Guillaume Calmettes
Importance of visualization to better understand data
=> e.g. Soho epidemics map
Anscombe's quartet
| Dataset #1 | Dataset #2 | Dataset #3 | Dataset #4 | |||||
|---|---|---|---|---|---|---|---|---|
| x | y | x | y | x | y | x | y | |
| 10 | 8.04 | 10 | 9.14 | 10 | 7.46 | 8 | 6.58 | |
| 8 | 6.95 | 8 | 8.14 | 8 | 6.77 | 8 | 5.76 | |
| 13 | 7.58 | 13 | 8.74 | 13 | 12.74 | 8 | 7.71 | |
| 9 | 8.81 | 9 | 8.77 | 9 | 7.11 | 8 | 8.84 | |
| 11 | 8.33 | 11 | 9.26 | 11 | 7.81 | 8 | 8.47 | |
| 14 | 9.96 | 14 | 8.1 | 14 | 8.84 | 8 | 7.04 | |
| 6 | 7.24 | 6 | 6.13 | 6 | 6.08 | 8 | 5.25 | |
| 4 | 4.26 | 4 | 3.1 | 4 | 5.39 | 19 | 12.5 | |
| 12 | 10.84 | 12 | 9.13 | 12 | 8.15 | 8 | 5.56 | |
| 7 | 4.82 | 7 | 7.26 | 7 | 6.42 | 8 | 7.91 | |
| 5 | 5.68 | 5 | 4.74 | 5 | 5.73 | 8 | 6.89 | |
| Regression |
| Dataset #1 | Dataset #2 | Dataset #3 | Dataset #4 | |||||
|---|---|---|---|---|---|---|---|---|
| Mean | 9 | 7.5 | 9 | 7.5 | 9 | 7.5 | 9 | 7.5 |
| Variance | 11 | 4.1 | 11 | 4.1 | 11 | 4.1 | 11 | 4.1 |
| Correlation | 0.86 | 0.86 | 0.86 | 0.86 | ||||
| Regression line |
y = 3 + 0.5x | y = 3 + 0.5x | y = 3 + 0.5x | y = 3 + 0.5x |
These are all aspects of what we call the distribution of the data.
A symmetric distribution is one in which the left and right hand sides of the distribution are roughly equally balanced.
A skewed (non-symmetric) distribution is a distribution in which there is no such equal balance. Right-skewness refers to a longer right tail, while left-skewness correspond to a longer left tail.
A uniform distribution is a specific symmetric distribution in which all outcomes are equally likely.
Internet access in the world
Time between eruptions of the Old Faithful geyser (1978-1979)
- Yellowstone National Park -
Proportions are also called relative frequencies and we can display them in a relative frequency table.
Is there one true love
for each person?
(Phone survey, 2010)
| Response | Frequency | Relative Frequency |
|---|---|---|
| Agree | 735 | 0.28 |
| Disagree | 1812 | 0.69 |
| Don't know | 78 | 0.03 |
| Total | 2625 | 1.00 |
Notation for a proportion:
The proportion for a population is denoted $\pi$
The proportion for a sample is denoted $\overset{\hat{}}{p}$ (read “p-hat”)
Note:
Lengths are easier to visually compare than area
Stacked bars (overall quantity)
Layered bars (distribution of values in the categories)
Grouped bars (comparison of categories + items)
A common way to visualize the shape of a moderately sized dataset is a dotplot.
| Species | Longevity | Species | Longevity | Species | Longevity | Species | Longevity | Species | Longevity |
|---|---|---|---|---|---|---|---|---|---|
| Baboon | 20 | Chimpanzee | 20 | Fox | 7 | Leopard | 12 | Rabbit | 5 |
| Black bear | 18 | Chipmunk | 6 | Giraffe | 10 | Lion | 15 | Rhinoceros | 15 |
| Grizzly bear | 25 | Cow | 15 | Goat | 8 | Monkey | 15 | Sea lion | 12 |
| Polar bear | 20 | Deer | 8 | Gorilla | 20 | Moose | 12 | Sheep | 12 |
| Beaver | 5 | Dog | 12 | Guinea Pig | 4 | Mouse | 3 | Squirrel | 10 |
| Buffalo | 15 | Donkey | 12 | Hippopotamus | 25 | Opossum | 1 | Tiger | 16 |
| Camel | 12 | Elephant | 40 | Horse | 20 | Pig | 10 | Wolf | 5 |
| Cat | 12 | Elk | 15 | Kangaroo | 7 | Puma | 12 | Zebra | 15 |
Note:
For this particular dataset, values are integers and can be easily stacked.
A dotplot can be hard to build, and dots can overlap (visually) if the values are very similar and a lot of values are represented.
1- Define "boundaries"
2- Count the number of elements inside each zone
This is the process to make what is called a histogram.
Dataset:
| 36 | 25 | 38 | 46 | 55 | 68 | 72 | 55 | 36 | 38 |
| 67 | 45 | 22 | 48 | 91 | 46 | 52 | 61 | 58 | 55 |
| Bin | Frequency | "Scores" included |
|---|---|---|
| 20-30 | 2 | 25, 22 |
| 30-40 | 4 | 36, 38, 36, 38 |
| 40-50 | 4 | 46, 45, 48, 46 |
| 50-60 | 5 | 55, 55, 52, 58, 55 |
| 60-70 | 3 | 68, 67, 61 |
| 70-80 | 1 | 72 |
| 80-90 | 0 | -- |
| 90-100 | 1 | 91 |
Note:
- Number of bins = $\sqrt{n}$ is a good start to explore your data.
- Usually all the bins cover the same data range (similar bin width), but uneven bins can also be constructed.
A common measure of central location is the (arithmetic) mean. It is sometimes called the average.
$\bar{x}=\sum x_{i}$
$\bar{x}$ for a sample (read "x-bar")
$\mu$ for a population
Which corresponds to:
$\bar{x}=\frac{x_{1}+x_{2}+...+x_{n}}{n}$
$\bar{x}=\frac{\textrm{sum of all the observations}}{\textrm{number of observations}}$
A trimmed mean refers to the calculation of the mean after discarding given parts of a sample (or distribution) at the high and low end (typically discarding an equal amount of both).
Some people consider that the use of a trimmed mean "helps" eliminate the influence of data points on the tails that may affect the traditional mean.
| 1 | 23 | 19 | 24 | 17 | 26 | 20 | 23 | 89 | 82 |
$\bar{x}=\frac{1+23+19+24+17+26+20+23+89+82}{10}=32.4$
$\bar{x}_{trimmed}=\frac{23+19+24+17+26+20+23}{7}=21.7$
Never use it!
The median of a set of ordered data values is:
