diff --git a/.DS_Store b/.DS_Store new file mode 100644 index 0000000000..7563ee29e2 Binary files /dev/null and b/.DS_Store differ diff --git a/_config.yml b/_config.yml index fb6e996934..d38d2faf65 100644 --- a/_config.yml +++ b/_config.yml @@ -1,19 +1,27 @@ -title: Clean Blog -email: your-email@example.com -description: A Blog Theme by Start Bootstrap -author: Start Bootstrap -baseurl: "/startbootstrap-clean-blog-jekyll" -url: "https://startbootstrap.github.io" +title: NYC Shooting Incidents +email: +description: and their impact in Social Development +author: Paulo Gonzalez +baseurl: "/" +url: "https://pauloog.github.io" # Social Profiles -twitter_username: SBootstrap -github_username: StartBootstrap -facebook_username: StartBootstrap +twitter_username: +github_username: +facebook_username: instagram_username: linkedin_username: # Add your google-analytics ID here to activate google analytics -google_analytics: UA-XXXXXXXXX-X # out your google-analytics code +#google_analytics: UA-XXXXXXXXX-X # out your google-analytics code + +# Build settings +# remote_theme: pages-themes/merlot@v0.2.0 +theme: minima +plugins: + - jekyll-feed + + #- jekyll-remote-theme # add this line to the plugins list if you already have one # Build settings markdown: kramdown @@ -22,4 +30,4 @@ paginate_path: "/posts/page:num/" plugins: - jekyll-feed - jekyll-paginate - - jekyll-sitemap ## Uncomment this line to silently generate a sitemaps.org compliant sitemap for your Jekyll site + #- jekyll-sitemap ## Uncomment this line to silently generate a sitemaps.org compliant sitemap for your Jekyll site diff --git a/_layouts/home.html b/_layouts/home.html index 6501456567..50378a27af 100644 --- a/_layouts/home.html +++ b/_layouts/home.html @@ -58,7 +58,6 @@

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diff --git a/_posts/.DS_Store b/_posts/.DS_Store new file mode 100644 index 0000000000..fd844f4f0a Binary files /dev/null and b/_posts/.DS_Store differ diff --git a/_posts/2020-01-26-dinosaurs.html b/_posts/2020-01-26-dinosaurs.html deleted file mode 100644 index fc3c9f0b6a..0000000000 --- a/_posts/2020-01-26-dinosaurs.html +++ /dev/null @@ -1,40 +0,0 @@ ---- -layout: post -title: "Dinosaurs are extinct today" -subtitle: "because they lacked opposable thumbs and the brainpower to build a space program." -date: 2020-01-26 23:45:13 -0400 -background: '/img/posts/01.jpg' ---- - -

Never in all their history have men been able truly to conceive of the world as one: a single sphere, a globe, having the qualities of a globe, a round earth in which all the directions eventually meet, in which there is no center because every point, or none, is center — an equal earth which all men occupy as equals. The airman's earth, if free men make it, will be truly round: a globe in practice, not in theory.

- -

Science cuts two ways, of course; its products can be used for both good and evil. But there's no turning back from science. The early warnings about technological dangers also come from science.

- -

What was most significant about the lunar voyage was not that man set foot on the Moon but that they set eye on the earth.

- -

A Chinese tale tells of some men sent to harm a young girl who, upon seeing her beauty, become her protectors rather than her violators. That's how I felt seeing the Earth for the first time. I could not help but love and cherish her.

- -

For those who have seen the Earth from space, and for the hundreds and perhaps thousands more who will, the experience most certainly changes your perspective. The things that we share in our world are far more valuable than those which divide us.

- -

The Final Frontier

- -

There can be no thought of finishing for ‘aiming for the stars.’ Both figuratively and literally, it is a task to occupy the generations. And no matter how much progress one makes, there is always the thrill of just beginning.

- -

There can be no thought of finishing for ‘aiming for the stars.’ Both figuratively and literally, it is a task to occupy the generations. And no matter how much progress one makes, there is always the thrill of just beginning.

- -
The dreams of yesterday are the hopes of today and the reality of tomorrow. Science has not yet mastered prophecy. We predict too much for the next year and yet far too little for the next ten.
- -

Spaceflights cannot be stopped. This is not the work of any one man or even a group of men. It is a historical process which mankind is carrying out in accordance with the natural laws of human development.

- -

Reaching for the Stars

- -

As we got further and further away, it [the Earth] diminished in size. Finally it shrank to the size of a marble, the most beautiful you can imagine. That beautiful, warm, living object looked so fragile, so delicate, that if you touched it with a finger it would crumble and fall apart. Seeing this has to change a man.

