My name'' s Conor. I operate in the City board as a land usage individual, yet I also such as to do this kind of mapping
and information scientific research evaluation in my spare time. As well as I try to use it to my job also. But i'' m attempting to approach this as a hobbyist,
and also as well as you know, bear with me as we move
through this. I'' m my! You understand my my greatest objective here is to encourage other people To you understand.
Take that first action in the data analysis, sign of things. If you'wear ' t feel super comfortable with coding or with, you understand, you have questions about the open data, You'' re not really sure where you began.' We ' re gon na work with an instance That I ' ve worked on in the past. That kind of modified it to the to this session that takes a look at a mobile housing. And so allow'' s begin. You know. I try to target people who like, I claimed, or possibly amateur possibly is interested in this sort of data, and exactly how It affect their lives, or or the the people that reside in the city.You recognize,

conceptualizing your inquiries exactly how to address them. I always start with. You understand, to something i'' m interested around. See if I can get an answer from it out of a little little working with the data As well as get a basic understanding of just how the information as well as our as the programs language work and also exactly how you can use them in your very own pastimes and interest. And afterwards, to a lot of much more like most significantly, it'' s simply obtain a feeling of confidence concerning Like what you'' re able to do.
We'' re simply going to be looking line by line as well as see. And that ' s terrific. As well as he doesn ' t also rate of interest.
However then all type of individuals have produced their. very own unique libraries and bundles To build on a web base. Our started. And afterwards our studio is the. incorporated Development setting, which basically means it ' s just. just how you interact with the language. It ' s really valuable. I located it to be. an actually clean as well as
easy software. Program to code in our with it. When you mess up, also tells you.
Which is wonderful, which takes place a lot.And you you can track all the. items you can track your data, and also You can also do the spreadsheets in in our workshop,. which will certainly be doing My extremely straightforward folklore,.
which is just that it ' s. It ' s an extremely typical
technique for information scientific research we. have. We start keeping that concern. We draw the information we require How we cleanse it up so we can. collaborate with it. Then we work with it, and afterwards you can map it or. see it. and afterwards examine your outcomes. And we can see, you understand,. if we ' ve addressed our concern if we require to return to one. of these steps as well as attempt it once again.
It ' s a very straightforward approach,. however I assume it ' s practical tip
of what. this procedure actually looks like.
And also to our question or my concern. What is the budget friendly round for each and every. community population? And just how does that
compare to the rents of economical real estate. construct are protected because neighborhood.Or Basically just how cost effective is a city ' s. uportal real estate to its regional area. And once more. I think I desire a disclaimer,
. You know this is just one way of looking. at the information. I ' m not saying what ' s taking place is great.
or poor. I'' m just saying'that this is something that I. feel like it ' s typically ignored.
You know,. in'my work you get a lot of people coming
in that can ' t pay for to reside in the. community they matured in.
If it ' s not striking the incomes of those of that population, then that ' s possibly something to think about.So this is the 5th meeting. It ' s a pair due to the fact that it keeps the the formatting with the code as as opposed to like a Google Doc, so I just leave it on the Display for a 2nd, and also then we ' ll appearance. I ' m not sure, in fact.
I am not a software program designer like I. am not. I didn ' t study computer technology.
So i ' m not stating that my code'is the. best code.
It is unpleasant, and also yet it functions. Therefore I assume that'' s likewise. part of the discovering Curve is comprehending just how to make.
your code help what you need it to do,.
and make certain that you can return to it as well as not state like,.
what is this with with what is taking place? So with that We will certainly visit The information established so ideally, some of us are below this page.It ' s the open information website that all of us love. Therefore what I will do often is, I'' ll just begin browsing the data collections are readily available. Which is some search phrases. I'' ll placed in affordable real estate as well as just see what pops up. You recognize'there ' s lots of data that I that You can just stumble upon on.
this data set on this on open data. And so I encourage you to.
look up whatever you locate to be interesting. Yet this is.
the information establish that I'' ve used For our job today.Just looking at it. When we are, it ' s began being tracked in 2,014. De.
Blasio started his housing strategy Because a whole lot of the income limited housing that the city builds and also tapes started because time. and also it'' s continued right into today day because the current mayor.
This is the kind of the data.
they utilize to state. Oh, we built this lots of systems of budget friendly housing, where we maintained.
this many devices of budget friendly housing. Protecting,.
significance. It can be exist in real estate that they continue cost for,.
or they implement new affordability measures on existing housing,.
as well as then built the new construction of income,.
limited housing.And so, if we look,.
we can really simply see the data or take a look at some stats. got a great deal of sights. a great deal of rows and 41 columns. And also so if we really want to.
check out what those columns are. We we have some, you know,.
task identifiers some fundamental address information. As well as they actually obtain right into. Because that'' s how we ' re gon na. figure out where that structure is, what'area it ' s in. As well as. after that they have this break down of The units. And these these terms, exceptionally reduced,. very reduced, represent revenue degrees. And also I understand that you know very reduced.
Income is 0 and 30% of area conference account. And if you don'' t recognize what area required earnings is, it'' s a term that the city uses to measure. It'' s a mobile real estate. It really consists of all 5 boroughs, as well as a couple of areas outside of the city. and also they take that number, and afterwards they take a percent of that income, and then that'' ll be The revenue restriction of a device. If you'' re developing an unit, that ' s 30 %of the air you require income.It ' s 30% of whatever that.
meeting revenue is for the entire city and Westchester, and also I think another area. Therefore that can be type of.
manipulated right that number, I assume, right now for a family members of 4 or family 3. It'' s more than a$ 100,000. So what that suggests, you understand,. for for a lot of individuals that ' s not an extremely accurate estimate of what.
individuals are making genuinely in a great deal of areas. So that'' s kind of the. the motivation of this entire task was to be able to map how that.
plan sort of inequalities the requirement. Do you duplicate that plan? So the plan being it'' s in fact managed by the Federal Federal government. We are allocated an area whereby they.
determine the income.And so the area that they selected is the 5 Eyebrow plus Westchester Area,.
and possibly Suffolk County. Which are wealthier communities than the 6. Therefore what takes place is you get this huge number Of what is inexpensive,.
or what is the typical New Yorker making? When that number is, as well as so.
That'' s what they base and
anything.
And so if you ' re. making $ 90,000 a year as a family of 3, You can be eligible for a site.
Everyone is entitled to real estate everyone. It shouldn'' t,. There can be a portable of housing partners surrounding them,.
however they can. Still, they still can not pay for. That suggested,.
since that'' s That ' s how like the system. kind of faces it'' s a portability.And so that '

