This coming March me and my husband will be celebrating our 20 wedding anniversary. Our child could’ve been 19 years old now. Could’ve. But didn’t.

Back to 20 years ago in Kiev, Ukraine. The first pregnancy happened a few months after marriage. It was not planned or desired, we even considered abortion. I miscarried at 7-8 weeks. It was not a big deal at that time, shit happens. Being 19/21 years old we thought we had so much time ahead of us.

Memories of the 2nd and 3rd pregnancy are very blurry. One was completed by miscarrying at 9-10 weeks. For the 3rd one, it was no heartbeat on ultrasound at 12-13 weeks after 2-3 weeks of bed rest in the hospital. I won’t share all the details of hospitals in Kiev in early nineties. I will just tell you that last summer when I went to a hospital in Kiev with my husband who had a minor outpatient surgery done, I got first anxiety attack in my life.

So after third unsuccessful pregnancy and some very minor testing, doctors discovered that I was Rh negative and told me not to get pregnant for 3 years so that all the antibodies will weaken or something like that. Nobody new about Rhogam shot in our medicine at that time, I guess.

Fourth pregnancy happened after we moved to US. Everything was seemingly under control. Rhogam was shot. Still I miscarried again at 8-9 weeks.

For the fifth pregnancy we went to infertility clinic in Akron, OH and have done lots and lots of testing. Eureka! It turned out that I am a carrier of balanced chromosomal translocation. Genetic testing showed 22% chance of conceiving fetus without it or being a carrier as I am. One more (fifth) naturally conceive pregnancy ended in miscarriage again and fetus was tested positive for unbalanced translocation.

For sixth pregnancy in 2001, we decided to take real measures and planned in-vitro fertilization with preimplantation genetic diagnosis (PGD). At that time, there were 3 places in the country doing PGD. Yuri Verlinsky at Reproductive Genetics Institute in Chicago was a pioneer of this procedure. Through stimulation, was quite fruitful in producing 19 eggs. They were fertilized and given to us in a thermobox, which we put it in the back of our car and went to Chicago for PGD test. After anxious waiting for 3 days, the results came in – 3 out of 19 embryos were tested to be viable for implantation. Two were like me – carriers of balanced translocation and one was completely clear. Therefore, experimentally tested chance of me conceiving a normal pregnancy was 15%. We took those viable embryos back in the box to Ohio for implantation. One out them did not make it until 5th day of implantation. While the two were transferred and one got implanted and resulted in successful pregnancy.

We could not believe our happiness. Exactly, 10 years ago, when I was into 5th months of pregnancy in January of 2002 we moved to Albuquerque. At UNM hospital our new doctor could not believe our story. During detailed ultrasound, one of the measurements was within a norm, but on the higher end of the allowable range and therefore could be considered as weak indicator for small chance of Down syndrome. Amniocentesis was scheduled. In 2 days after amnio we received good news – no Down syndrome. In one week after amnio I came for a regular scheduled appointment and left with a heartbreaking news – fetus did not have heartbeat. Considered risk of amnio is 1:400 to 1:200. And I was the “lucky”, carrying 15%-probable (or even 5% if we count 1 successfully implanted out of 19 embryos) baby, one out of 200-400.

Two years later we decided to try one more time natural pregnancy. If not, we were thinking to adopt. This pregnancy was not welcomed at all. I was scared by the prospect of doctor visits, anticipation of bad news, D&C, etc. And 9 months later our first miracle child, Simon, was born through C-section. It was the present to our 13th wedding anniversary on March 28, 2005. It seemed that our family had to move into teen ages of the marriage to deserve a child. You can’t blame me for loving number 7 ever since. Seventh pregnancy gave us what we stopped dreaming for.

Here it was supposed to be an end of the story how we became luckiest people ever. But it is not the end.

Few years had passed and we became serious again about adopting 2nd child. But then I decided to try one more time natural pregnancy. It was beyond naive. Chance of successfully drawing 3 out of 19 twice in a row is 2.5%. And 4 years later, in 2009, our 2nd miracle child daughter Paulina was born through naturally conceived and carried eights pregnancy. You can’t blame me for loving number 8 ever since.

As my mom said “maybe you don’t have translocation anymore!”
I just think that the chance of being as lucky as we are is 2.5%! And we’re living it!

I have combined the following data into one data matrix:
- 2009 Vaccination data table (subset of most often given vaccines reflecting the trend) ;
- American Human Development Index by State from American Human development Project;

- Classification of Blue and Red states;

First, I have applied PCA to just vaccination rates data, where states partisan classification was used for classes.
No correlation between vaccination rates and partisan class was observed.

Second, Principal Component Analysis was applied to all data (vaccination rates and human development index) with autoscaling.

PC1 captures 39% of variance in the data and separates samples by those having high rank (cumulative index), high Education, Income and Health index from those having low Rank. Mostly blue states and some red states (AK, ND, NE, UT, KS) have highest rank. Vaccination rates do not contribute into PC1 (close to 0) indicating that there is no direct correlation between human development index and vaccination.

PC 2 separates states by vaccination rates. Those on top have higher vaccination rates that those on the bottom of a biplot. There is week correlation (captured in ~16% of variance in the data) between vaccination rates and education and income index and rank.

4 groups of states are classified by PCA:
1. Red states having quite good vaccination rates and very bed HD index.
2. Mostly blue states and some red states having best vaccination rates and best HD index.
3. Purple states having worst vaccination rates and worst HD index.
4. Mixed states – some blue, some red and Co with very bed vaccination rates but high Health Index.

Map of sexual activities created by PCA


Some additional interpretation is included as well

This is my attempt in response to challenge to visualize data from National Survey of Sexual Health and Behavior.

I have applied Principal Component Analysis and have used biplot as indicator to create a map, which shows distribution of various sexual activities and showing separation of men and women by age on the map.
The 1st PC (horizontal axis) separates data by gender-specific activities: in the middle there are activities common to both genders, to the left – men-specific and to the right – women-specific activities.
The 2nd PC (vertical axis) separates by degree of “advancement” in type of activity, masturbation being the most conservative one common to very youngest and oldest men and women, and anal sex being the most rare mostly common for the most sexually active age group of both men and women.



Тридцативосьмилетнего главного героя этого видеоклипа зовут Билл Шеннон. У Билла врожденное дегенеративное изменение тазобедренных суставов, из-за которого его ноги не выдерживают веса тела, хотя по видео этого не скажешь. Шэннон изобрел собственный способ передвижения на костылях и скейтборде и получил известность, выступая с хореографическими номерами на разных площадках. Сам клип снят одной непрерывной сессией. RJD2 также поучаствовал в создании этого видео. Он появляется в роли чувака с лестницы, дворника, скейтера. Мораль сей басни такова: Любое припятствие возникающее на твоем пути, какое-бы оно не было страшное и безвыходное, – это лишь повод создать новое чудо.

more about "Просто красиво", posted with vodpod

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