Big busty fat bartender woman who serves only the most calorically dense drinks

She's so hefty and charming, people can't help but keep coming back to spend time around her, so of course they have to get more and more drinks which bloat and fatten their bellies with each visit to her bar, each patron hoping to look round and bloated enough to earn a belly pat or cheek kiss from the lusty busty bar tender who loves watching them all swell for her approval~

joy is contained in the £6.75 bottle of prosecco from asda actually

Coursera Data Analysis Tools: Lesson4

Coursera Data Analysis Tools: Lesson4

Problem: Run an ANOVA, Chi-Square Test or correlation coefficient that includes a moderator.

I will be using the gapminder dataset and specifically the following variables:

Variable: incomeperperson -> Independen Variable

Description: 2010 Gross Domestic Product per capita in constant 2000 US$. The inflation but not the differences in the cost of living between countries has been taken into account.

Source: World Bank Work Development Indicators

Variable: hivrate -> Response Variable

Description: 2009 estimated HIV Prevalence % - (Ages 15-49) Estimated number of people living with HIV per 100 population of age group 15-49.

Source: UNAIDS online database

Variable: alcconsumption -> Moderator Variable

Description: 2008 alcohol consumption per adult (age 15+), litres Recorded and estimated average alcohol consumption, adult (15+) per capita consumption in litres pure alcohol

Source: WHO

I will test if alcohol consumption moderates the relation between the HIV Rate and income per person splitting the 2 data sets by alcohol rate of 10.26 (3 first quartiles versus the last one).

Scatterplot without moderator variable

Correlation between income and HIV Rate

PearsonRResult(statistic=-0.19957889250013813, pvalue=0.01647348228432107)

R-Square =  0.03983173433158169

Conclusion without moderator variable

The test shows almost no correlation between income and HIV Rate (Correlation = -0.19, p=0.0164) - result is statistically significant.

Splitting data sets in 2 with alcohol variable acting as a moderator

PearsonRResult(statistic=-0.17122889775532424, pvalue=0.07641660031872906)

R-Square =  0.029319335426503283

PearsonRResult(statistic=-0.23561528923376898, pvalue=0.16655263809812884)

R-Square =  0.055514564520712614 

Conclusion with Moderator variable

Dataset with Alchohol Consumption rate of less than 10.26

R = -0.17

R-square = 0.029

p = 0.076 > 0.05 (not significant)

Dataset with Alchohol Consumption rate is grater than 10.26

R = -0.23

R-square = 0.05

p = 0.166 > 0.05 (not significant)

Result is promising on the top segment with correlation improving but not by a lot and on top of it, results are not significant, thus we cannot conclude that alcohol consumption is a moderator.

Code

import pandas import numpy import scipy.stats import seaborn import matplotlib.pyplot as plt

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

Clean variables

clean = df[['incomeperperson', 'hivrate', 'alcconsumption']].copy() clean['incomeperperson'].replace({'':numpy.nan, ' ':numpy.nan}, inplace=True ) clean['hivrate'].replace({'':numpy.nan, ' ':numpy.nan}, inplace=True ) clean['alcconsumption'].replace({'':numpy.nan, ' ':numpy.nan}, inplace=True ) clean.dropna(inplace=True) clean['incomeperperson'] = clean['incomeperperson'].astype('float64',copy=False) clean['hivrate'] = clean['hivrate'].astype('float64',copy=False) clean['alcconsumption'] = clean['alcconsumption'].astype('float64',copy=False)

scat1 = seaborn.regplot(x="incomeperperson", y="hivrate", fit_reg=True, data=clean) plt.xlabel('Income per Person') plt.ylabel('HIV Rate') plt.title('Scatterplot for the Association Income per Person and HIV Rate') plt.show()

p =scipy.stats.pearsonr(clean['incomeperperson'], clean['hivrate']) print(p) print('R-Square = ', p[0]**2)

p1 =scipy.stats.pearsonr(clean_df1['incomeperperson'], clean_df1['hivrate']) print(p1) print('R-Square = ', p1[0]**2)

p2 =scipy.stats.pearsonr(clean_df2['incomeperperson'], clean_df2['hivrate']) print(p2) print('R-Square = ', p2[0]**2)

What to do with your Eclipse Water

Image from whitewitchparlour.blog

So. I've got my extra fancy bottle of super wolf moon eclipse water tucked away in the darkest spot in my house, wrapped tightly in cloth and mystery.