- the middle entry (for an odd number of entries)
- the average of the middle 2 values (for an even number
of entries)
mean of $(\frac{n}{2})^{th}$ and $(\frac{n}{2}+1)^{th}$ observations
$(\frac{n+1}{2})^{th}$ observation
The mode is the value that occurs most often in the dataset. If no value in the dataset is repeated, then there is no mode this particular dataset.
What is the mode in the dataset below?
| 4 | 5 | 9 | 5 | 11 | 7 | 5 | 3 | 7 | 8 | 6 | 5 | 12 |
In a bimodal distribution, the taller peak is called the major mode and the shorter one is the minor mode.
The term resistance is related to the impact of outliers on a statistic. In general, we say that a statistic is resistant if it is relatively unaffected by extreme values.
The median and the mode are resistant, while the mean is not.
| 2.5 | 3.2 | 3.5 | 3.9 | 4.0 | 4.4 | 5.3 | 5.9 | 6.1 | 6.4 | 30 |
Mean: 4.52
Median: 4.2
Mean: 6.84
Median: 4.4
Number of children per household in China (2012)
Mean: 1.55
Median: 1
More representative of the "typical" 2012 family
(One Child Policy)
The minimum is the smallest number in the (sorted) dataset.
The maximum is the largest number in the (sorted) dataset
A common measure of data variability is
the standard deviation (SD). It measures the spread of the data in a sample
$s=\sqrt{\fragindex{0}{\fraglight{highlight-red-gc}{\frac{\sum(x_{i}-\bar{x})^2}{n-1}}}}$
Variance
$s$ for a sample
$\sigma$ for a population
$s=\sqrt{\frac{(x_{1}-\bar{x})^2+(x_{2}-\bar{x})^2+...+(x_{n}-\bar{x})^2}{n-1}}$
$s=\sqrt{\frac{\textrm{sum of observed squared difference from sample mean}}{\textrm{number of observations - 1}}}$
Let's consider 2 sets of data, both have a mean of 100
| Numbers | Mean | SD |
|---|---|---|
| 100, 100, 100, 100, 100 | 100 | 0 |
| 90, 90, 100, 110, 110 | 100 | 10 |
Set 1: all values are equal to the mean, so there is no variablility at all
Set 2: one value equals the mean and other four values are 10 points away from the mean. So the average distance away from the mean is about 10
Example for Set 2:
Like the mean, the standard deviation does not cope well with skewed distributions.
The Empirical Rule:
For any bell-shaped curve, approximately
- 68% of the values fall within 1 SD of
the mean in either direction
- 95% of the values fall within 2 SD of
the mean in either direction
- 99.7% of the values fall within 3 SD of
the mean in either direction
The range gives you the most basic information about the spread of a dataset. It is calculated by the (arithmetic) difference between the lowest and highest data value.
The median divides the data into two equal halves (it is the $50^{th}$ percentile). If we divide each of those halves again, we obtain two additional statistics known as the first (Q1) and third (Q3) quartiles, which are the $25^{th}$ and $75^{th}$ percentiles.
Interquartile range: $\textrm{IQR} = Q3 − Q1$
A value is considered an outlier if it is:
or
The $k^{th}$ percentile is a value in the dataset that has $k\%$ of the data values at or below it and $(100 – k)\%$ of the data values at or above it.
Note:
Here our dataset contains 40 data points.
So each data point correspond to $\frac{100}{40}=2.5\%$ of the data.
1) Part of the range covered by the bar might have never been observed in the sample
2) They conceal the variance and the underlying distribution of the data
3) They are associated with (usually not defined) error bars
Different types, different meanings:
- Descriptive statistics (SD, range)
- Inferential statistics (SEM, CI)
To reveal the distribution of the data:
About Figure 1:
Plunger plots only: who would know that the values were skewed [...] and that the common statistical tests would be inappropriate?”
"For better characterization of a sample, we prefer dots plots, or box plots for their ability to display a minimum of five measures of the underlying data."
To maintain the highest level of trustworthiness of data, we are encouraging authors to display data in their raw form and not in a fashion that conceals their variance.
Presenting data as columns with error bars (dynamite plunger plots) conceals data. We recommend that individual data be presented as dot plots shown next to the average for the group with appropriate error bars (Figure 1).
[...] the amount of information they provide is still limited to two values, the mean and the spread.
"For better characterization of a sample, we prefer dots plots, or box plots for their ability to display a minimum of five measures of the underlying data."
If the number of data is relatively small, showing directly the raw data and accompanying mean/median is best.
A boxplot is a graphical display of the five number summary for a quantitative variable. It shows the general shape of the distribution, identifies the middle 50% of the data, and highlights any outliers.
A boxplot includes:
A boxplot is a graphical display of the five number summary for a quantitative variable. It shows the general shape of the distribution, identifies the middle 50% of the data, and highlights any outliers.


