#urbanclassics

[scontomio]

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[rbem-amo]

Program Data Analysis Tools:  Module 4. Moderating variable

# -*- coding: utf-8 -*-

"""

Created on Fri Sep  8 11:25:51 2023

@author: ANA4MD

"""

# ANOVA

import numpy

import pandas

import statsmodels.formula.api as smf

import statsmodels.stats.multicomp as multi

import seaborn

import matplotlib.pyplot as plt

data = pandas.read_csv('gapminder.csv', low_memory=False)

# lower-case all DataFrame column names - place after code for loading data above

data.columns = list(map(str.lower, data.columns))

# bug fix for display formats to avoid run time errors - put after code for loading data above

pandas.set_option('display.float_format', lambda x: '%f' % x)

# to fix empty data to avoid errors

data = data.replace(r'^\s*$', numpy.NaN, regex=True)

# checking the format of my variables and set to numeric

data['femaleemployrate'].dtype

data['lifeexpectancy'].dtype

data['incomeperperson'].dtype

#data['urbanrate'].dtype

data['femaleemployrate'] = pandas.to_numeric(data['femaleemployrate'], errors='coerce', downcast=None)

data['lifeexpectancy'] = pandas.to_numeric(data['lifeexpectancy'], errors='coerce', downcast=None)

data['incomeperperson'] = pandas.to_numeric(data['incomeperperson'], errors='coerce', downcast=None)

#data['urbanrate'] = pandas.to_numeric(data['urbanrate'], errors='coerce', downcast=None)

#print('The explantory variable is the urban rate in 2 levels (rural, urban)')

#print('distribution for urban rate in 2 groups (rural, urban) and creating a new variable urban as categorical variable')

#data['urbanclass'] = pandas.cut(data['urbanrate'], [0, 20, 100], labels=['rural', 'urban'])

#c1 = data['urbanclass'].value_counts(sort=False, dropna=False)

#print (c1)

print('The explantory variable is the income per person in 3 levels (low class, midle class, upper class)')

print('distribution for income per person splits into 3 groups and creating a new variable income as categorical variable')

data['income'] = pandas.cut(data['incomeperperson'], [0, 2000, 24000, 120000], labels=['low class', 'middle class', 'upper class'])

c2 = data['income'].value_counts(sort=False, dropna=False)

print (c2)

print('The explantory variable is the life expectancy in 2 levels ( low, high)')

print('distribution for life expectancy in 2 groups (low, high) and creating a new variable urban as categorical variable')

data['life'] = pandas.cut(data['lifeexpectancy'], [0, 70, 100], labels=['low', 'high'])

c3 = data['life'].value_counts(sort=False, dropna=False)

print (c3)

model1 = smf.ols(formula='femaleemployrate ~ C(income)', data=data).fit()

print (model1.summary())

sub1 = data[['femaleemployrate', 'income']].dropna()

print ("means for femaleemployrate by income (low class, middle class, upper class)")

m1= sub1.groupby('income').mean()

print (m1)

print ("standard deviation for mean femaleemployrate by income (low class, middle class, upper class)")

st1= sub1.groupby('income').std()

print (st1)

# bivariate bar graph

seaborn.factorplot(x="income", y="femaleemployrate", data=data, kind="bar", ci=None)

plt.xlabel('income level')

plt.ylabel('Mean female employ %')

sub2=data[(data['life']=='low')]

sub3=data[(data['life']=='high')]

print ('association between income and femaleemploy rate for those with less life expectancy (Low)')

model2 = smf.ols(formula='femaleemployrate ~ C(income)', data=sub2).fit()

print (model2.summary())

print ("means for femaleemployrate by income (low class, middle class, upper class,) for low life expectancy")

m2= sub2.groupby('income').mean()

print (m2)