Now what the heck do i do with it?

If you're drawing blanks, here's a list and collection of simple concoctions and spells to make good use of your eclipse water:

🌙A Spell to Transform What's Blocking You

🌙Eclipse Tea

🌙Uncrossing Bath

🌙Alchoholic tincture to preserve water

🌙Spell for Self Love

🌙To curse or bind a bully

🌙acne face mask

🌙Glamour face mask

🌙To aide in programming crystals

🌙Self love Valentine dessert

🌙divination

🌙Spell to get out of an abusive situation

🌙spell to get rid of toxic people and situations from your life

🌙healing spells

🌙Floor washes and room sprays

I'm not going to provide full instructions on everything cuz i just don't have that kind of time. but here are a few more detailed how-to's

🌕A Spell to Transform What's Blocking You

Eclipse water is extremely powerful for adding transformational energy to your work.

Two pieces of paper

You will need: a medicine bottle

A (black) marker

eclipse water

a (black and white) reversal candle

Light one end of the reversal candle. write down a list of what is blocking you from x (works best with personal bad habits getting in the way of a goal, fears and negative emotions that fuel self sabotaging behavior and prevent goals and happines.) ask yourself why that thing is blocking you. really get down to the roots of your issue. when you are satisfied you have everything down, flip the candle over and light the other end. For each item on your list, make a bulleted item on the other piece of paper that lists the actions you can take to get rid of that obstacle, or how that problem can be resolved. when you have finished every item on your list, cut each item from your blockages list out separately. fold it away from you, and put in a dark medicine bottle. say,

I dissolve your influence with the transformative power of the moon. be gone from my life.

when youre finished, fill the bottle with eclipse water. you can also add salt to help contain the negative energy,

Bury bottle and wax remnants or wrap securely in a dark cloth, dispose of at a crossroads (like the garbage at a gas station at an intersection ... dont litter!!!!!!!!!!!!!!!!)

🌕eclipse tea:

Make tea with herbs that relate to something you want to transform. If you suffer from depression. for example, a great tea would be earl grey, orange with black tea, peppermint, or an emotional uncrossing with black tea, edible rose petals, organic orange peel, lavender, lemon balm, and bay leaf.

🌕uncrossing bath

Add eclipse water to a traditional uncrossing bath for powerful transformation of the negative energies effecting your life,

🌕tincture

to preserve your water, add to alchohol. the higher the proof, the longer it will last.

🌕Spell for self love

The eclipse happened during a full moon in leo, which means transformational energy is best directed at issues concerning our emotions connected with self image and ego. if you have low self esteem, self worth, or if your self image is warped by feelings of inferiority, jealousy, or cognitive distortions, use eclipse water in magick geared towards improving your relationship with the most important person in your life - yourself.

🌕 To curse or bind a bully

Got a classmate, co worker or family member who has a really sh****y attitude? Do they make your (Or a loved one's) life hell? Sounds like a fragile, over inflated ego ready to pop to me. mix some eclipse energy into your war water or toss their handwriting and name into a bag filled with liquid 'tude shifter and freeze that sucker.

🌕Face masks

Eclipse water would be great to mix up a batch of bentonite clay with a couple drops of pure lavender and tea tree essential oils, for acne problems.

For dry skin with a flaking problem, try mixing with food grade rose petals, rose water, or pure rose essential oil ( blended with jojoba is cheaper and great for the skin) along with yogurt.

You could also use eclipse water in glamour spells or a masque to glamour your appearance for an evening.

🌕 programming crystals

Take advantage of the particular energies of this passed eclipse, if you havent already, by using water to help program intent into crystals you intend to use for a relevant purpose. For example, to aid in transforming bad habits or addictive behaviors, use on amethyst or amazonite. for self love, try pink quartz, rhodochrosite, emerald, and also amazonite. to help with transitions, try labradorite and malachite. etc.

🌕Vegan Rose Water Cheese Cake

for the recipe. Make your own rose water by steeping food-grade, organic rose petals in eclipse water (no warmer than room temperature). This recipe was chosen because its ingredients are especially conducive to a self-love spell. Make sure to look up each ingredients correspondences and connect with the ingredients as you make it. the eclipse water will help the transformational process of learning self love... especially because it contains energy from a full moon in leo. if you plan on making this for valentines' day, be sure to freeze your water as moon water should only be kept max a couple of weeks if its consumed.