- -Demo Image -To go places and do things that have never been done before – that’s what living is all about. - -

Space, the final frontier. These are the voyages of the Starship Enterprise. Its five-year mission: to explore strange new worlds, to seek out new life and new civilizations, to boldly go where no man has gone before.

- -

As I stand out here in the wonders of the unknown at Hadley, I sort of realize there’s a fundamental truth to our nature, Man must explore, and this is exploration at its greatest.

- -

Placeholder text by Space Ipsum. Photographs by Unsplash.

diff --git a/_posts/2020-01-27-dreams.html b/_posts/2020-01-27-dreams.html deleted file mode 100644 index f687623ea2..0000000000 --- a/_posts/2020-01-27-dreams.html +++ /dev/null @@ -1,39 +0,0 @@ ---- -layout: post -title: "The dreams of yesterday are the hopes of today and the reality of tomorrow." -date: 2020-01-27 23:45:13 -0400 -background: '/img/posts/02.jpg' ---- - -

Never in all their history have men been able truly to conceive of the world as one: a single sphere, a globe, having the qualities of a globe, a round earth in which all the directions eventually meet, in which there is no center because every point, or none, is center — an equal earth which all men occupy as equals. The airman's earth, if free men make it, will be truly round: a globe in practice, not in theory.

- -

Science cuts two ways, of course; its products can be used for both good and evil. But there's no turning back from science. The early warnings about technological dangers also come from science.

- -

What was most significant about the lunar voyage was not that man set foot on the Moon but that they set eye on the earth.

- -

A Chinese tale tells of some men sent to harm a young girl who, upon seeing her beauty, become her protectors rather than her violators. That's how I felt seeing the Earth for the first time. I could not help but love and cherish her.

- -

For those who have seen the Earth from space, and for the hundreds and perhaps thousands more who will, the experience most certainly changes your perspective. The things that we share in our world are far more valuable than those which divide us.

- -

The Final Frontier

- -

There can be no thought of finishing for ‘aiming for the stars.’ Both figuratively and literally, it is a task to occupy the generations. And no matter how much progress one makes, there is always the thrill of just beginning.

- -

There can be no thought of finishing for ‘aiming for the stars.’ Both figuratively and literally, it is a task to occupy the generations. And no matter how much progress one makes, there is always the thrill of just beginning.

- -
The dreams of yesterday are the hopes of today and the reality of tomorrow. Science has not yet mastered prophecy. We predict too much for the next year and yet far too little for the next ten.
- -

Spaceflights cannot be stopped. This is not the work of any one man or even a group of men. It is a historical process which mankind is carrying out in accordance with the natural laws of human development.

- -

Reaching for the Stars

- -

As we got further and further away, it [the Earth] diminished in size. Finally it shrank to the size of a marble, the most beautiful you can imagine. That beautiful, warm, living object looked so fragile, so delicate, that if you touched it with a finger it would crumble and fall apart. Seeing this has to change a man.

- -Demo Image -To go places and do things that have never been done before – that’s what living is all about. - -

Space, the final frontier. These are the voyages of the Starship Enterprise. Its five-year mission: to explore strange new worlds, to seek out new life and new civilizations, to boldly go where no man has gone before.

- -

As I stand out here in the wonders of the unknown at Hadley, I sort of realize there’s a fundamental truth to our nature, Man must explore, and this is exploration at its greatest.

- -

Placeholder text by Space Ipsum. Photographs by Unsplash.

diff --git a/_posts/2020-01-28-exploration.html b/_posts/2020-01-28-exploration.html deleted file mode 100644 index ec94119725..0000000000 --- a/_posts/2020-01-28-exploration.html +++ /dev/null @@ -1,40 +0,0 @@ ---- -layout: post -title: "Failure is not an option" -subtitle: "Many say exploration is part of our destiny, but it’s actually our duty to future generations." -date: 2020-01-28 23:45:13 -0400 -background: '/img/posts/03.jpg' ---- - -

Never in all their history have men been able truly to conceive of the world as one: a single sphere, a globe, having the qualities of a globe, a round earth in which all the directions eventually meet, in which there is no center because every point, or none, is center — an equal earth which all men occupy as equals. The airman's earth, if free men make it, will be truly round: a globe in practice, not in theory.

- -

Science cuts two ways, of course; its products can be used for both good and evil. But there's no turning back from science. The early warnings about technological dangers also come from science.