# bivariate bar graph

seaborn.factorplot(x="income", y="femaleemployrate", data=sub2, kind="bar", ci=None)

plt.xlabel('income level')

plt.ylabel('Mean female employ %')

print ('association between income and femaleemploy ratefor those with more life expectancy (high)')

model3 = smf.ols(formula='femaleemployrate ~ C(income)', data=sub3).fit()

print (model3.summary())

print ("means for femaleemployrate by income (low class, middle class, upper class) for high life expectancy")

m3 = sub3.groupby('income').mean()

print (m3)

# bivariate bar graph

seaborn.factorplot(x="income", y="femaleemployrate", data=sub3, kind="bar", ci=None)

plt.xlabel('income level')

plt.ylabel('Mean female employ %')

[woveninc]

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[zehaberlin]

URBANCLASSICS Summer Collection Diese einfache Doppelriemen Sandale aus Kalbsleder, hat einen minimalen Absatz und ist eine klassische und elegante Variante für den Sommer. Dieses spezielle Modell für Frauen ist durch sein besonderes Leder einzigartig und ideal geeignet für warme Tage. Kommt mit einem praktischen Aufbewahrungsbeutel. Made in Portugal #zehaberlin #sandalen #urbanjungle #urbanclassics #urbanstyle #sandali #chaussuresfemme #sandals #summervibes #summer2021 #estate2021 #white #bianco #weiß #fiori #blumen #flowers (hier: Berlin, Germany) https://www.instagram.com/p/CPQFRjRjelf/?utm_medium=tumblr

[theartisticboundariesco]

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THROWBACK THURSDAY

#TBT “Beat Street” (1984) ~ Not the usual break dance battle scene at The Roxy we’re used to seeing… Nah, I had a flashback about the day my “little brother” decided to tag along with me and my boys to O'Dell’s. I was 19 and he was 16. My mother went out of town for the weekend and left ME in charge. As much as I didn’t want him to go I had no choice. He kept asking and my boys persistently edged it on. Man he was a kid in a night club. I was responsible and most importantly afraid!?!? I couldn’t even enjoy myself because I was watching his every move… His dance moves. Dude had the time of his life. He was safe and a club hit. And just think… Big Brother almost spoiled it!?!?

[baddaclothes]

-Su www.BaddaClothes.com/it/ effettuando una spesa complessiva di €49,90 o più hai automaticamente la SPEDIZIONE GRATUITA. -Fino al 15 Marzo approfitta dei saldi invernali su centinaia di articoli.

[suskry]

Always the freshest gear from @streetshop_one @urbanclassics W/ @akir33rika #vsco #vscogoodshot #nikon #morning #urbanclassics #tech #vans #vansoldschool #sso #streetshopone #streetwear #urbanfashion #urbanstreetwear #tribearchipelago #buíldandbloom https://www.instagram.com/p/BrFPqY-ArXC/?utm_source=ig_tumblr_share&igshid=zhz1j68r057j

[djsempone-blog]

#party #urbanclassics #rap #rapmusic #trap #trapmusic #cityhall #szczecin #saturday widzimy się jutro na mainfloorze 😎 🔥🔥🔥 (w: Szczecin, Poland) https://www.instagram.com/p/BrXk__3hbt-/?utm_source=ig_tumblr_share&igshid=37cgadu6nr8x

[alephkin]

⠀ ⠀ These shirts are gonna be gone before you know it. Shoutout to @grime.galore & @drewdrewdrew__ killing it today out in BK. ⠀ Have you gotten your Flock Together tee yet? ⠀ ⠀ ⠀ #AlephKin #streetfashion #urbanfashion #nycfashion #hypebeast #urbanclassics #upcomingbrand #newclothingbrand #mensfashion #brooklynfashion #womensfashion #melanin #blackgirlmagic #FlockTogetherTee (at Brooklyn, New York)

[laszloblk]

