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py-openaq
aims to provide easy access to the OpenAQ API via a Python
platform. To read more about OpenAQ, check out their website.
You can install the package directly via pypi through pip
:
>>> pip install py-openaq
You can also install the most up-to-date development version directly from github using:
>>> pip install git+https://github.com/dhhagan/py-openaq.git
As of now, the only feature that is not built into the API wrapper is returning various formats
from the openaq.OpenAQ.measurements
call. This is because I don’t see any reason to use python
to return a csv. If a csv is your desired output, I recommend using pandas’ DataFrame.to_csv()
method.
The following code example shows how to make your first API call:
import openaq
api = openaq.OpenAQ()
status, resp = api.cities()
Each API call will reply with a tuple containing the status code and the response in json format. The three most common API status codes you will see are:
- 200: Success
- 40x: Error: Bad Request
- 500: Server Error
The json response will look something like the following with both meta
and results
:
{
'meta': {'license': 'CC By 4.0', 'name': 'openaq-api', 'website': 'https://docs.openaq.org/'},
'results': [
{'city': 'Amsterdam', 'count': 71125, 'country': 'NL', 'locations': 14},
{'city': 'Antofagasta', 'count': 3416, 'country': 'CL', 'locations': 1},
{'city': 'Arica', 'count': 1682, 'country': 'CL', 'locations': 1},
{'city': 'Ayutthaya', 'count': 3880, 'country': 'TH', 'locations': 1},
{'city': 'Badhoevedorp', 'count': 7862, 'country': 'NL', 'locations': 1},
...
]
}
Pandas is awesome. If you are working with data, you should be using DataFrames. To easily dump your json response into a DataFrame:
from pandas.io.json import json_normalize
df = json_normalize(resp)
As of v0.3.0, an optional keyword argument (df) has been added to the following API methods:
- cities
- countries
- latest
- locations
- measurements
By using this keyword argument, the results of the API call will return a pandas DataFrame rather than a json response.
Example:
>>> df = api.latest(df=True)
The results are parsed through the pandasize decorator which tries to interpret the fields in the most ideal format possible. Thus, all datetime fields should be converted to proper python datetimes to allow for easy splicing, manipulation, and plotting.
Testing is automated using unittests. To run the unittests with coverage reporting, run the following command from the main directory:
>>> coverage run --source openaq setup.py test
You can then view the coverage report with:
>>> coverage report -m
Please report any bugs or issues you find through the GitHub issues tracker. Please provide as much information as possible that will make it easier to solve/fix the problem.


Ezekiel 10:5
And the sound of the cherubims' wings was heard even to the outer court, as the voice of the Almighty God when he speaketh.