- -

What was most significant about the lunar voyage was not that man set foot on the Moon but that they set eye on the earth.

- -

A Chinese tale tells of some men sent to harm a young girl who, upon seeing her beauty, become her protectors rather than her violators. That's how I felt seeing the Earth for the first time. I could not help but love and cherish her.

- -

For those who have seen the Earth from space, and for the hundreds and perhaps thousands more who will, the experience most certainly changes your perspective. The things that we share in our world are far more valuable than those which divide us.

- -

The Final Frontier

- -

There can be no thought of finishing for ‘aiming for the stars.’ Both figuratively and literally, it is a task to occupy the generations. And no matter how much progress one makes, there is always the thrill of just beginning.

- -

There can be no thought of finishing for ‘aiming for the stars.’ Both figuratively and literally, it is a task to occupy the generations. And no matter how much progress one makes, there is always the thrill of just beginning.

- -
The dreams of yesterday are the hopes of today and the reality of tomorrow. Science has not yet mastered prophecy. We predict too much for the next year and yet far too little for the next ten.
- -

Spaceflights cannot be stopped. This is not the work of any one man or even a group of men. It is a historical process which mankind is carrying out in accordance with the natural laws of human development.

- -

Reaching for the Stars

- -

As we got further and further away, it [the Earth] diminished in size. Finally it shrank to the size of a marble, the most beautiful you can imagine. That beautiful, warm, living object looked so fragile, so delicate, that if you touched it with a finger it would crumble and fall apart. Seeing this has to change a man.

- -Demo Image -To go places and do things that have never been done before – that’s what living is all about. - -

Space, the final frontier. These are the voyages of the Starship Enterprise. Its five-year mission: to explore strange new worlds, to seek out new life and new civilizations, to boldly go where no man has gone before.

- -

As I stand out here in the wonders of the unknown at Hadley, I sort of realize there’s a fundamental truth to our nature, Man must explore, and this is exploration at its greatest.

- -

Placeholder text by Space Ipsum. Photographs by Unsplash.

diff --git a/_posts/2020-01-29-prophecy.html b/_posts/2020-01-29-prophecy.html deleted file mode 100644 index 65704ea439..0000000000 --- a/_posts/2020-01-29-prophecy.html +++ /dev/null @@ -1,40 +0,0 @@ ---- -layout: post -title: "Science has not yet mastered prophecy" -subtitle: "We predict too much for the next year and yet far too little for the next ten." -date: 2020-01-29 23:45:13 -0400 -background: '/img/posts/04.jpg' ---- - -

Never in all their history have men been able truly to conceive of the world as one: a single sphere, a globe, having the qualities of a globe, a round earth in which all the directions eventually meet, in which there is no center because every point, or none, is center — an equal earth which all men occupy as equals. The airman's earth, if free men make it, will be truly round: a globe in practice, not in theory.

- -

Science cuts two ways, of course; its products can be used for both good and evil. But there's no turning back from science. The early warnings about technological dangers also come from science.

- -

What was most significant about the lunar voyage was not that man set foot on the Moon but that they set eye on the earth.

- -

A Chinese tale tells of some men sent to harm a young girl who, upon seeing her beauty, become her protectors rather than her violators. That's how I felt seeing the Earth for the first time. I could not help but love and cherish her.

- -

For those who have seen the Earth from space, and for the hundreds and perhaps thousands more who will, the experience most certainly changes your perspective. The things that we share in our world are far more valuable than those which divide us.

- -

The Final Frontier

- -

There can be no thought of finishing for ‘aiming for the stars.’ Both figuratively and literally, it is a task to occupy the generations. And no matter how much progress one makes, there is always the thrill of just beginning.

- -

There can be no thought of finishing for ‘aiming for the stars.’ Both figuratively and literally, it is a task to occupy the generations. And no matter how much progress one makes, there is always the thrill of just beginning.

- -
The dreams of yesterday are the hopes of today and the reality of tomorrow. Science has not yet mastered prophecy. We predict too much for the next year and yet far too little for the next ten.
- -

Spaceflights cannot be stopped. This is not the work of any one man or even a group of men. It is a historical process which mankind is carrying out in accordance with the natural laws of human development.

- -

Reaching for the Stars

- -

As we got further and further away, it [the Earth] diminished in size. Finally it shrank to the size of a marble, the most beautiful you can imagine. That beautiful, warm, living object looked so fragile, so delicate, that if you touched it with a finger it would crumble and fall apart. Seeing this has to change a man.