s what I wished to look.
at is contrasting individuals'' s genuine revenues To the earnings you need to make to.
pay for among these inexpensive systems. So we can just solve into.
it. Exist any kind of concerns now regarding the data. not.
We ' re headed. The inquiry that I wanted to Is the concern of the Which are actually, I believe, glamorize 82, And also Using this formula To validate what it is they'' re doing. I don'' t know if you are going to touch on Apartment size as well as The cost of these homes,.
or the entire viewpoint behind that,.
since individuals so hopeless now in New York City It'' ll take virtually anything and also like,.
I stated to you.From what

I can see,.
our senior people are being pushed Into the very small. As I claimed to me,.
jail cell size of apartments. Oh, sure, I think you increased a truly.
I believe there'' s a great deal of Problems around the method that. It'' s. not simply about the rental fee, yet the top quality of the real estate for the for the. I think that Not just yet like for a square footage.
of a house, but also a number of rooms that are readily available. The.
the unit mix of a building right due to the fact that you can have a cost effective.
building inexpensive housing building, yet perhaps, like the majority, are studio houses,.
so that already cuts families out of the photo. I'' m: so mostly chatting.
That'' s a like that ' s an instance. You might determine typical family size of that neighborhood.
And also contrast it to the average room, size Or the typical device dimension that they'' re giving that community. You could have a bunch of workshops while, like the the maybe the average family is 3 individuals.
there'' s a lot to touch on. As well as I believe that those are examples of excellent.
research concerns. I wear'' t recognize. I ' m going to be discussing it especially today. Simply another excellent concern. Were you able to consider whether Hpd is truly component of this this.
year in regards to house size. And also These buildings that are are.
That'' s a whole different yeah,. I suggest, I believe Well, this these structures are all under HD. That ' s when they apply.
They'' re usually partnerships between.
a designer and also a city company. Any kind of inquiries? Yes. thank you. Yeah, just quickly. The rental fee. Just how is the rental fee calculated, based on? That'' s an excellent question. I. believe the way that they do it, and the manner in which i ' m there ' s kind. of an usual statistics that people make use of where it ' s. 30% of your.
income chooses your rental fee, and if you ' re above that,.

