			fablabkitakagaya	http://fablabs.io.s3.amazonaws.com/2017/10/29/...	None	5-4-12 Kitakagaya	...	JP	34.623314	135.474568	Coop Kitakagaya #107		admin@fablabkitakagaya.org	[three_d_printing, cnc_milling, circuit_produc...	active	[{'id': 192, 'url': 'http://fablabkitakagaya.o...	JPN
635	2798	skylabworkshop	fab_lab	NaN	Skylabworkshop is a STEAM learning facility fo...	Located in the Zaimokuza neighborhood of Kamak...	skylabworkshop	http://fablabs.io.s3.amazonaws.com/2023/10/06/...	http://fablabs.io.s3.amazonaws.com/2023/10/06/...	1-9-19 Zaimokuza	...	JP	35.307085	139.552187		+8107012785371	contact@skylabworkshop.tech	[three_d_printing, cnc_milling, circuit_produc...	active	[{'id': 42660, 'url': 'http://instagram.com/sk...	JPN
663	547	FabLab DAZAIFU	fab_lab	NaN			fablabdazaifu	http://fablabs.io.s3.amazonaws.com/2017/01/28/...	http://fablabs.io.s3.amazonaws.com/2017/01/28/...	2-19-30 Tofurominami	...	JP	33.508140	130.506275		+81-92-923-8223	info@fablabdazaifu.com	[three_d_printing, cnc_milling, circuit_produc...	None	[{'id': 941, 'url': 'http://fablabdazaifu.com/'}]	JPN
945	2615	FabLab Kuriyama	fab_lab	150.0	FabLab Kuriyama is Japan's northernmost govern...	FabLab Kuriyama is a public facility operated ...	fablabkuriyama	http://fablabs.io.s3.amazonaws.com/2022/08/07/...	http://fablabs.io.s3.amazonaws.com/2023/11/11/...	Kurihuto 1- 154	...	JP	43.057581	141.777155	The workshop is located on the far south side ...	0123769945	info@fablabkuriyama.jp	[three_d_printing, cnc_milling, circuit_produc...	active	[{'id': 39732, 'url': 'https://www.instagram.c...	JPN
998	2823	FabLab Yamaguchi	fab_lab	150.0	Let's get started! Make things your own size.	FabLab Yamaguchi is an open citizens' workshop...	fablabyamaguchi	None	None	大殿大路１３３−１	...	JP	34.182811	131.479790	The street in front of the lab is one-way.	none	info@fablabyamaguchi.com	[three_d_printing, cnc_milling, circuit_produc...	active	[{'id': 42839, 'url': 'https://fablabyamaguchi...	JPN
1014	1435	Manazuru Tech Lab	fab_lab	NaN	Located in the small fishing town of Manazuru,...	We are located in the small fishing town of Ma...	manazuru	http://fablabs.io.s3.amazonaws.com/2017/05/02/...	http://fablabs.io.s3.amazonaws.com/2017/05/02/...	894-1 Manatsuru	...	JP	35.153580	139.141330	Second floor of Satoumi Base 里海ベース2階	080.3557.6968	office@manazuru.net	[three_d_printing, cnc_milling, laser, precisi...	active	[{'id': 4638, 'url': 'http://www.manazuru.tech...	JPN
1246	3074	Fab Lab Nagoya	fab_lab	499.0	We are located in Nagoya city. You can reach u...	We are located in Nagoya city. You can reach u...	nagoya	http://fablabs.io.s3.amazonaws.com/2025/11/27/...	None	1-183 Namiki Nakamura	...	JP	35.153721	136.851547		8866	fablab@seeed.co.jp	[three_d_printing, cnc_milling, circuit_produc...	planned	[{'id': 62046, 'url': 'https://fablab-nagoya.o...	JPN
1336	653	FabLab Saga	fab_lab	NaN	FabLab Saga will send the culture of Saga to t...	The 9th FabLab in Japan. Located on central ar...	fablabsaga	http://fablabs.io.s3.amazonaws.com/2017/01/28/...	http://fablabs.io.s3.amazonaws.com/2017/01/28/...	Gofukumotomachi 2-30, FabLab Saga	...	JP	33.253867	130.303536		+81-952-97-7664	fablab.saga@gmail.com	[three_d_printing, circuit_production, laser, ...	active	[{'id': 8009, 'url': 'http://www.fablab-saga.c...	JPN