- -Demo Image -To go places and do things that have never been done before – that’s what living is all about. - -

Space, the final frontier. These are the voyages of the Starship Enterprise. Its five-year mission: to explore strange new worlds, to seek out new life and new civilizations, to boldly go where no man has gone before.

- -

As I stand out here in the wonders of the unknown at Hadley, I sort of realize there’s a fundamental truth to our nature, Man must explore, and this is exploration at its greatest.

- -

Placeholder text by Space Ipsum. Photographs by Unsplash.

diff --git a/_posts/2020-01-30-heartbeats.html b/_posts/2020-01-30-heartbeats.html deleted file mode 100644 index a444e6cd18..0000000000 --- a/_posts/2020-01-30-heartbeats.html +++ /dev/null @@ -1,39 +0,0 @@ ---- -layout: post -title: "I believe every human has a finite number of heartbeats. I don't intend to waste any of mine." -date: 2020-01-30 23:45:13 -0400 -background: '/img/posts/05.jpg' ---- - -

Never in all their history have men been able truly to conceive of the world as one: a single sphere, a globe, having the qualities of a globe, a round earth in which all the directions eventually meet, in which there is no center because every point, or none, is center — an equal earth which all men occupy as equals. The airman's earth, if free men make it, will be truly round: a globe in practice, not in theory.

- -

Science cuts two ways, of course; its products can be used for both good and evil. But there's no turning back from science. The early warnings about technological dangers also come from science.

- -

What was most significant about the lunar voyage was not that man set foot on the Moon but that they set eye on the earth.

- -

A Chinese tale tells of some men sent to harm a young girl who, upon seeing her beauty, become her protectors rather than her violators. That's how I felt seeing the Earth for the first time. I could not help but love and cherish her.

- -

For those who have seen the Earth from space, and for the hundreds and perhaps thousands more who will, the experience most certainly changes your perspective. The things that we share in our world are far more valuable than those which divide us.

- -

The Final Frontier

- -

There can be no thought of finishing for ‘aiming for the stars.’ Both figuratively and literally, it is a task to occupy the generations. And no matter how much progress one makes, there is always the thrill of just beginning.

- -

There can be no thought of finishing for ‘aiming for the stars.’ Both figuratively and literally, it is a task to occupy the generations. And no matter how much progress one makes, there is always the thrill of just beginning.

- -
The dreams of yesterday are the hopes of today and the reality of tomorrow. Science has not yet mastered prophecy. We predict too much for the next year and yet far too little for the next ten.
- -

Spaceflights cannot be stopped. This is not the work of any one man or even a group of men. It is a historical process which mankind is carrying out in accordance with the natural laws of human development.

- -

Reaching for the Stars

- -

As we got further and further away, it [the Earth] diminished in size. Finally it shrank to the size of a marble, the most beautiful you can imagine. That beautiful, warm, living object looked so fragile, so delicate, that if you touched it with a finger it would crumble and fall apart. Seeing this has to change a man.

- -Demo Image -To go places and do things that have never been done before – that’s what living is all about. - -

Space, the final frontier. These are the voyages of the Starship Enterprise. Its five-year mission: to explore strange new worlds, to seek out new life and new civilizations, to boldly go where no man has gone before.

- -

As I stand out here in the wonders of the unknown at Hadley, I sort of realize there’s a fundamental truth to our nature, Man must explore, and this is exploration at its greatest.

- -

Placeholder text by Space Ipsum. Photographs by Unsplash.

diff --git a/_posts/2020-01-31-man-must-explore.html b/_posts/2020-01-31-man-must-explore.html deleted file mode 100644 index 4dd948b4d7..0000000000 --- a/_posts/2020-01-31-man-must-explore.html +++ /dev/null @@ -1,40 +0,0 @@ ---- -layout: post -title: "Man must explore, and this is exploration at its greatest" -subtitle: "Problems look mighty small from 150 miles up" -date: 2020-01-31 10:45:13 -0400 -background: '/img/posts/06.jpg' ---- - -

Never in all their history have men been able truly to conceive of the world as one: a single sphere, a globe, having the qualities of a globe, a round earth in which all the directions eventually meet, in which there is no center because every point, or none, is center — an equal earth which all men occupy as equals. The airman's earth, if free men make it, will be truly round: a globe in practice, not in theory.

- -

Science cuts two ways, of course; its products can be used for both good and evil. But there's no turning back from science. The early warnings about technological dangers also come from science.

- -

What was most significant about the lunar voyage was not that man set foot on the Moon but that they set eye on the earth.