You'' re taken into consideration to be burdened.And if you ' re not, then that ' s thought about,. you can afford your rental fee.
And also so what I was checking out is they in fact have in. below. They have the the income degrees.
And so you can either contrast income to Intel,. or you can prepare rental fee to rent out right like what an actual mobile rental fee. is to the lease that they ' re providing, or you can contrast an actual income to the.
income. They'' re presuming that device Owner is gon na have. Yet generally people.
consider they determine it as 30% of your revenue Per per month. Okay, so We'' ll switch right into the phone. And you recognize, I assume, yeah,.
that, I assume is raised a whole lot of imported items regarding like the context here,.
right of like the policy as well as exactly how the city chooses to do.
things.And I wear ' t need to know. You recognize I wear'' t intend to, always,
. you know. Call any individual out Particularly and repeat that, you understand this is Like why this kind of open.
information accessibility so beneficial right is that you can sort of just then make use of.
this data to determine for yourselves What what what individuals are doing,.
What individuals could authorize on.And kind of assistance. Educate.
on your own on the concern. That'' s that ' s exactly how I ' ve discovered so. much about. This is through Accessibility to this sort of info. So to get going we have, like I sort of attempted to break it up right into the at the.
Like your coding home window. Your console, which is kind of shows all.
the procedures that you'' re doing some files that you'' re accessing, and also after that this is.
where all the objects are going to turn up as we produce these items that we'' re going. to be collaborating with. And also once again, I believed it could be a little confusing. However when I.
claim an object, I mean, typically a spread sheet Right like a spread sheet file that you.
would certainly find on your computer.As we ' re

creating them or adjusting them,.
they'' ll occupy in the atmosphere. So the first point you have.
The very first is called neat knowledgeable. It'' s kind of a family of.
of features that you can utilize to include columns,.
to remove columns, to simply manipulate the information. Just how you need to, exactly how you require to use it. Shiny and shining themes and also Chinese control panel are the mapping or sorry, not the mapping, however the The right, the aesthetic, the it'' s a way to hold your own little websites of the.
visualizations that you'' ve created.Leaflet is the mapping. package.
It helps you create these good,.
vivid maps that interpret the information The method you desire them to. As that Mean basic features, I think,.
are spatial attributes, and it'' s another spatial information package that we utilize a few.
of those features in in this coding session To aid adjust several of that.
information we excel. We utilize one excel spread sheet, which is the demographics information,.
since that'' s separate right, the economical real estate information established.
We need to draw that individually And that bundle. And also then our Socrata is the plan that helps us take the open data that we.
simply looked at and import it right into our studio.So those are just kind of the. basic functions of the bundles. And also For after you mount them you need to basically establish them up for your setting. You have to say, I wish to use this from this set, this one, this one, this set, this one, as well as this set. And afterwards we'' re all set to go. We have all our plans all set. We sanctuary'' t, created anything or modification.
The first thing we'' re going to do is collect all the information that we'' re going to be making use of. We'' re pulling the information. They'' re the closest thing we have to an area geography.
in the city. That'' s gon na be In our last map Gon na show each area. And also the.
the following point we'' re gon na have to do is apart the information that we'' re attempting to consider to.
those neighborhoods, so we'' ll do that in a little bit. First we have to Import that,.
and after that you'' ll see an appear in the environment.And today,.

There'' s 262 communities in this information set. They have actually drawn variables, the variables which resemble columns simply claim.
basic details like the name, if they have any kind of code identifier. It doesn'' t state anything about what we desire. We simply we just require that spatial details We'' re mosting likely to just select a couple of Of the columns that we appreciate. We.
To do that we'' re gon na run this following feature. Those are the 3 columns that we care about,.
which are the private identifiers of those communities,.
As the geometrical it the geometry,.
details of those of those neighborhoods. So like what shape are they? Where in the globe,.
are they? Next. we'' re mosting likely to pull. in our economical tasks. Which is the information set that we checked out. I'' m going to call it affordable jobs data Just since that helps me like there'' s truly.
I think,. like there ' s no chance to you. Don'' t need to call anything anything else.
I called Ntas'' s budget friendly project. Information appeared right to me.But when you'' re working through this you.
can call whatever you want. And also this reviews the group of function.
like I stated from our Socrata generally Mosts likely to the website we were at. takes.
the information as well as brings it into our atmosphere. Now, you generally you require a token.
and also an e-mail and password which is mine. You can utilize mine, I you wear'' t. I I think I would certainly recommend you wear'' t usage mine permanently, but you can use it for that. It'' s very low base again. They wear'' t really treatment. I don ' t really care. So you require to claim that you are and also that'' s pulling it So to do that we just Go down. And what i'' m doing today, Gambling establishment, is It'' s like a control? Enter which.
simply runs that element of the script.And anytime