1442	387	Fab Lab Oita	fab_lab	NaN	FabLab Oita is a small lab in the center of Oi...	FabLab Oita is the 7th FabLab founded in Japan...	fablaboita	http://fablabs.io.s3.amazonaws.com/2025/01/13/...	http://fablabs.io.s3.amazonaws.com/2025/01/13/...	Chuomachi 1-1-19	...	JP	33.235606	131.607176	Go up the stairs to the third floor.	none	info@faboita.org	[three_d_printing, cnc_milling, laser, precisi...	active	[{'id': 718, 'url': 'http://www.faboita.org'}]	JPN
1485	1251	Ota Fab	fab_lab	161.0	We are a developer and manufacturer of the 3D ...	Our lab is owned by the 10 or more units of th...	otafab	http://fablabs.io.s3.amazonaws.com/2017/01/28/...	http://fablabs.io.s3.amazonaws.com/2017/01/28/...	Nishi-Kamata 7-4-4	...	JP	35.563907	139.715810		+81364287162	mail@smls.link	[three_d_printing, laser]	active	[{'id': 2231, 'url': 'https://www.facebook.com...	JPN
1630	620	FabLab tottori	fab_lab	157.0			fablabtottori	None	http://fablabs.io.s3.amazonaws.com/2017/01/28/...	701-3	...	JP	35.492441	134.234240		+81-0857-30-7260	fablab@ml.cjrd.tottori-u.ac.jp	[three_d_printing, cnc_milling, laser, precisi...	None	[{'id': 1064, 'url': 'http://www.fablab-tottor...	JPN
1748	1522	FabLab Nagano	fab_lab	499.0	Our lab is FabLab in the university establishe...	Our laboratory was established within Shinshu ...	fablabnagano	http://fablabs.io.s3.amazonaws.com/2017/09/10/...	http://fablabs.io.s3.amazonaws.com/2017/09/10/...	Faculty of Education,Shinshu University	...	JP	36.658118	138.179557	http://fablab-nagano.org/access	+81-26-238-4175	info@fablab-nagano.org	[three_d_printing, cnc_milling, circuit_produc...	active	[{'id': 4933, 'url': 'http://fablab-nagano.org...	JPN
1830	2271	FabLab Shinagawa	fab_lab	226.0	"A place of inclusion" is the key concept of o...	Our web site is https://fablab-shinagawa.org\r...	fablabshinagawa	None	http://fablabs.io.s3.amazonaws.com/2020/07/07/...	Nakanobu 4-6-15	...	JP	35.605528	139.713219		+81-3-6426-1967	n_hamanaka@fablab-shinagawa.org	[three_d_printing, cnc_milling, circuit_produc...	active	[{'id': 12904, 'url': 'https://fablab-shinagaw...	JPN
1899	2929	FabLab West-Harima	fab_lab	157.0	FabLab West Harima is based in Sayo-cho, locat...	FabLab West Harima started in March 2017 as a ...	fablabwestharima	http://fablabs.io.s3.amazonaws.com/2024/07/23/...	http://fablabs.io.s3.amazonaws.com/2024/07/23/...	580 Kuchi-Nagatani	...	JP	35.035121	134.375474	Fab Lab West-Harima is located on the site of ...	+818038357075	info@fablab-nishiharima.org	[three_d_printing, cnc_milling, circuit_produc...	active	[{'id': 44611, 'url': 'https://www.facebook.co...	JPN
2107	750	ASIJ FabLab	fab_lab	NaN	The American School in Japan is opening a Desi...	The American School in Japan will be opening a...	asijfablab	http://fablabs.io.s3.amazonaws.com/2018/04/24/...	http://fablabs.io.s3.amazonaws.com/2018/04/24/...	1-1-1	...	JP	35.683755	139.524181			schreiberm@gmail.com	[three_d_printing, cnc_milling, circuit_produc...	planned	[]	JPN
2652	153	FabLab KandaNishikicho (ex. FabLab Shibuya)	fab_lab	NaN	FabLab KandaNishikicho (ex. FabLab Shibuya) is...	We established Digital Fabrication Association...	fablabkn	http://fablabs.io.s3.amazonaws.com/2020/04/17/...	http://fablabs.io.s3.amazonaws.com/2018/10/16/...	3-20 KandaNishikicho	...	JP	35.693726	139.760792		+81(3) 5577 6959	info@fablabkn.tokyo	[three_d_printing, cnc_milling, circuit_produc...	active	[{'id': 189, 'url': 'https://www.facebook.com/...	JPN