- -

A Chinese tale tells of some men sent to harm a young girl who, upon seeing her beauty, become her protectors rather than her violators. That's how I felt seeing the Earth for the first time. I could not help but love and cherish her.

- -

For those who have seen the Earth from space, and for the hundreds and perhaps thousands more who will, the experience most certainly changes your perspective. The things that we share in our world are far more valuable than those which divide us.

- -

The Final Frontier

- -

There can be no thought of finishing for ‘aiming for the stars.’ Both figuratively and literally, it is a task to occupy the generations. And no matter how much progress one makes, there is always the thrill of just beginning.

- -

There can be no thought of finishing for ‘aiming for the stars.’ Both figuratively and literally, it is a task to occupy the generations. And no matter how much progress one makes, there is always the thrill of just beginning.

- -
The dreams of yesterday are the hopes of today and the reality of tomorrow. Science has not yet mastered prophecy. We predict too much for the next year and yet far too little for the next ten.
- -

Spaceflights cannot be stopped. This is not the work of any one man or even a group of men. It is a historical process which mankind is carrying out in accordance with the natural laws of human development.

- -

Reaching for the Stars

- -

As we got further and further away, it [the Earth] diminished in size. Finally it shrank to the size of a marble, the most beautiful you can imagine. That beautiful, warm, living object looked so fragile, so delicate, that if you touched it with a finger it would crumble and fall apart. Seeing this has to change a man.

- -Demo Image -To go places and do things that have never been done before – that’s what living is all about. - -

Space, the final frontier. These are the voyages of the Starship Enterprise. Its five-year mission: to explore strange new worlds, to seek out new life and new civilizations, to boldly go where no man has gone before.

- -

As I stand out here in the wonders of the unknown at Hadley, I sort of realize there’s a fundamental truth to our nature, Man must explore, and this is exploration at its greatest.

- -

Placeholder text by Space Ipsum. Photographs by Unsplash.

diff --git a/_posts/2023-05-07-shootings-in-NYC.html b/_posts/2023-05-07-shootings-in-NYC.html new file mode 100644 index 0000000000..57e11b0a8f --- /dev/null +++ b/_posts/2023-05-07-shootings-in-NYC.html @@ -0,0 +1,167 @@ +--- +classes: wide +layout: post +title: "Analysis of shooting incidents in New York City and their social development impact" +subtitle: "Shooting in NYC" +date: 2023-05-10 10:45:13 -0400 +background: '/img/bmLsTc.jpg' +--- + + + +

New York City is among the major metropolitan areas in the world, with a population above 8 million, not only known for its iconics landmarks, cultural richness and diversity but also for its high cost of living and criminality.

+ This study provides an in-depth analysis of the trends, patterns, and correlation with some indicators that might be associated with gun violence and specifically, shooting incidents, + which have been a persistent problem in the city. The research is based on extensive data collection from NYC Open Data, together with statistical and visual analysis learned trhough the Social Data Analysis and Visualization course, + which reveal important insights into the nature and extent of gun incidents in the city. The findings of the study have important implications for those who seek to address this pressing public safety issue. +

The city of New York has implemented various strategies and initiatives to combat gun violence. + Here are some of the ways that the city representatives have tried to fight against gun violence:

+ +

Have these measure been effective enough over the years?

+ + +
+
+

According to our studies, in the period from 2006 to 2019 there was a remarkable decrease in shootings as it can be seen in Figure 1, with a clear negative trend. Although, data starts from 2006, this decrease of incidents follows a much longer historical trend, from their highest peaks during the 80s and 90s; mainly due to the big efforts of the City to contain the situation. On the other hand, the proportion of fatalities has been overall constant, with an average of 20%.

+
+
+ + Figure 1: Number of incidents by year. +
+
+

Only after we investigated a bit more, we discovered that most of the shootings were located in housing alocations. Primarily, public housing, but also private and other premises. This plays a big role as shooting in public places, such as commercial buildings, food venues, or others, tend to have a wider impact on terrifying the society.

+
+
+ + +
+
+

However, it can be seen that during the last 3 years, things have gone backwards in the Big Apple, as more shootings have been recorded; as an example, 2020 has duplicated its shootings comparing to its previous year. We found this unexpected, as this was the year were most people were at home in lockdown.

+
+
+ + Figure 2: Number of ocurrences by location type. +
+
+

With this analysis we wanted to escape the obvious about more general categories, such as gender, age, race, etcetera, and we aim to find "hidden" or not so visible consequences of these types of incidents.