🌕Use eclipse water in certain divination forms like Hydromancy - water ripples, lecanomancy - olive oil and water, Oomancy - egg and water, and encromancy- ink and water )

New Post has been published on https://www.surviveuk.com/survival-blog/camping-kit-for-50-quid/

Camping kit for 50 quid.

I often get asked when out camping with friends ‘Whats the best knife for £50?’, I usually notice however, that what they really need is a basic setup. I don’t mind loaning kit to friends but, when they want to spend £50 on a knife yet have nothing to sleep in or are carrying their camping kit in plastic bags, maybe they need to spend that £50 somewhere-else. So with 10 minutes on Amazon I found a decent setup for £50(well it was close to £60 if I’m honest but I was never asked for the best knife for £60) and all including delivery, so no extra fees.

So lets get started on our camping kit for 50 quid.

  Risefit 30L backpack £14.07

Tidy little backpack big enough to store all of the gear with room for food and water (or whatever beverage you desire, don’t take gin). I’m not kidding when i say I have friends who bring carrier bags filled with useless crap thinking it is necessary. My motto is ‘Don’t bring it if you don’t want to carry it.’ and I stand by that. I wont help somebody carry their 4 post bed and laz-e-boy out into the sticks. I pack light and the only thing that I carry outside of my backpack is a folding chair and whatever booze I’m bringing. Just stick to the minimal gear and you wont be sorry when you have very little to take home with you after a night on the sauce.

  G4Free Hammock  £8.99

Basic hammock that’s big enough for 2 people so there will be plenty to wrap over yourself to keep the bugs off you at night. It doesn’t come with a rain cover but’ you can always get one later on and most people wont be camping in the rain anyway. There are cheaper options such as netting hammocks but trust me they are horrible to sleep in and while I don’t get bothered by bugs I know most people do so the extra to wrap around yourself may just make your night out in the wild a restful one.

    Yellowstone sleeping bag  £11.17

On offer at the moment, so maybe you will have to get a different one but, there were plenty around the same price so no excuse for not having anything to sleep in. Good enough for a first sleeping bag and could last you several years of use if you keep it clean. Combine this with the G$Free hammock and you have a decent sleeping arrangement that’s easy to carry.

      Mora Basic Knife  £8.92

I mentioned knives for £50 and how other items were more important but those are as upgrades. If you have no knife and are looking to make your first kit on a budget then look no further. We are big fans of Mora quality and design. You can only get a better knife for less than £30 if it’s a Mora so, if you need a knife in your starter kit this is definitely it.

      Linkax LED Torch £6.99

No camping kit is complete without a little torch for gathering wood, keeping watch or going for a walk. There were slightly cheaper ones but this had lots of good reviews and a very affordable price. Waterproof and adjustable brightness and spot/floodlight settings, it even comes with some batteries.

      Aluminium Cooking Set £7.50

A very cheap cooking set with everything you need to go out for a weekend. No cup but you can always use a pot for a brew and for only £7.50 including delivery. BARGAIN!

        San-Wood Fire Starter  £0.77

Standard magnesium flint steel to get your fire going and for only 77p including delivery. I have to be honest I was surprised to find a fire starter for less than a pound and even more surprised to find out it had free delivery. There is no excuse now to not have the tools you need to get a fire going. For less than £10 you get a Mora knife and a fire starter. Good times. Obviously not everybody needs a firestarter like this, most of you can make do with a lighter and some TP but come on 77p, I needed to mention it.

    Just a few alternative ideas for you guys that dont want a hammock but it will cost a few more of your precious pounds. Mountain warehouse tent for £25. Also don’t forget a good mattress. I recommend self inflating as they are more portable and I find them more comfortable Trail self inflating sleeping mat for £16. This would put you at around £90 bu if floor camping is where you are at then you don’t have much choice as any cheaper than this and you are going to be wet in the rain and uncomfortable anywhere except a mattress grove. I don’t know where mattresses are grown but I assume its called a grove.

  This came in at £58.41 on Amazon. So a little over budget but I think we can agree not by a huge amount.  Obviously people may likely have a spare backpack laying around or wont need cooking kit because they might just skewer a steak and cook it caveman style but for £58 it’s a good setup for anybody who has never gone camping before and is just looking to spend a night or two out with some friends and thinks it will be too expensive. Clearly it is not and it’s the great thing about camping. You dont need lots of money to get started. My first night out (not including in my back garden when I was 5 ) were as a teenager using a tarp from my dads garage and a sleeping bag from when I was 5. I was out with 3 friends getting drunk and eating pizzas cooked on a stone next to our campfire and it was fantastic [except when we mixed a bottle of gin with our only non alchoholic beverage(cherryade) and had nothing to drink in the morning]. It cost me nothing at the time and spurred a love of camping that never died. I highly urge you to get out there and get your friends out as well.