Package com.opengamma.strata.basics.date
This package contains data objects and tools for manipulating dates.
DayCount
provides the standard
mechanism used to convert dates to fractions of a year.
HolidayCalendar
provides
data on whether a date is a holiday or business day.
BusinessDayConvention
provides standard rules for converting a holiday to the nearest business day,
such as 'Following', 'ModifiedFollowing' and 'Preceding'.
PeriodAdditionConvention
provides rules for adding months, such as 'LastDay' and 'LastBusinessDay'.
Tenor
is used to represent
the length of time that a financial instrument takes to reach maturity.
AdjustableDate
,
BusinessDayAdjustment
,
DaysAdjustment
,
PeriodAdjustment
and
TenorAdjustment
provide
entity objects to represent different kinds of adjustment.
-
Interface Summary Interface Description BusinessDayConvention A convention defining how to adjust a date if it falls on a day other than a business day.DateAdjuster Functional interface that can adjust a date.DateSequence A series of dates identified by name.DayCount A convention defining how to calculate fractions of a year.DayCount.ScheduleInfo Information about the schedule necessary to calculate the day count.HolidayCalendar A holiday calendar, classifying dates as holidays or business days.PeriodAdditionConvention A convention defining how a period is added to a date. -
Class Summary Class Description AdjustableDate An adjustable date.AdjustableDate.Meta The meta-bean forAdjustableDate
.AdjustableDates An adjustable list of dates.AdjustableDates.Meta The meta-bean forAdjustableDates
.BusinessDayAdjustment An adjustment that alters a date if it falls on a day other than a business day.BusinessDayAdjustment.Builder The bean-builder forBusinessDayAdjustment
.BusinessDayAdjustment.Meta The meta-bean forBusinessDayAdjustment
.BusinessDayConventions Constants and implementations for standard business day conventions.DateAdjusters Date adjusters that perform useful operations onLocalDate
.DateSequences Constants and implementations for standard date sequences.DayCounts Constants and implementations for standard day count conventions.DaysAdjustment An adjustment that alters a date by adding a period of days.DaysAdjustment.Builder The bean-builder forDaysAdjustment
.DaysAdjustment.Meta The meta-bean forDaysAdjustment
.HolidayCalendarId An identifier for a holiday calendar.HolidayCalendarIds Identifiers for common holiday calendars.HolidayCalendars Constants and implementations for standard holiday calendars.ImmutableHolidayCalendar An immutable holiday calendar implementation.ImmutableHolidayCalendar.Meta The meta-bean forImmutableHolidayCalendar
.MarketTenor A code used in the market to indicate both the start date and tenor of a financial instrument.PeriodAdditionConventions Constants and implementations for standard period addition conventions.PeriodAdjustment An adjustment that alters a date by adding a period of calendar days, months and years.PeriodAdjustment.Builder The bean-builder forPeriodAdjustment
.PeriodAdjustment.Meta The meta-bean forPeriodAdjustment
.SequenceDate Instructions to obtain a specific date from a sequence of dates.Tenor A tenor indicating how long it will take for a financial instrument to reach maturity.TenorAdjustment An adjustment that alters a date by adding a tenor.TenorAdjustment.Builder The bean-builder forTenorAdjustment
.TenorAdjustment.Meta The meta-bean forTenorAdjustment
.


New Cases |
|
Total Number of confirmed patients currently under treatement |
|
Number of Cured and Discharged |
|
Number of Deaths |
|
Total number of confirmed patients |
Based on https://hpb.health.gov.lk


Git Tutorial
Learn git in more simply way.
Table of contents
- Quick Start (For impatient)
- Introduction to Git
- A Brief History
- Advantages of Distributed Version Control Systems
- Installing Git
- Configuring Git
- Working locally with Git
- Working Remotely with Git
- Cloning a Remote Repository
- Basic Repository Statistics
- Viewing Commits
- Git Protocols
- Viewing Branches and Tags
- Fetching from a Remote
- Pulling from a Remote
- Pushing to a Remote
- Creating and Verifying Tags
- Pushing Tags to a Remote
- Branching-view,list,switch,rename,delete
- Merging branches
- Difference between branches and tags
- Recovering deleted commits
- Stashing changes
- Rebasing changes
- Cherry-picking changes
- Creating a remote branch
- Deleting a remote branch


Kelowna woman murdered
by Rob GibsonRCMP in Spruce Grove Alberta, just outside of Edmonton continue to investigate the murder of a former Kelowna woman.
Parkland RCMP responded to a call of a woman in distress on a rural road just off Highway 16 in the early morning of November 17th, 2019.
Police say the woman was deceased when they arrived. An autopsy determined that 33 year old Saladina Vivacos died as the result of a homicide.
Friends and family of Vivacos have started a GoFundMe page, "our sister Saladina Vivancos is no longer with us, it feels as if we are living a nightmare that we can’t awaken from."
The post says, "we are shattered, we are broken, still in disbelief that this could be a reality."
Funds raised will be used to bring Vivancos home from Alberta to B.C., for the funeral expenses and to help the family with last-minute travel expenses.