+
+
+ +

In order to analyse the consequences of these crimes, we looked at what were the most relevant socioeconomical associated to shootings. To this end, we made an extensive exploration on the data source page to look for possible aspects. Consequently, we have picked a few topics which could be associated to shooting incidents in our opinion.

+

Firstly, we observed what is the impact on school attendance. Then, we analysed the role that shooting incidents play in the construction investments. Lastly, we also considered the impact on bike usage, although this time, we couldn’t find any association between them, as you can see in the explanatory notebook.

+ + + + +

Impact on school attendance

+

The first thing that came to our minds is that gun violence and shootings could have a significant impact on school attendance. When incidents occur in the vicinity of schools or within the community, parents may be hesitant to send their children to school out of concern for their safety. In some cases, schools may be closed or placed on lockdown as a precautionary measure, further disrupting students' attendance and academic progress. + +Additionally, students who are exposed to or directly affected by gun violence may experience trauma, anxiety, and fear, which can affect their ability to attend school and concentrate on their studies.[5]

+ +
+
+


We have created a variable -z-score- which allows us to identify when the attendance for a certain school was extraordinarily affected (the lower, the more unusual the attendance drop). Figure 3 shows the correlation between z-score and number of shootings in the same day as the shooting, while Figure 4, the attendance impact on the next working day. Logically, all weekend and other non-school days have been excluded in the analysis.

+
+
+ + Figure 3: Dispersion chart of shooting location vs school attendance on the same day. +
+
+ + Figure 4: Dispersion chart of shooting location vs school attendance on the next day. +
+
+ + +Although we acknowledge there are many factors that affect school attendance (weather, strikes, or others), we can see that the lowest z-score values occur when the distance from the shooting to the nearest school is also the lowest. In our analysis, this makes sense as parents could be scared from a possible shooting. +Overall, the city representatives have taken a multi-faceted approach to combatting gun violence in New York City, addressing the issue from various angles to create a comprehensive strategy. + + +

Impact on Investment and Construction Development

+ + +

There was a trend in Social Media in 2021 where people were making videos of them shooting in the air to keep real state prices and rent costs in the lower side. If you don't believe it, google the following: How to keep housing prices low in my neighborhood. Jokes aside, we found this to be very intriguing to investigate, and proceeded to do so.

+ +
+
+


Construction development information was provided by the following dataset where it is possible to access all job construction applications within NYC. We made a grid in the latitudes and longitude of 1x1 kiliometer to analyze the truth of it. Figure 5 on the right shows the correlation between total construction investment in the 1sqkm cell grid versus the number of shootings that ocurred within the same cell.

+
+
+ + Figure 5: Dispersion chart of number of shooting incident vs investment index within the same 1 square kilometer area in borough. +
+
+


Some level of correlation can be noticed. Specially in some areas of the boroughs of Bronx and Brooklyn, were many incidents occur, the level of investment in construcion is relatively low. On the other hand, the grid cells with the most investment correspond to the grid where less indicent occur. These cells are mostly located in the Manhattan borough. Which again, from our point of view makes sense, since it corresponds to the most wealthy borough in New York City.

+
+
+ +

To support this, we have located all these areas in a map of New York City, showing in Figure 6. The heat map shows the degree of investment there is in the area, red being the lowest, green being the highest investment areas. Again we can confirm that most areas in the Bronx and Brookling are the most impacted. Also, the heat map visible in Figure 7 is showing year by year (press play to see the change over the years) the amount of incidents. The increase in the shooting incidents from 2019 and 2020 is also visible within the heatmap.

+ +
+
+ + Figure 6: Total investment by square kilometer Heatmap. + +
+
+ + Figure 7: Total incident by year Heatmap. + +
+
+

Even though there is correlation between the number of incidents and investment in the Bronx and Brooklyn, there are probably many more factors that take place. Proof of this is the borough of Staten Island, where no significant number of shootings have occurred, but the level of investment is overall low compared to the rest of the city.

+ + + + +

Conclussion and further discussion

+

In conclusion, we can be certain that there is some level of correlation between the shootings and the analyzed factors. However, we acknowledge that it is a very complex topic and affected by a lot of variables. + +Having said that, The City Administration should address the shooting issue with the respective seriousness. This report tries to provide an overview of the current situation and how it affects society as a whole. + +Other things that could have been analyzed as well are the use of public transportation, unemployment, or other social indicators, but couldn't be achieved for technical reasons.

+ +

If you are interested in more details about the development of this project, please refer to the explanatory notebook.