Week 1 - Getting my Research Started

Data set Choice -

After going through all of the course codebooks given. I found my interest in Gapminder codebook. 

Topic of Interest - 

How Life expectancy in different countries is related to alcohol consumption?Also what are other factors to high life expectancy?

I am also intersted to see how Life expectancy in countries related to following - 

Employ Rate

Internet use rate

Income per person

Urban rate

Oil per person

HIV rate

Hypothesis - 

Is life expectancy lower in countries with higher alchohol consumption?

Is life expectancy higher in countries with higher employ rate?

Is life expectancy higher in countries with higher Income per person?

Is life expectancy higher in countries with higher Internet use rate?

Selection of variables- 

Country (Unique Identifier),

incomeperperson (Gross Domestic Product per capita in constant 2000 US$. The inflation but not the differences in the cost of living between countries Indicators has been taken into account. ),

alcconconsumption (Alcohol consumption per adult (age 15+), litres Recorded and estimated average alcohol consumption, adult (15+) per capita consumption in litres pure alcohol ), 

employrate (Total employees age 15+ (% of population) Percentage of total population, age above 15, that has been employed during the given year),

internetuserate (Internet users (per 100 people) Internet users are people with access to the worldwide network), 

life expectancy (Life expectancy at birth (years) The average number of years a newborn child would live if current mortality patterns were to stay the same),

HIVrate(estimated HIV Prevalence % - (Ages 15-49) Estimated number of people living with HIV per 100 population of age group 15-49),

oilperperson (Oil Consumption per capita (tonnes per year and person)),

urbanrate ( Urban population (% of total) Urban population refers to people living in urban areas as defined by national statistical offices (calculated using World Bank population estimates and urban ratios from the United Nations World Urbanization Prospects) )

Literature Review - 

Citations/References - 

Mortality and life expectancy of people with alcohol use disorder in Denmark, Finland and Sweden

People with alcohol use disorder have 24–28 years shorter life expectancy than the general population in the Nordic countries. Alcohol use disorder is a major public health problem that causes many years of lost life

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4402015/

Drinkers who ignore alcohol consumption guidelines could be cutting years off their lives, researchers say.

A study of nearly 600,000 people found those drinking more than 100g of alcohol every week - the equivalent of five 175ml glasses of wine or pints of beer - were at an increased risk of early death.

http://www.itv.com/news/2018-04-13/drinking-more-alcohol-leads-to-lower-life-expectancy-research-finds/

The striking rise in Russian mortality is beyond the peacetime experience of industrialized countries

Many factors appear to be operating simultaneously, including economic and social instability, high rates of tobacco and alcohol consumption, poor nutrition, depression, and deterioration of the health care system.

https://jamanetwork.com/journals/jama/article-abstract/187318

Countries with more internet use show longer healthy life expectancies.

“The tendency of longer life expectancy in Internet-developed countries suggests that people are able to easily reach health information online. It also reflects the impact of high income level and urbanization level in the Internet-developed countries”

https://technology.inquirer.net/44847/countries-with-more-internet-users-show-longer-life-expectancy-study

A positive relationship between the usage of Internet and its impact on the life expectancy of individuals. The economic condition of each country has a strong direct and indirect impact on life expectancy as it can influence the Internet.

https://www.researchgate.net/publication/268631883_Examining_the_Relationship_between_the_Internet_and_Life_Expectancy

Social capital, life expectancy and mortality: a cross-national examination

Income per capita and the proportion of health expenditure financed by the government are both significantly and positively associated with better health outcomes. The paper casts doubt upon the widely accepted hypothesis that social capital has a positive effect on health and illustrates the importance of testing this kind of hypothesis in an extended model.

https://www.ncbi.nlm.nih.gov/pubmed/12742601

Summary: After looking at the data variable and other references(which are above mentioned), I am able to see there is correlation between life expectancy in countries and alcohol consumption. 