To play battleround you need to login with your account. If you don't have an account, you can create one here.


Try the scrollbar in div.
In my younger and more vulnerable years my father gave me some advice that I've been turning over in my mind ever since.
'Whenever you feel like criticizing anyone,' he told me, just remember that all the people in this world haven't had the advantages that you've had.'
A function is triggered when you scroll in div. The function sets the color of the text in div to red.


The Following page lists all the extra functions that can be useful when performing Machine Learning algorithms.
The following utility functions concern all about ML features engineering: normalization, adding of polynomial features..
quotek::ml::
normalize
(dataset &X)¶normalize takes a data sample and performs 0-mean and unit variance transformations on it.
X
- dataset to normalize.
quotek::ml::
add_bias
(dataset &X)¶Adds a bias column composed of ones to the dataset. *
X
- dataset to add ones for.
quotek::ml::
pca
(dataset &X, int feats)¶pca performs Principal Component Analysis on a given n-dimensions dataset.
X
- dataset to perform PCA on.
feats
- Number of features to keep after PCA reduction. Note: feats must be between 1 and columns(X) - 1
quotek::ml::
kmeans
(dataset &X, int nb_clusters)¶kmeans performs a K-means clustering algorithm on a given dataset to in order to labelize its samples. This algorithm works very nicelly when you don’t have pre-labelled data and don’t want to labelize them manually.
X
- dataset to labelize
nb_clusters
- integer which defines the number of categories wanted for clustering.
quotek::ml::
polynomial_features
(dataset &X, int degree)¶polynomial_features is a function that takes a dataset to increase its number of dimensions with polynomial elements: for instance [a,b] features become at degree 2: [1, a, b, ab, a^2, b^2 ].
X
- dataset create poly features for.
degree
- Number of dimensions to add.
The following section gathers all the non-linear transfert functions: Sigmoid, Tanh, ReLU..
quotek::ml::
nl_sigmoid
(double input)¶computes the sigmoid function of a single double value.
input
- input to compute sigmoid for.
quotek::ml::
nl_sigmoid
(dataset &input)¶vectorized version of nl_sigmoid.
quotek::ml::
nl_tanh
(dataset &input)¶vectorized implementation of tanh.
quotek::ml::
nl_rectifier
(double input)¶nl_rectifier, or Rectified Linear Unit, computes max(0,input) for a single value.
input
- input to rectify.
quotek::ml::
nl_rectifier
(dataset &input)¶vectorized version of nl_rectifier.


Microsoft Photos app to get a new fluent design-based icon — again!
by RahulMicrosoft is currently in the process of fulfilling one of their earlier promises, which was to introduce new modern office icons across all platforms. The company announced the new modern Office icons in the month of November last year. The software giant has since then been rolling out the new icons for its office app in a phased manner.
It’s not just the icon of Office that Microsoft is planning to revamp, the company is also working on new icons for File Explorer, Mail and Calendar, Calculator, Camera, Paint, Photos and more. These new icons are fluent design-based and are expected to debut in Windows 10 X OS.
Interestingly, it seems that Microsoft is not happy with how the icon for Photos app look at this moment, and, therefore, wants to introduce a new icon.
As you can see in the above image, the new icon has a white border around it. Another noticeable change in the new icon is the disappearance of the dark background.
Let us know what you think about the new Photos icon in the comments section below.
Source: ALumia


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JUMP FORCE Releases Final Trailer for the Latest DLC Launching Next Week
by Tommy WilliamsNext week, the new DLC for Jump Force will release, and we’ve got a cool new trailer that briefly shows off Toshiro Hitsugaya and Madara Uchiha. In addition to two new fighters, a new stage is coming to the game: Whole Cake Island! That’s three anime adding parts to the game on one day. The DLC will be available starting on November 19, or some of you may have gotten the early access which gives you access to the new content today.
The next batch of DLC for Jump Force will feature Grimmjow Jaegerjaquez and Trafalgar Law.