+ + +

Sources

+
    +
  1. New York State Office of the Attorney General. (n.d.). Gun safety. [source]
  2. +
  3. New York City Police Department. (n.d.). Neighborhood coordination officers. [source]
  4. +
  5. Wolf, C. (2021, August 4). New York City debuts Advance Peace, a gun violence prevention program aimed at high-risk individuals. The Trace. [source]
  6. +
  7. New York City Mayor's Office to Prevent Gun Violence. (n.d.). Peace NYC. [source]
  8. +
  9. "NYC school-related violence surges, deaths increase." New York Post. February 18, 2023. Accessed April 12, 2023. [source]
  10. +
  11. Link to explanatory notebook
  12. +
diff --git a/_posts/bokehchart.html b/_posts/bokehchart.html new file mode 100644 index 0000000000..63027f1328 --- /dev/null +++ b/_posts/bokehchart.html @@ -0,0 +1,85 @@ + + + + + + + + + + + Bokeh Plot + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + + + + \ No newline at end of file diff --git a/about.html b/about.html index c661ef64e4..ee687181fa 100644 --- a/about.html +++ b/about.html @@ -1,12 +1,12 @@ --- layout: page title: About Me -description: This is what I do. +description: This is what we do. background: '/img/bg-about.jpg' --- -

Lorem ipsum dolor sit amet, consectetur adipisicing elit. Sed quisquam ut perspiciatis, repudiandae nulla animi iste vel, praesentium repellendus molestias aliquid consequatur, earum rem qui error voluptates eius enim consequuntur!

+

This is a webpage that show the results obtained from the Analysis of Shooting Incidents in New York City for the period 2006-2022.

-

Lorem ipsum dolor sit amet, consectetur adipisicing elit. Ex alias, earum consectetur quia natus ducimus voluptate explicabo, hic porro reprehenderit, quasi? Tenetur ipsum distinctio laboriosam perspiciatis officiis dolore, architecto id.

+

Developed by Thirup Jakob, Gonzalez Paulo and Corona Leandro; 3 Master students of Business Analytics at DTU, for the course Social Data Analysis and Visualization

-

Lorem ipsum dolor sit amet, consectetur adipisicing elit. Totam inventore aspernatur repellendus incidunt adipisci modi voluptates recusandae iste eligendi, repudiandae corporis quod aut, optio! Explicabo quaerat unde voluptatem! Itaque, eum!