Few other findings I will be looking at - 

Correlation between Life Expectancy and employment rate, internet usage

Giant African Land Snails Total Care Quick Guide

Girls in their 40s possess difficulty along with their metabolism and also various other functions in the body system. Acute rhinitis is the popular disease from the Upper breathing body which is certainly not treatable with any sort of drugs. On the smallest visibility to cool or indicator from contamination these youngsters are actually highly pestered along with heavy doses of anti-biotics as well as anabolic steroids through moms and dads as well as physicians. What intrigued me regarding this concern coming from among my visitors is that if indeed the inquirer is inquiring about teeth, rather than nerves or even gum tissues, many of our company possess some false impressions concerning bones being rigid as well as long-lasting the moment we become adults. Socialisation offers folks usual goals; teaches them proper practices (deal with institution) and exactly what your a variety of duties are and also effective ways to meet all of them - e.g as a mother, instructor, daughter and so on After a few times without food, an individual may see weakness, persistent looseness of the bowels, negative decision-making, invulnerable deficiency, confusion, impatience and lessened libido. Grown-up children from alchoholics are actually a group along with large boundary issues, given that their alcoholic moms and dads, tarnished in their thinking, possess poor boundaries and also commonly have codependent partnerships with their loved ones. A ton of individuals today carry out certainly not actually know the major distinction between influenza and also chilly as well as that is actually difficult and also pretty challenging to examine the 2 due to the fact that they are pretty similar to each other. In some cases one of the most very painful part of trauma is to really feel isolated and in need of support. Most ear contaminations crystal clear on their own in only a couple of days-- as well as prescription antibiotics won't aid an infection dued to an infection. Only you, their kid, knows exactly what this feels like to withstand their dismissals for times at a time over a slight infraction, or birth the brunt of steady, age-inappropriate needs for perfection as well as strength. The guilt and also ache is deep for me and I am torn between this choice I shouldn't need to create - being along with my kids which will definitely very soon develop and leave and also being actually along with a daddy who I understand won't be below for life but that creates getting together one thing concerning his "schedule" which is essentially non existing. Making concerns worse, the blood vessels in more mature skin layer do not inflate in addition to the ships in the skin of more youthful individuals. In the meanspirited time, by asking the right inquiries and also sharing your final thoughts with trainees as well as youngsters, loved ones can easily make wise selections along with their education and learning bucks. Having said that, there are actually opportunities that a youngster carries out certainly not need guidance. Reflect to the biological analogy from Society - exactly how will functionalists see the task of learning in culture today and also the contribution that this makes to social life.

Prior to the body's. body immune system reduces the cool http://diets-for-everybody.info virus, this could infect the next person. Baseding upon the reviews offered by area, they commonly acquired K kind after the citizenship ceremonial, having said that some individuals got before the ceremony.Nine researches along with army staffs under heavy exercise experienced a 45 - 91 per-cent decrease in cold weather for the guys acquiring the vitamin C. (11) If you are combating a cold take THOUSAND - 5000 milligrams each day spread 3 to 4 attend that day at the beginning from chilly signs and symptoms.

Even better that new blonde inventions

Even better that new blonde inventions

chocolate oven and kettel central heated fridge dry water central heated igloos cordless bunjee rope The water-proof towel Glow in the dark sunglasses Solar powered flashlights Submarine screen doors A book on how to read Inflatable dart boards A dictionary index Powdered water Pedal powered wheel chairs Water proof tea bags Watermelon seed sorter Zero proof alchohol Reusable ice cubes See through tiolet tissue Skinless bananas Do it yourself roadmap Helicopter ejector seat

from http://www.dailyjoke4u.com/even-better-that-new-blonde-inventions/

Economic Impact of 1969 in Accordance to Stonewall

The Stonewall Riots were undoubtedly rooted in political oppression as well as unfounded economic strife. Various world-wide events had a surprising impact on the movement.  1969 started an economic decline and recession. According to thepeoplehistory.com rising inflation begun to be a worldwide problem considering the Vietnam war was ongoing during this time. Wartime had an effect on the homefront as more and more people began to oppose the war. It was said that military spending took money away from reforming welfare, housing, and urban renewal (ushistory.org). In New York City alone 600,000 jobs were lost. (bls.gov)

   Needed reform should have came to New York when John Lindsay was elected into office. He “held a firm stance” on working against the sensitive race and social issues of the time. His reform ideas were meant to be a picker-upper of sorts to release building tension and improve economic status, such as the citizen review of police. Unfortunately, his ideals were costly with staggering budget increases. Certain reformations didn’t last long as the ideals couldn’t stick in reality. (NY Times)  This leads us to Stonewall and the Stonewall Riots. During this time companies refused to sell proper alchohol licensing to LGBT bars on the sole purpose of their identity. In New York it was illegal to operate such an establishment without a liscense. Mafia affiliates and other opportunists “stepped in” to run these establishments. (theatlantic.com)  

Stonewall was a popular destination for young LGBT people. 