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Ant Based Energy Efficient Routing in WSNs
- Tech Stack:Wireless Sensor Networks,Operating Systems, C++
- Github URL: Project Link | Publication
Wireless Sensor Networks have captured the attention of researchers and students over the past decade because of the diverse applications they support and the flexibility of network deployment options they provide. These advantages, along with the remarkable advances in sensor technology, make WSNs a favourite option for many tracking and monitoring applications. In such applications, sensors nodes can collaboratively monitor the network environment and report real-time information about the monitored phenomenon.
The motivation was to do an implementation case study on Ant based Energy Efficient Routing in WSNs. I used coalesense isense modules in this project which are produced by a German company called Coalesenses. Coalesenses originates from a university background in this new application area and holds onto the concept of cooperation with public research facilities.
Final code was successfully deployed and verified in a Real Time environment. As it was first of this kind of implementaion, a research paper was presented at International Conference on Soft Computing: Theories and Applications (SOCTA2016).


‘Watching You’: ‘Creepy’ Mural of Swedish Climate Activist Greta Thunberg to Overlook San Francisco
Greta Thurnberg, who earlier this year became the face of a movement protesting government inaction on the climate crisis, has already been immortalised in street art, as UK-based aerosol artist Jody Thomas painted a 50 ft portrait of the teen activist on the face of the historic Tobacco Factory in Bristol.
The US city of San Francisco will soon have a giant likeness of Swedish climate activist Greta Thunberg overlooking its downtown, as Argentine muralist Andres Iglesias, who signs his art with the pseudonym Cobre, is expected to complete the mural project in the central Union Square neighbourhood by next week, SFGate reported.
Cobre had earlier painted a likeness of the late comedian Robin Williams that has since been demolished.
“Climate change is real,” Cobre told SFGate.
“This girl Greta is awesome and she knows what she’s doing. I hope with this mural people will realise we have to take care of the world.”
The non-profit environmental group One Atmosphere, which is supplying all the paint for the project, reportedly reached out to Cobre after developers had broken ground on a long-awaited rental building at 1028 Market street, signifying that the Robin Williams mural would soon disappear.
Cobre, coincidentally, was searching for a building for his next project.
It’s not the first time Nobel peace prize nominee Thurnberg has inspired street art.
Earlier this year, the UK-based aerosol artist Jody Thomas painted a 50-foot portrait of the teenager, who became the face of a vast, coordinated strike to protest against government inaction on the climate crisis, on the face of the historic Tobacco Factory in Bristol.
Fans of the activist took to social media applauding the project and everything the teen stands for:
Other Twitter users were not as enthusiastic, and took issue with the sue of paints for the mural:
Many netizens found the project ‘creepy’ and hardly something that would foster positive sentiment:
In September, climate activist Greta Thurnberg's demonstrations spanned an estimated 185 countries in one of the largest environmental protests in history.
“You have stolen my dreams and my childhood with your empty words. And yet I’m one of the lucky ones. People are suffering. People are dying. Entire ecosystems are collapsing. We are in the beginning of a mass extinction, and all you can talk about is money and fairy tales of eternal economic growth. How dare you!” Thunberg said, addressing the United Nations Climate Action Summit.
“My message is that we’ll be watching you,” said the teen activist, whose mural will now keep watch over San Francisco, acknowledged as a city embracing environmental mindfulness.
According to a Siemens Corp study, the city is the greenest in North America, and has been a leader in waste management, implemented legislation to encourage urban farming and espousing energy-awareness programmes.


I'm Henry—I just started my first year of medical school. I did my undergrad in biophysics and used to develop software for medical research labs using MATLAB, Python, JavaScript, and R. I make music, take photos, do a little graphic design, and make videos in my free time. I want to be a doctor when I grow up but really I just want to be happy.
...and I will get back to you as soon as possible.
hello.henryhe@gmail.com