#urbanclassics

[scontomio]

💣 Urban Classics Giacca Puffer Retro 🤑 a soli 32,17€ ➡️ https://www.scontomio.com/coupon/urban-classics-giacca-puffer-retro/?feed_id=272229&_unique_id=66dc686a96e83&utm_source=Tumblr&utm_medium=social&utm_campaign=Poster&utm_term=Urban%20Classics%20Giacca%20Puffer%20Retro Scopri la giacca puffer verde dal design retro, realizzata in materiale sintetico. Vestibilità regolare e cappotto A-line per un look unico e alla moda. La giacca puffer verde dal design retro è un capo d'abbigliamento che unisce stile e funzionalità. Realizzata in materiale sintetico, offre una protezione efficace contro il freddo, rendendola ideale per le giornate invernali. La sua vestibilità regolare la rende perfetta per essere indossata sopra maglioni o felpe, garantendo comfort e libertà di movimento. Il design A-line di questo cappotto non solo conferisce un aspetto elegante, ma permette anche di esaltare la figura, adattandosi a diverse silhouette. Questa giacca è versatile e può essere facilmente abbinata a jeans, leggings o gonne, offrendo molteplici possibilità di styling. Le recensioni online lodano frequentemente il suo comfort e la qualità dei materiali, sottolineando come sia un'ottima scelta per chi cerca un look trendy senza rinunciare alla praticità. Indossata in diverse occasioni, dalla passeggiata in città a un'uscita con gli amici, questa giacca rappresenta un must-have nel guardaroba di chi ama distinguersi con stile. Scegliere questo capo significa investire in un prodotto che non solo offre calore, ma anche un tocco di originalità al proprio outfit. La giacca puffer verde è la soluzione perfetta per chi desidera essere alla moda senza compromettere il comfort. #coupon #urbanclassics #giacche #offerteamazon #scontomio

[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]

Dual headwear #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/CTc4JAiDYCY/?utm_medium=tumblr

[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]

View this post on Instagram

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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)

[scontomio]

💣 Urban Classics Giacca Impermeabile da Uomo con Cappuccio Rimovibile e Zip 🤑 a soli 17,53€ ➡️ https://www.scontomio.com/coupon/urban-classics-giacca-impermeabile-da-uomo-con-cappuccio-rimovibile-e-zip/?feed_id=266454&_unique_id=66c4d51625e01&utm_source=Tumblr&utm_medium=social&utm_campaign=Poster&utm_term=Urban%20Classics%20Giacca%20Impermeabile%20da%20Uomo%20con%20Cappuccio%20Rimovibile%20e%20Zip Scopri la giacca da uomo con cappuccio rimovibile, ideale per affrontare il freddo con stile. Comfort, praticità e diverse varianti di colore per ogni outfit. #coupon #urbanclassics #giacche #offerteamazon #scontomio

[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

[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…

[leonardoalmada]

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

[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