You can load and trade with pre-trained GPLearn
models that you saved in the ObjectStore. To load a GPLearn
model from the ObjectStore, in the Initialize
method, get the file path to the saved model and then call the load
method.
def Initialize(self) -> None: if self.ObjectStore.ContainsKey(transformer_model_key) and self.ObjectStore.ContainsKey(regressor_model_key): transformer_file_name = self.ObjectStore.GetFilePath(transformer_model_key) regressor_file_name = self.ObjectStore.GetFilePath(regressor_model_key) self.gp_transformer = joblib.load(transformer_file_name) self.model = joblib.load(regressor_file_name)
The ContainsKey
method returns a boolean that represents if transformer_model_key
and regressor_model_key
are in the ObjectStore. If the ObjectStore does not contain the keys, save the model using them before you proceed.


A US Footy Fan Snuck An Entire Pumpkin Pie Into A Game & That’s How You Become President
by By Cam TyesonThere’s an immense amount of respect and awe that comes from spotting a fan in the stands at a packed football game who’s not only managed to circumvent the stadium’s prohibitive outside food bans or restrictions, but done so in a quantity that brings tears to the eyes. And while the AFL has previously seen staggering fan efforts like a charcuterie board at a Melbourne Demons game, or a full high tea setup on the boundary line while watching Port, I’m deeply afraid our American cousins have hopelessly outpaced us as of earlier this morning, thanks to one hungry, hungry Bears fan and the grand US tradition of Thanksgiving.
At this morning’s clash in Chicago between the Bears and the New York Giants, a fan in the stands spotted the new King of Snacks sitting in front of him, sporting an entire goddamned pumpkin pie, complete with a full can of whipped cream to top it off.
Cop the confidence on that cream application. That’s a man that knows he’s gotten away with stone cold murder and is no longer afraid of the consequences.
My dude is settling in to watch the game with a giant meal-sized snack that rich toffs in the private boxes could only ever dream of.
Imagine being that good at food sneaking that you manage to get an actual aerosol can of whipped cream through America’s Checkpoint Charlie-ass stadium security screening? An insane achievement in and of itself.
In a real wholesome turn of events, it seems the pie was not meant for just one man, and was instead a gesture of giving and togetherness for all Bears fans in the vicinity. A subsequent video revealed that, following a Chicago touchdown, the pie handed out wedges of the Thanksgiving treat to anyone who wanted one.
You gotta be thankful for that.