there'' s a new aspect. It'' ll quit it just does one at a time. As well as so I'' ve attempted to damage it.
up into areas below to kind of make it clear what we'' re. doing. Yet you just do one point at once,.
and also it'' s handy. It'' s. It ' s in the bit by doing this. Some languages just function.
Once, bridges whatever all at. I like our since you kind.
there any questions in this book? Okay, yes, really fast check for the one.
I'' ve for the reliances to download for like 15 min.Is that regular? The dependencies can take a lengthy time.
due to the fact that it'' s okay.

I ' m not claiming what ' s happening is great.
Since that'' s just how we ' re gon na. If you'' re constructing an unit, that ' s 30 %of the air you require income.It ' s 30% of whatever that.
You'' re considered to be burdened.And if you ' re not, then that ' s considered,. That'' s that ' s just how I ' ve found out so.However what we can do is you have the code right,
so if it does Complete up you'' ll have the ability to catch up quite swiftly,
even if You it'' s all there for you. Yet I think, like we'' ll simply maintain moving. Simply so I.
can discuss what everything is, and after that you can run it on your computer system, perhaps at the end.Does that

function. Okay, Excellent many thanks. We'' ve downloaded and install the the neighborhood. forms. We downloaded the inexpensive task Spread sheet That we already functioned at. And.
now this download file feature is mosting likely to download the census.
Which is the last staying, since the information that we put on'' t have from that one spread that we already looked at. Currently we'' ll appoint it as Acs information Which once again just works for me Sometimes. That'' s where it obtains kind of.
type of determine their own system that functions. Currently we have all the raw data.And currently we

have to begin Cleansing the information and also making it.
And a whole lot of that can be a little tedious. Especially considering that there'' s a couple of.
personality information and also numerical data. All of this this large paragraph below.
is simply transforming what our numbers as well as simply informing the computer system that.
their numbers and they are not words Right, due to the fact that it can just run.
Initially we are going to create this,. 30 %of your earnings. You ' re just claiming 30 of your monthly of your monthly.
income is what you can for. So over there it is. And also after that we'' ll run this large piece,.
which is simply cleaning the information which is seeing to it that.
the data is formatted properly.And as well as this filter

is in a.
longitude. What that'' s stating is some of these, you understand there ' s going. to be mistakes in any type of data that you work with, and also several of them are.
missing out on. They wish to to latitude data which we require,.
'we ' re simply gon na eliminate the ones that put on ' t have a longitude due to the fact that we can ' t job with that. And also we ' re going to transform it.
Nta data which has the form documents details. I suggest, the yeah, sorry the be it Geometry info for.
Due to the fact that we don '
t have. Is it simply has where that structure is. We need to know what area it ' s
in,.
I'' ll run this, and then we can take an appearance at it. This one. Before We have this right, each row.
which is why I look Mark studio. Each row is a growth. .
each row it it reveals you its name. The job start day, and also then this resembles.
The revenue systems a whole lot of it''
s 0,. And also it'' s just every trouble. They ' re not mapping the structures we '
re seeing.
information established. which is every neighborhood. And also it'' s obtained that unit info in it. right? So it took the system info for. each structure if we determined which community it remained in,.
As well as so we'' re kind of
creatingDeveloping We require.
them for this mapping project.And we have our geometry information. that ' s those are the geometry'. That ' s the geometry details for the. neighborhood.
It'' s like the form of Desire Factor. After that we just have to.
do a bit a lot more configuring. because, as you can see,.
We'' re slowly obtaining to a data set that we can map. Therefore we simply.
need to keep controling the data till we can have something.
that has all the details we need Her area. And after that.
we can really begin checking out it. To do that, we'' re mosting likely to develop a last. information set that i ' m called Nta affordability.And what that is, is,