David Carter, the author of Stonewall: The Riots That Sparked the Gay Revolution recalled an anecdote: “... There are hundreds of young homosexuals in New York who literally have no home. Most of them are between 16 and 25, and came here from other places without jobs, money or contacts. Many of them are running away from unhappy homes.   Some got thrown out of school or the service for being gay and couldn't face going home. Some were even thrown out of their homes with only the clothes on their backs by ignorant, intolerant parents who'd rather see their kid dead than homosexual. They came to New York with the clothes on their backs. Some of them hustled, or had skills enough to get a job... Some are still wearing the clothes in which they came here a year or more ago. Jobless and without skills--without decent clothes to wear to a job interview--they live in the streets, panhandling or shoplifting for the price of admission to the Stonewall. That was the one advantage to the place--for $3.00 admission, one could stay inside, out of the winter's cold or the summer heat, all night long. Not only was the Stonewall better climatically, but it also saved the kids from spending the night in a doorway or from getting arrested as vagrants.”

Being a much affordable social option and a more welcoming society for those who were cast out provided a community to those who were struggling.  With the governent itself disallowing the prosperity of these sexual minorites and the frequent police raids on the bars with gay clientele it is no wonder how the riots errupted. Lindsay’s attempted at pushing money to his reforms only left the city bankrupt with no sticking power to the reforms. This economic entrenchment from the hold of corrupt opportunists, and over-spending trickled down to the far reaches of the city putting strain on citizens. -MS

-----------------------------------------Works Cited------------------------------------------- PBS. Accessed April 19, 2017. http://www.pbs.org/wnet/need-to-know/culture/the-spark-that-lit-the-gay-rights-movement-four-decades-later/1873/#disqus_thread.History of Gay Rights Movement in U.S. Accessed April 19, 2017. http://www.uky.edu/~lbarr2/gws250spring11_files/Page1186.htm.American Psychological Association. Accessed April 19, 2017. http://www.apa.org/pi/lgbt/resources/history.aspx.Statement on the Historical and Cultural Significance of the 1969 Woodstock Festival Site. Accessed April 19, 2017. http://www.woodstockpreservation.org/SignificanceStatement.htm.6. Stonewall Riots | Stanford History Education Group. Accessed April 19, 2017. https://sheg.stanford.edu/stonewall-riots.Ehrenhalt, Samuel M. "Economic and Demographic Change: The Case of New York City." February 3, 1993. Accessed April 19, 2017. https://www.bls.gov/opub/mlr/1993/02/art4full.pdf.Franke-Ruta, Garance. "An Amazing 1969 Account of the Stonewall Uprising." The Atlantic. January 24, 2013. Accessed April 19, 2017. https://www.theatlantic.com/politics/archive/2013/01/an-amazing-1969-account-of-the-stonewall-uprising/272467/."Stonewall Riots: The Beginning of the LGBT Movement." The Leadership Conference on Civil and Human Rights. Accessed April 19, 2017. http://www.civilrights.org/archives/2009/06/449-stonewall.html?referrer=https%3A%2F%2Fwww.google.com%2F."The Enduring Legacy of the 1969 Stonewall Riots." ACLU of Oregon. Accessed April 19, 2017. https://www.aclu-or.org/blog/Stonewall_Riots.The People History -- Steve Pearson. "What Happened in 1969 Important News and Events, Key Technology and Popular Culture." What Happened in 1969 inc. Pop Culture, Prices Significant Events, Key Technology and Inventions. Accessed April 19, 2017. http://www.thepeoplehistory.com/1969.html."The Stonewall Riot and Its Aftermath." Stonewall 25: Cases 1-2. Accessed April 19, 2017. http://www.columbia.edu/cu/lweb/eresources/exhibitions/sw25/case1.html."“So, what was Stonewall?”." The TransAdvocate. January 25, 2013. Accessed April 19, 2017. http://transadvocate.com/so-what-was-stonewall_n_8424.htm.