Transport workers end blockade in Narayanganj, traffic resumes
by bdnews24.comTransport workers have ended an eight-hour long blockade on the streets of Narayanganj’s Siddhirganj in protest at the new road transport act.
Vehicular movement on the Dhaka-Chattogram and Dhaka-Sylhet highways resumed around 2pm on Wednesday after the workers cleared the roads, said Monirul Islam, additional superintendent of Narayanganj Police Station.
However, truck and covered-van operators are continuing their strike. But long-haul bus services are yet to resume in many areas, according to transport owners and workers’ leaders.
Protesters carried out a procession at the Siddhirganj’s Signboard area around 7pm on Monday, blocking the road and traffic movement, according to some locals.
The protesters signalled vehicles to stop and seized keys from drivers, forcing passengers to get off the buses. They blocked the road by parking those vehicles on the roads.
The flow of traffic resumed again in the afternoon after police convinced the protesters to leave the streets, Monirul said.
Transport workers are protesting the harsher punishments for traffic offences under the new road transport law. But none of the workers took part in the blockade at Signboard road, said Shafi Uddin Pradhan, general secretary of the Bangladesh Truck-Covered-Van Owners’ Association’s Narayanganj wing.
‘We have no link to the protests. The workers are 'willingly' refraining from work,” Sarak Paribahan Sramik Federation’s Vice President Kawsar Ahmed Polash said.


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Why AquaSHIFT?
Floods and droughts affects more than 50 million people every year owing to its destructive nature. The same resource - water is responsible for both, in one area its excess, in the other its lack. Our tool aims to provide an analytical solution to transfer surplus flood water to neighboring drought-prone regions in order to minimize the losses on both sides.
Our Mission
- Create links between flood-prone and drought-prone zones
- Terrain analysis to assess feasibility of links
- Checking for cross-country links to promote friendly relations
- Using rainfall data of the regions involved and finding a correlation
- Elevation difference between the two endpoints
- Predicting which regions are in danger of desertification


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Sometimes, it's useful to convert a Xapian::Document
into a flat binary representation. This might be so that it can be sent over a network connection, or stored in a cache or a queue.
FIXME - describe serialising and deserialising. Note the lack of guarantee that the format is stable across different Xapian versions: shouldn't be used for long term storage. Should be endian safe, though, so fine to read on different architectures.


Greta Thunberg Asks For Lift Across The Atlantic As Climate Meeting Moves
by Emily BrownGreta Thunberg is calling on boat owners to help her get back across the Atlantic Ocean after the COP25 Climate Summit was moved from Chile to Madrid.
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The climate change activist spent two weeks travelling from Britain to New York earlier this year, when she opted to travel in a sailing boat rather than a plane due to the carbon emissions involved in aviation.
Her trip paid off as she made waves – pun intended – at the UN Climate Summit, where she called out world leaders and demanded they take action in a passionate speech. However, the activist has now found herself needing to get back across the pond.
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The 2019 United Nations Climate Change Conference, also known as COP25, was set to take place in Santiago, Chile, next month, but the country abandoned plans to host due to deadly anti-government protests taking place.
Around 25,000 delegates were expected to travel to Santiago for the event but on Friday, November 1, the UN revealed COP25 would be held in Spain instead.
Following the announcement, Greta took to Twitter to ask her followers for help getting back across the Atlantic to attend the event.
She wrote:
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As #COP25 has officially been moved from Santiago to Madrid I’ll need some help.
It turns out I’ve traveled half around the world, the wrong way:)
Now I need to find a way to cross the Atlantic in November… If anyone could help me find transport I would be so grateful.
The 16-year-old went on to express her apologies to the residents of Chile, who she now won’t have time to visit.
Greta added:
I’m so sorry I’ll not be able to visit South and Central America this time, I was so looking forward to this. But this is of course not about me, my experiences or where I wish to travel. We’re in a climate and ecological emergency.
I send my support to the people in Chile.
Harjeet Singh, from environmental group ActionAid International, has said moving the climate change summit at such short notice will present ‘real barriers to participation’, The Guardian reported.
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He pointed out:
Hotels in Madrid are already full. Last-minute flights are expensive. Visas can be difficult to obtain at short notice. This sudden decision is likely to shift the balance of power towards the wealthier countries of the global north.
Teresa Ribera, Spain’s ecological transition minister, responded to Greta’s plea for help, writing:
Dear Greta, it would be great to have you here in Madrid. You’ve made a long journey and help all of us to raise concern, open minds and enhance action. We would love to help you to cross the Atlantic back. Willing to get in contact to make it posible [sic].
Hopefully Greta will make it back across the ocean in good time.
Emily Brown first began delivering important news stories aged just 13, when she launched her career with a paper round. She graduated with a BA Hons in English Language in the Media from Lancaster University, and went on to become a freelance writer and blogger. Emily contributed to The Sunday Times Travel Magazine and Student Problems before becoming a journalist at UNILAD, where she works on breaking news as well as longer form features.