it ' s the earnings data. the cost effective rental fees information. The cost effective jobs data All by community? Because.
that was the entire point of this of all this handling is having a a.
spreadsheet that revealed every neighborhood It'' s earnings degree.
It ' s a. what would certainly be budget friendly to that revenue level,. We'' ll run these functions to.
I think I don'' t demand to go. You recognize.
I desire to see to it. that we can actually start at

the app.But every one of these do is essentially'arrive, and also You ' ll discover that in some cases you have to. It ' s. a very rounded regarding method of arriving. however In some cases you have to remove points.
a great deal of trial error. It'' s a great deal of Googling. Yet you'' ll eventually obtain as long as.
you understand that that objective is that data. Establish that data framework that you.
can. That has whatever you require. All of these little steps are.
simply assisting you arrive Total units, just including some.
I'' ll simply I ' ll just look at this. What I'' m claiming what. If it'' s better than this
number,.
that those devices are developed at. Does that make good sense so like.
this will certainly be the affordable rent To some of those units. That'' s a high number
,. I believe, $30,000 a month, 3,600, But it ' s the affordable right in the close-by,.
if it'' s a wealthy neighborhood where.
In terms, after that, that'' s an economical system for that for that. I think, regarding 30% in my this is there'' s been. As well as that ' s what ' s going to show up in the map.
Making sure that whatever'' s formatted properly. We can in fact start mapping the information.

The borough it ' s in. What is this this one'' s like? This one'' s Something in between those 2,.
and after that the total number of units.We have an

Nta name once again,.
even if sometimes you have duplicates,.
and after that this is the form of the area. To ensure that'' s whatever we require. We can contrast This rental fee To to these units right? And so You see right here. You just go back and also it could miss a couple of telephone calls. Okay. Okay, allow'' s just begin with the information. And so the next. The next action is essentially Using this shiny bundle that we that we. mounted at the beginning.The warm plan Simulates front end, backside the whole thing to essentially organize what you. mapped onto a web site.
Or a component of that site, the initial one You ' re simply creating this web page blue. It ' s like the functionality of Yeah, that ' s right as well as to state. And also so what'we ' re doing is we'' re doing a shade.
the more inexpensive the units are to that location. And after that this result map is generally.
the functionality of the map that we made. These are all generally simply.
We'' re utilizing this nt price. We ' re including a base map which is just It'' s like a it ' s like Google maps or something that you see on any kind

of on my map.It just reveals What the world looks like, and also after that.
we'' ll include our purple shade information on top of it. Where where we check out you just reveals.
where we'' re looking, and also then'we ' re mosting likely to really add the community
to. the shade of the affordability. And afterwards So this simply sort of sense. You recognize what those.
neighborhoods look like. Is there a order? What'' s the shade.
Just how bright do you want it, like? All of this is simply all of these setups.
menu That when you click on it.
it informs you more details regarding that. Everyone. The information that'' s in the information set that we just produced. The first thing is the name of the. name We in household income Variety of systems that the city says are.
mobile because area, and also the percentage Of those units that are actually.
budget friendly to that neighborhood.You ' re gon na.