	country_code	lab_count
136	US	301
43	FR	294
17	BR	199
63	IT	194
39	ES	106
...	...	...
94	NE	1
33	DJ	1
55	HU	1
107	PS	1
22	CG	1

	country_code	lab_count	ccd3	iso3	country	hdicode	region	hdi_rank_2023	hdi_1990	hdi_1991	...	pop_total_2014	pop_total_2015	pop_total_2016	pop_total_2017	pop_total_2018	pop_total_2019	pop_total_2020	pop_total_2021	pop_total_2022	pop_total_2023
0	AE	9	ARE	ARE	United Arab Emirates	Very High	AS	15.0	0.713	0.724	...	8.236875	8.674633	9.030873	9.234327	9.346870	9.377847	9.448524	9.789048	10.242086	10.642081
1	AF	1	AFG	AFG	Afghanistan	Low	SA	181.0	0.285	0.291	...	32.792523	33.831764	34.700612	35.688935	36.743039	37.856121	39.068979	40.000412	40.578842	41.454761
2	AL	2	ALB	ALB	Albania	Very High	ECA	71.0	0.654	0.638	...	2.903749	2.898632	2.897867	2.898242	2.894231	2.885009	2.871954	2.849636	2.827608	2.811655
3	AM	2	ARM	ARM	Armenia	Very High	ECA	69.0	0.663	0.652	...	2.922422	2.921178	2.918792	2.914963	2.909965	2.903971	2.890893	2.870348	2.880875	2.943393
4	AO	1	AGO	AGO	Angola	Medium	SSA	148.0	0.000	0.000	...	27.160770	28.157798	29.183070	30.234839	31.297155	32.375633	33.451132	34.532429	35.635029	36.749906
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
139	VE	3	VEN	VEN	Venezuela (Bolivarian Republic of)	High	LAC	121.0	0.658	0.669	...	30.254079	30.573972	30.765721	30.565324	29.807592	28.938098	28.444077	28.237826	28.213016	28.300854
140	VN	22	VNM	VNM	Viet Nam	High	EAP	93.0	0.499	0.509	...	91.679578	92.823254	94.000117	95.176977	96.237319	97.173776	98.079191	98.935098	99.680655	100.352192
141	XK	1	None	NaN	NaN	NaN	NaN	NaN	NaN	NaN	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
142	YT	1	MYT	NaN	NaN	NaN	NaN	NaN	NaN	NaN	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
143	ZA	8	ZAF	ZAF	South Africa	High	SSA	106.0	0.633	0.641	...	55.594839	56.723537	57.259551	57.635162	58.613000	59.587885	60.562381	61.502603	62.378410	63.212384

Week1-2: Tools¶

Data set¶

Import data¶

Visualization¶

Sample¶

Graph for HDI (2023)¶

Human Development Index(HDI) and Life Expectancy¶

HDI and Gross National Income Per Capita¶

HDI and Expected Years of Schooling¶

HDI and Mean Years of Schooling¶

Life Expectancy and Gross National Income Per Capita¶

Life Expectancy and Expected Years of Schooling¶

Life Expectancy and Mean Years of Schooling¶

Mean Years of Schooling and Gross National Income Per Capita¶

HDI female and male¶

Gender Development Index and Gender Inequality Index¶

Inequality in eduation and Inequality in income¶

Graph for Lab List¶

count number¶

check with the Japan lab number¶

Sort by most¶

Make graph¶

Graph for HDI and Lab List¶

Marge 2 lists - 1.Lab No.¶

Lab No and HDI¶

Lab No and Life Expectancy¶

Lab No and Mean Years of Schooling¶

Lab No and Gross National Income Per Capita¶

Lab No and Gender Development Index¶

Lab No and Gender Inequality Index¶

Lab No and Inequality in eduation¶

Lab No and Inequality in income¶

Marge 2 lists - 2.Lab Type¶

Lab type and HDI¶

Lab type and Mean Years of Schooling¶

Lab type and Inequality in eduation¶

Lab type and Inequality in income¶

	country_code	lab_count
0	AE	9
1	AF	1
2	AL	2
3	AM	2
4	AO	1
...	...	...
139	VE	3
140	VN	22
141	XK	1
142	YT	1
143	ZA	8

	country_code	lab_count
136	US	301
43	FR	294
17	BR	199
63	IT	194
39	ES	106
...	...	...
94	NE	1
33	DJ	1
55	HU	1
107	PS	1
22	CG	1

	country_code	lab_count
0	AE	9
1	AF	1
2	AL	2
3	AM	2
4	AO	1
...	...	...
139	VE	3
140	VN	22
141	XK	1
142	YT	1
143	ZA	8

	country_code	lab_count
136	US	301
43	FR	294
17	BR	199
63	IT	194
39	ES	106
...	...	...
94	NE	1
33	DJ	1
55	HU	1
107	PS	1
22	CG	1

	country_code	lab_count
0	AE	9
1	AF	1
2	AL	2
3	AM	2
4	AO	1
...	...	...
139	VE	3
140	VN	22
141	XK	1
142	YT	1
143	ZA	8

	country_code	lab_count
136	US	301
43	FR	294
17	BR	199
63	IT	194
39	ES	106
...	...	...
94	NE	1
33	DJ	1
55	HU	1
107	PS	1
22	CG	1