Feeling the drip of my new @nike Airforce 1 tripple white. They are ways to Shiny 🥰 to be real! — Size: Tee (XXL) Denim (34/32) Shoes (43) — Shops: Urban classics — tall tee (ultra WHT) - DEF-SHOP Southpole — ripped skinny flex denim (GREY) - DEF-SHOP Nike — Airforce 1 ‚07 (tripple WHT) - JD-SPORTS BERLIN — #nikeairforce1 #nikelover #nikeshoes #shoelover #shoelove #tripplewhite #southpole #clothingbrand #clothingline #clothingmodel #dresdenmodel #newshoes #barberstyle #haircutmen #whitefit #talltee #urbanclassics #outfitinspo #streetfashions #streetfashionmen #streetfasion #streetfashionweek #streetfashionblog #bloggerlife #bloggermode #bloggerleben (hier: Dresden, Germany) https://www.instagram.com/p/CRSW97RLiu-/?utm_medium=tumblr

[wrnradio]

Tasty Tuesdays The E.Jones show feat Sharonda plus Nitti Dj Mark 7am wake up mix www.theejonesshow.com www.reewindradio.com #classicrnb #grownfolksmusic #liveradioshow #urbanclassics #mixtapemusic #80smusic #90smusic #wreedb #reewind 6am to 10am https://www.instagram.com/p/CPA4CiLL1CK/?utm_medium=tumblr

[leonardoalmada]

#arquitetura #arquiteturadeinteriores #cotaempreendimentos #urbanclassics (em Rua Almirante Tamandaré Itajaí Sc) https://www.instagram.com/p/CAdTUoxnrX0/?igshid=1r0sajyf4kwb7

[woveninc]

Big badges #britishmade #madeinengland #screenprinting #embroidery #puffembroidery #snapback #truckers #customgarments #relabelling #dtg #screenprint #fashion #yupoong #highstreet #woveninc #ukstreetwear #crossfit #urbanclassics #necklabels #ukscreenprint #northeast #cutandsew #garmentfinishing #merchandise #directtogarment #printlife #flexfit #3DEmbroidery #workwear ✉️ Info@woveninc.com ☎️ 0191 543 6966 💻 www.woveninc.com (at Woven Inc Ltd) https://www.instagram.com/p/CSYuiKvDj8g/?utm_medium=tumblr

[zehaberlin]

Happy Sunset ☀️ Ledersandalen für Männer kommen immer mehr in den Trend. Diese Sandale aus schwarzem Rindsleder hat eine Vollledersohle mit flachem Absatz und ist eine klassisch-elegante Variante für den Sommer. #zehaberlin #urbanclassics #mensfashion #sandalen #sandals #sandali #footwear #herrenmode #menstyle #menstreetstyle (hier: Germany) https://www.instagram.com/p/CQoob4vr2_a/?utm_medium=tumblr

[theartisticboundariesco]

View this post on Instagram

A post shared by The Artistic Boundaries Co. 🆎 (@artisticboundaries)

THROWBACK THURSDAY

#TBT “Crooklyn” (1994) ~ A Spike Lee Joint… Poor little Troy had no clue what she was watching here!?!? All she wanted to do was go to the bodega and get her snacks. Simple!!! Set in Brooklyn, New York, Spike and his sister Joi based the movie’s plot loosely on the story of their own lives… growing up during the early 70’s in Bed-Stuy. This is one for “The List” of all-time favorites. Two thumbs up!!! What say you??? Check the #abctbt for the title track…

[huskyandsmith]

View this post on Instagram

A post shared by Husky & Smith (@huskyandsmith)

sowing the #dainitesole before adding the stack of leathers . . . . . . . . #huskysmith #mensshoes #mensclothing #newcollection #urbanclassics #shoeoftheday #shoeaddict #shoestagram #shoeslover #fashionblogger_de #fashionpost #fashionista #fashionmen #fashiongram #modeling #menshair #hotguys #boy #manicure #fashionstyle #love #mensweardaily #menslook #watercolortattoo #tatoostyle #libero #exited #fashionpost #fashionart #hustlehard (at London, United Kingdom) https://www.instagram.com/p/B5ldxwJnFx3/?igshid=17ni7pwtlu4f0