And'a tale that'' s just all-time low that simply informs you What you'' re considering Simply gon na offer it a title. And if there'' s no portal housing,. what is it mosting likely to say? And afterwards that ' s basically it. We can run this. I just wish to see to it. First,.
I'' m mosting likely to ascertain that every little thing is Install appropriately so i'' m simply gon na clear. I'' m just gon na run this once again. I.
might may something. Yet What we'' re gon na do is see if the.
map turned out the way we desired it to. What we'' re gon na do is see if the.
map transformed out the way we desired it to. Okay, wonderful. And this is this remains in.
product right like I'' m. When I first made one of these I was like,. Wow! That looks quite Amazing, I think that, you know.And then you know A great deal what ' s best concerning our and also shiny,. and also the the the plans that we make use of is a.
great deal of this. We didn'' t actually. Do you know we informed it. We.
told it to put this base map on, however we didn'' t entered out Valley stream,.
or we didn'' t like. You know.
Tell you where. the water was. A lot of it ' s currently constructed in,.
It makes it a great deal easier for people To create a map like this in.
whatever it was like 90 lines of code as you can,.
and afterwards we can simply start exploring it.The gray certainly no affordable housing tape-recorded. So these these.
areas. Sanctuary'' t also Construct economical real estate,.
not to mention Whether or not it'' s Budget-friendly to that neighborhood right These purple or white Our areas where they developed.
the portal real estate, yet compared to the what individuals are not also really can afford,.
it'' s not really affordable Right. And this we'' re not even looking.
We'' re we ' re just looking at systems of. We do have some darker.
locations where you know we can zoom in to like a wealthier.
community. and also if we click on it. This is the pop of I was talking.
regarding economic area, much better park, city Satisfying household income, $183,000. They developed 190 systems of kind of housing,.
That'' s fantastic. They build a 190 devices that are portable to.
Appropriate next door. We have Chinatown and 2 bridges For the meeting.
income is $27,000 they developed much a lot more inexpensive real estate systems right. The city states,.
Look, we built 2,600 official devices in this community.
for maintains 2,600 units in the very same of my. However, for this right into order. 14%.
are in fact a mobile right? Therefore like you can do it.
this way you will. Like That, that indicates something,.
and you know no, and however like the the kind of like Cherry on the top.
Is that every one of these systems Is a lotto game unit? And for every.
unit there is at the very least a 1,000 candidates. So It'' s like there ' s levels of deficiency here, right? As well as I believe that this is just one point of view.
They ' re recording 2,600 devices. We can see just off of 90 lines of.
Code and also data that any of us can look at That only a tiny portion of those can individuals in that neighborhood move right into. So like. This is where I feel like.
Kind of comes to be genuine is When you understand, in my in my task like this is our district. We have individuals who live in that neighborhood,.
And they listen to about these buildings.
increasing. and we say, you understand The city is not gon na bar you.
from paying 70% of your rent of your income for your lease. Yet that'' s not lasting,.
They could apply. They have a one in a 1,000 chance of.
entering. and after that they'' re greatly red burdened.So it ' s like that ' s type of. like what made me interested in this information And interested in, you recognize,.
doing this talk and also whatever however That'' s type of what'we ' re able to show, with simply a little of coding expertise, in my point of view. Therefore you can simply look throughout this map. You know. Allow'' s look at. Jackson heights$ 62,000 a year. They developed just 59 videotaped systems. and just,.
I presume 6 of those units are budget-friendly to Jackson. After that, you recognize, on my side. $127,000 a year, they built a whole lot of units as well as they'' re 100 %cost effective to that paper head.
we can keep checking out this, however Sorry That there'' s still a whole lot of like the.
grade. I indicate? That'' s okay. But You know Richmond Hill $72,000, however they they sanctuary'' t. constructed a portal housing there. We'' re protected in overall housing in. there'. So there ' s a lot of gaps. And you recognize it ' s it ' s fascinating. Can you have like locations That are not like always reduced earnings for the ordinary revenue burner.

You still 0 of those units.Our affordable.
It ' s just,. you recognize it.
Just kind of you find points that you. And also so, simply like currently that we. I really hope that You'understand this isn ' t too.
whatever information you find interesting. And also with any luck,.
some of this makes feeling in terms of what each of these lines does,.
and also exactly how it leads you to that final product.But You recognize,

I assume,.
that when you surpass that factor, and also I put on'' t know when everybody'' s experience.
degree remains in this space. For me. once you obtain past that factor of claiming.
you understand I can do this. I can have these points on my very own. You.
recognize it opens a whole lot of chance to To kind of showcase a few of that info. That'' s going to be my discussion. Hopefully,.
If, we can have a little bit of conversation.
people have like takeaways or Concerns or ideas regarding you recognize.
what you may intend to be able to envision Anything else. Thank you. Any questions. Yeah. Simply because it was actually killing me. Moi.
is honoring. Yes, yes, thank you. Moderate income. Yeah. Between low revenue and also.
middle earnings. They call it modest revenue. Okay. Okay. fine. delay. Which inquiry. Okay. We got a couple. We look below. It'' s interesting. This is the thing. You know some neighborhoods. You know the the conference type of states $65,000, A great variety of taped units As well as for that in order.89% of those systems.
Once more, that'' s the typical income? There'' s a host of earnings. I I can'' t.
the task right like I can'' t State every I put on'' t understand exactly. Everybody ' s earnings. The just, you understand, trustworthy revenue number.
It'' s truly kind of scratches the surface area. There'' s half of the populace of that neighborhood makes less than that. That'' s Harlem, South.
remainder. Of the Yeah, Specifically. Like you have 57% East Harlow. Maybe some of one of the most real estate.
As well as only 20% Are portable. I understand there'' s been okay. Yeah, cell phones has actually seen a lot of development lately.
I think it was 300,000 systems. By 2026, As well as that was the policy With building or protecting 300,000 devices,.
526; therefore that sort of produces a motivation To to report as several units as you can,.
And also I recognize that, you recognize I I really feel like I maintain intriguing since I wear ' t want to like.Just in situation. It ' s an intricate issue. I wear ' t desire to such as skew the means that some i ' m attempting to reveal that some data,.
As well as then you ' re constructing the Billing the department. you recognize. When they Crazy.