 Great job!
Great. You've just made my job that much harder. Or you can just think that I screwed up and save yourself the trouble. Well, either way, I'm either sleeping or on it.
I'd give you other stuff to do, but there's actually nothing you CAN do if you found this message.


post = mdnpost(mixparams, t) [post, a] = mdnpost(mixparams, t)
post = mdnpost(mixparams, t)
computes the posterior
probability p(j|t)
of each
data vector in t
under the Gaussian mixture model represented by the
corresponding entries in mixparams
. Each row of t
represents a
single vector.
[post, a] = mdnpost(mixparams, t)
also computes the activations
a
(i.e. the probability p(t|j)
of the data conditioned on
each component density) for a Gaussian mixture model.
mdngrad
, mdnprob
Copyright (c) Ian T Nabney (1996-9)
David J Evans (1998)


One Love One Beach is a 24-team, mixed 4v4 beach charity tournament in Mission Beach, San Diego.
As always, OLOB proceeds go to the Leukemia and Lymphoma Society. Since 2002, we've donated over $20,000 to this cause. We encourage you to donate and invite your teammates to donate as well, either online or in person at the tournament.
A special thank you to No Pants Party, O'Lobsters, Sandy Again, and Off in the Sand for going so far above and beyond, that I am nearly speechless. I am just very grateful on behalf of LLS that each of your teams nearly doubled the amount expected, raising between $450 and $600! Also note that I was not able to break down by team the amount raised by sales of merchandise, so if you and/or your team contributed in that manner, thank you for that.
Please forward this email to your team members, as I want them all to know how much they contributed to the great cause of LLS.
Finally, if you have any complaints, comments, or suggestions on OLOB, please let me know so I can make next year even better.
- Keith Temple, OLOB TD
This tournament is run entirely by Diego Ultimate Disc Experience volunteers. If you're interested in helping run this tournament or any other DUDE events, please let us know.