+

diff --git a/assets/vendor/bootstrap/scss/_grid.scss b/assets/vendor/bootstrap/scss/_grid.scss index 0bfe5303b9..523bfa7b88 100644 --- a/assets/vendor/bootstrap/scss/_grid.scss +++ b/assets/vendor/bootstrap/scss/_grid.scss @@ -4,7 +4,12 @@ @if $enable-grid-classes { // Single container class with breakpoint max-widths - .container, + // .container, + .container { + margin: 1px; + } + + // 100% wide container at all breakpoints .container-fluid { @include make-container(); diff --git a/assets/vendor/startbootstrap-clean-blog/scss/_global.scss b/assets/vendor/startbootstrap-clean-blog/scss/_global.scss index 9a5f67a319..689400ff0f 100644 --- a/assets/vendor/startbootstrap-clean-blog/scss/_global.scss +++ b/assets/vendor/startbootstrap-clean-blog/scss/_global.scss @@ -1,12 +1,12 @@ // Global styling for this template body { - font-size: 20px; + font-size: 16px; color: $gray-900; } p { line-height: 1.5; - margin: 30px 0; + margin: 1px 0; a { text-decoration: underline; @@ -73,4 +73,4 @@ img::selection { img::-moz-selection { color: $white; background: transparent; -} \ No newline at end of file +} diff --git a/assets/vendor/startbootstrap-clean-blog/scss/sections/_post.scss b/assets/vendor/startbootstrap-clean-blog/scss/sections/_post.scss index ed6b6469d8..d012ce9610 100644 --- a/assets/vendor/startbootstrap-clean-blog/scss/sections/_post.scss +++ b/assets/vendor/startbootstrap-clean-blog/scss/sections/_post.scss @@ -1,6 +1,17 @@ // Styling for the post page +.container { + max-width: 4000px; /* Change this value to adjust the maximum width of the content */ + margin: 0 auto; /* This centers the container horizontally */ + padding-left: 0; /* Adds a small left margin to the content */ + padding-right: 0; /* Adds a small right margin to the content */ +} +body { + text-align: justify; +} .post-preview { >a { + margin: 0 0; + padding: 0; color: $gray-900; &:focus, @@ -46,4 +57,9 @@ } } } -} \ No newline at end of file +} + + + + + diff --git a/img/.DS_Store b/img/.DS_Store new file mode 100644 index 0000000000..f7a2494456 Binary files /dev/null and b/img/.DS_Store differ diff --git a/img/Const.vsIQ.jpg b/img/Const.vsIQ.jpg new file mode 100644 index 0000000000..3c50b1d725 Binary files /dev/null and b/img/Const.vsIQ.jpg differ diff --git a/img/School Zcore vs Distance.jpg b/img/School Zcore vs Distance.jpg new file mode 100644 index 0000000000..dbfbeddfd8 Binary files /dev/null and b/img/School Zcore vs Distance.jpg differ diff --git a/img/bg-index.jpg b/img/bg-index.jpg index 26cd395b5e..fe1613f9c9 100644 Binary files a/img/bg-index.jpg and b/img/bg-index.jpg differ diff --git a/img/bg-index2.jpg b/img/bg-index2.jpg new file mode 100644 index 0000000000..26cd395b5e Binary files /dev/null and b/img/bg-index2.jpg differ diff --git a/img/bmLsTc.jpeg b/img/bmLsTc.jpeg new file mode 100644 index 0000000000..d8b1479acb Binary files /dev/null and b/img/bmLsTc.jpeg differ diff --git a/img/bmLsTc.jpg b/img/bmLsTc.jpg new file mode 100644 index 0000000000..4502f37a09 Binary files /dev/null and b/img/bmLsTc.jpg differ diff --git a/img/bmLsTc2.jpg b/img/bmLsTc2.jpg new file mode 100644 index 0000000000..dc1a07a921 Binary files /dev/null and b/img/bmLsTc2.jpg differ diff --git a/img/bokehchart.html b/img/bokehchart.html new file mode 100644 index 0000000000..4dc8fe038b --- /dev/null +++ b/img/bokehchart.html @@ -0,0 +1,85 @@ + + + + + + + + + + + Bokeh Plot + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + + + + \ No newline at end of file diff --git a/img/bokehchart2.html b/img/bokehchart2.html new file mode 100644 index 0000000000..86cda5a415 --- /dev/null +++ b/img/bokehchart2.html @@ -0,0 +1,85 @@ + + + + + + + + + + + Bokeh Plot + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + + + + \ No newline at end of file diff --git a/img/construction_heatmap.html b/img/construction_heatmap.html new file mode 100644 index 0000000000..125163b989 --- /dev/null +++ b/img/construction_heatmap.html @@ -0,0 +1,5291 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + \ No newline at end of file diff --git a/img/fatal vs non-fatal.jpg b/img/fatal vs non-fatal.jpg new file mode 100644 index 0000000000..f51c87377c Binary files /dev/null and b/img/fatal vs non-fatal.jpg differ diff --git a/img/fatality distribution.jpg b/img/fatality distribution.jpg new file mode 100644 index 0000000000..bdf2cf5159 Binary files /dev/null and b/img/fatality distribution.jpg differ diff --git a/img/location description.jpg b/img/location description.jpg new file mode 100644 index 0000000000..73cdb3bd56 Binary files /dev/null and b/img/location description.jpg differ diff --git a/img/my_map copy.html b/img/my_map copy.html new file mode 100644 index 0000000000..143cc90dfd --- /dev/null +++ b/img/my_map copy.html @@ -0,0 +1,290 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + \ No newline at end of file diff --git a/img/my_map.html b/img/my_map.html new file mode 100644 index 0000000000..defb57e8de --- /dev/null +++ b/img/my_map.html @@ -0,0 +1,241 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + \ No newline at end of file diff --git a/img/nextday sch zscore.jpg b/img/nextday sch zscore.jpg new file mode 100644 index 0000000000..0e40500359 Binary files /dev/null and b/img/nextday sch zscore.jpg differ diff --git a/img/sameday sch zscore.jpg b/img/sameday sch zscore.jpg new file mode 100644 index 0000000000..c9a7735fd3 Binary files /dev/null and b/img/sameday sch zscore.jpg differ diff --git a/img/shooting nr by year.jpg b/img/shooting nr by year.jpg new file mode 100644 index 0000000000..c2f44fac74 Binary files /dev/null and b/img/shooting nr by year.jpg differ diff --git a/index.html b/index.html index 9fcc79a236..c4973d15cf 100644 --- a/index.html +++ b/index.html @@ -1,4 +1,4 @@ --- layout: home -background: '/img/bg-index.jpg' +background: '/img/bmLsTc.jpeg' ---