'we ' re just gon na get rid of the ones that put on ' t have a longitude because we can ' t work with that. They ' re not mapping the structures we '
re seeing. And that ' s what ' s going to show up in the map. We'' re we ' re just looking at units of. I put on ' t want to such as alter the means that some i ' m attempting to reveal that some data,.As well as the Uber came
in in this way of thinking of elevating Midtown, putting and functioning up a condo All over the area, I imply. I simply don'' t recognize where they expected the New york city
is that when they have to go I don'' t recognize same thing in right? Well,
since I I imply, yeah, I believe it'' s like These are a few of things that we can kind of Back up this type of research,
and I assume that that'' s what ' s so intriguing concerning it is like you.Can.

You can show individuals
this like you can reveal what you'' ve done And also and you'can ' t. And this is the date. This is data originating from this city. So you understand what is.
You know. And I believe that You have an additional concern. And you have Nina.
That ' s like like. Why, why make use of the area degree, perhaps to the instant. If I ' m. Comprehending properly, I believe it ' s crucial to note that. it ' s not also completely reveal. The scenario Is this is really just showing an assessment of the cities effort at requiring designers, but affordable housing. It'' s not actually what the actual rents remain in the thousands of buildings that already is this.So I would enjoy to like in addition to this to do exactly how the rental fees are increasing in the non new growth. because I assume this yeah this is a great instance of how my the
cost effective real estate, and also they require designers to do, and not However the rents are all for low enough, to make sure that ' s something I would love. As well as after that I have another inquiry, and I can can ' t remember it. Yet Yeah, this is oh, yeah, Are you knowledgeable about any that birds Is city, federal government, or State federal government, any kind of enact laws in any talking in all? Any plan income level from city wide, new, any smaller taxes. Exists any kind of speak about that.
Yeah, that ' s an excellent concern. It'' s it ' s a high Jurisdiction, almost so.
There are, like some,
I assume, real concern new questions that increase with regional AI. I think what I kind of involved this understanding that You can, whatever the criteria is. That'' s fine, however it'depends on it'' s it ' s what you do with it? If you claim,
okay, this location. the the location required revenue is $130,000. Okay, that'' s great.
Due to the fact that', like You ' re doing a percentage of that number. It'' s like virtually not also regarding there. I think what portion of that you'' re.
Westchester and all this other stuff Into Harlem and say that that'' s an app. I imply, we contemporary around in terms of what those individuals are making. The majority of those individuals are making as well as what they can spend for, regarding proper was concerned. And, as you stated,.
thousands of included in my thing is, we truly require To start requesting it from here. Since we have Congress people.It ' s just not the exact same That ' s the reality of For their runs for office and also all that sort of things We really require to. I think maybe you.
go as well as start and connect to various other Mary'' s As well as take care of the Congress people who are reping us. And also HUD created this this.
plan that it is not operating in regards to housing for for for.
humans in this nation. Yeah, I think I think there'' s like A whole lot of we that this could.
be addressed.It ' s a guy

made problem right like exactly how we,.
just how we determine affordability Can constantly alter. Therefore.
whether that'' s at the Federal level, or if at the city degree, we just address, we just change what we consider.
a portable based upon that number like those are.
things that can always take place. Exist any various other I was gon na inquire about like what.
you put on the microph10, I was mosting likely to ask,.
just how were you able to get the map right into the code? So you were taking it from like the site,.
as well as it just reviewed it. And also yeah,.
to ensure that'' s a good question.

Yeah. The base map.What you'see is that '
s anything. account what we require, what we made Are these forms of purple, grey and also ideal. That'' s what we put on the base map. The base map, which is this thorough map of.
everything else that was one line of code That just claimed, Placed in this map. Because that'' s that ' s never transforming. I'' ll I ' ll show you just how is this set? It'' s? It ' s It ' s a base map of, and also it ' s called like carto,.
is this'company that'does this work,. and it ' s it ' s within the brochure plan that we that we import it.
That allows. you to add a base map. I like this one, but there'' s a number of various.
themed maps that you can make use of To just type of Orient.
Yourself? What we did was just develop those purple.
tiles of of areas. Yes. So where would you discover like.
that string that you contributed to the supplier ceramic tiles. This, yeah,.
that'' s it. So they actually they need to positron is like the motif name of this one.
Additionally,. in addition to carto, a couple of the business.
have have pace map ceramic tiles as well.But I think you

can. You can simply look it up on mine. Usually like Carter, will supply a listing or like for for specifically leave Flip for R. polytron pedal. That'' ll job as a base map. This to be in such. We placed our bundle.
paperwork. Yeah, it'' ll be in paperwork like that, or Cardo will provide the listing of.
names of maps that they make, you know Sure. Do you need to have a carto.
membership to use the positron basement or yeah. Every little thing I did was entirely complimentary,.
which is wonderful. I wouldn'' t have done it otherwise. Like all I needed to do before,.
this was certainly download, or simply for you,.
All these bundles are cost-free reed to Krata and the Api for the to call an Api. When you, when you just pull information straight in. I simply had to create.
a like a username as well as password itself. So perhaps they track it. .
I thought it deserved it. And also then, yeah, everything else is is absolutely tidy,.
open source.Yes.

Just how much control do you have in regards to the Ui as well as Ux when you'' re developing a a map like that? Yeah. So our little Does a lot, but it'' s far,. I would certainly claim it ' s much more restricted than like Coding language that developed For website design. Right? Some.
Some individuals really who are really proficient at our You can.
you? Can. You can code HTML or another thing in our however.
it'' s it ' s the HTML language in regards to language that'' s. certain to our and what we did It'' s all due to the fact that it ' s all so very easy. It ' s all pre-designed for you. You want to mess with that some points.
you can mess with some points you really can'' t.How just how connected can you make.
them out? You can make it quite interactive. I indicate I'' ve I literally.
type of almost like a streamlined version of one that I'' ve made.
where it'' s different tabs you can do filters. You can search addresses. You can do all that stuff. Okay, great. Yes. alright. Yeah, it'' s cool. If you don'' t have an answer, I wear'' t understand for how long you'' ve been doing our yet you that you said that you didn'' t recognize just how to go it and stuff prior to the any kind of referral for Discovering our Yes. So what what I did was,.
I did a free test code One week it was a week.
that had a lot of cost-free time, as well as And afterwards from there it was.
simply some of the pot. There'' s this point called stack overflow,.
which is the finest it'' s. It ' s essentially
the most effective. Yeah,. it'' s. It ' s. It ' s a. Blog.
It ' s like a. Q. And also a log for.

code. Therefore if you Google.If you Google.
An actually particular concern concerning our like,. how do I make the Them purple from light to dark. Like someone has asked that.
on. Therefore for me it was actually just Googling. You can read.
paperwork. That'' s it ' s all cost-free like I never ever paid the code account. I.
mean the the name so put Academy is a is a website. It'' s it'' s a. it ' s usually a registration base Tutoring solution. They likewise have cost-free tests. So it gives. It offers you a ground.
to like. Learn the phrase structure, as well as obtain simply your head around it. Enough.
Like you ' re still able to do stuff. Just a little bit of Yes. Makes all of its very own paperwork cost-free as well,.
like they have their very own documentation on just how to utilize our. Often it obtains a little in the weeds, yet It'' s all free, like.I believe you ought to simply.
do as a lot, Googling as you can actually Anything else. Thanks. We thanks guys for coming.

That'' s great, but it'depends on it'' s it ' s what you do with it? Since that'' s that ' s never changing. It ' s It ' s a base map of, as well as it ' s called like carto,.
That'' s it ' s all complimentary like I never ever paid the code account. It'' s it'' s a. it ' s typically a registration base Tutoring service.

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