UDISKS(1) udisks UDISKS(1) NAME udisks - udisks command line tool SYNOPSIS udisks [OPTIONS] DESCRIPTION udisks is a simple command line client for the udisks(7) system bus service. OPTIONS --dump Dump all information about all devices. Please include this when filing bugs. --enumerate Lists all object paths of devices know to the daemon. --enumerate-device-files Lists all device files of devices know to the daemon. --monitor Connect to the daemon and print a line every time an event happens. --monitor-detail Like --monitor but prints the full details of the device whenever an event happens. --show-info device_file Shows information about device_file. --inhibit-polling device_file [-- program arg ...] Inhibits polling on device_file. If no program is given, polling is inhibited until Ctrl+C is pressed. Otherwise the program is spawned and the polling is only inhibited until the program terminates. --poll-for-media device_file Polls device_file to perform media detection. --inhibit-all-polling [-- program arg ...] Inhibits polling on all devices. If no program is given, polling is inhibited until Ctrl+C is pressed. Otherwise the program is spawned and the polling is only inhibited until the program terminates. --mount device_file [--mount-fstype fstype] [--mount-options options] Mounts the device represented by device_file using the file system fstype and a comma-separated list of options. --unmount device_file [--unmount-options options] Unmounts the device represented by device_file using a comma-separated list of options. --detach device_file [--detach-options options] Detaches (e.g. powering down the physical port the device is connected to) the device represented by device_file using a comma-separated list of options. --eject device_file [--eject-options options] Ejects media from the device represented by device_file using a comma-separated list of options. --ata-smart-refresh device_file [--ata-smart-wakeup] Refreshes ATA SMART data for device_file. If the disk is sleeping it will not be woken up unless --ata-smart-wakeup is passed. will be used. --ata-smart-refresh device_file --ata-smart-simulate blob Read ATA SMART data from blob for device_file. This can only be done by the super user and is typically used for testing that clients relying on the ATA SMART data provided by udisks behave correctly. The libatasmart git repository at http://git.0pointer.de/?p=libatasmart.git;a=summary contains a collection of blobs from failing disks. --inhibit [-- program arg ...] Inhibits clients from invoking methods on the daemon that require authorization (all methods will return the org.freedesktop.UDisks.Error.Inhibited error) if the caller is not the super user. This is typically used by OS installers and other programs that expects full control of the system, specifically to avoid automounting devices. Only the super user can do this. If no program is given, the daemon is inhibited until Ctrl+C is pressed. Otherwise the program is spawned and the daemon is only inhibited until the program terminates. --set-spindown device_file --spindown-timeout seconds [-- program arg ...] Configures disk spindown timeout on device_file to seconds. See the section called “SPINNING DOWN DISKS” for important information before using this option. If no program is given, the spindown time will be used until Ctrl+C is pressed. Otherwise the program is spawned and the the spindown timeout will only be used until the program terminates. --set-spindown-all --spindown-timeout seconds [-- program arg ...] Configures disk spindown timeout on all disks that can be spun down to seconds. See the section called “SPINNING DOWN DISKS” for important information before using this option. If no program is given, the spindown time will be used until Ctrl+C is pressed. Otherwise the program is spawned and the the spindown timeout will only be used until the program terminates. --help Show help options. SPINNING DOWN DISKS Caution should be exercised when configuring disk spin down timeouts. Note that every time a disk is spun down, the “start-stop-count” ATA SMART attribute will increase by 1 and most disks are only good for a limited number (typically 50,000 but it varies by manufacturer and model). In addition, the drive may take as long as 30 seconds to respond to subsequent disk access – most drives are typically faster, see the “spin-up-time” ATA SMART attribute. On the other hand, cautious use (e.g. using conservative timeouts) of the ability to spin down disks, can be a good way to trade power consumption (typically 8 vs 1 Watts for 3.5" drives) and heat emission for a slightly higher latency. AUTHOR Written by David Zeuthen<EMAIL_ADDRESS>with a lot of help from many others. BUGS Please send bug reports to either the distribution bug tracker or the upstream bug tracker at http://bugs.freedesktop.org/enter_bug.cgi?product=udisks. SEE ALSO udisks-daemon(8), udisks(7), udisks April 2008 UDISKS(1)


NEWS.md
up_to_date_interactions
in cassette_class
now allows filtering cassettes by user specified date (#96) (#104)use_casette()
parameters re_record_interval
and clean_outdated_http_interactions
; you can now set a re-record interval (in seconds) so that you can for example always re-record cassettes if you don’t want cassettes to be more than X days old; depends on new internal method up_to_date_interactions
(#104) (#105)webmockr
package (requires v0.4 or greater); more generally, makes single type request matching (e.g., just HTTP method, or just URL) possible, it was not working before, but is now working; added examples of doing single type matching (#70) (#76) (#108)cassette_class
where typo lead to not setting headers correctly in the webmockr::wi_th()
call (#107)use_vcr()
to setup vcr
for your package. This requires 3 pkgs all in Suggests; so are not required if you don’t need to use use_vcr()
(#52) (#95) thanks @maelle for the feedback!vcr
actually supports all four recording modes: none
, once
, new_episodes
, and all
. once
is what’s used by default. See ?recording
for description of the recording modes. For now the test file test-ause_cassette_record_modes.R gives some examples and what to expect for each record mode; in the future the http testing book will have much more information in the Record modes chapter https://ropenscilabs.github.io/http-testing-book/record-modes.html (commit)httr
due to wrong date format. the problem was in the webmockr
package. see ropensci/webmockr#58 (#91) thanks @Bisaloouse_cassette()
when using httr
: we weren’t collecting status_code
and storing it with the cassette (#92) thanks @Bisaloouse_cassette()
for httr
: was working fine with a single httr request, but not with 2 or more (#93) (#94) thanks @Rekytuse_cassette()
the URL is presented from the request, and if there’s a secret (API key) in the URL as a query parameter (or in any other place in the URL) then that secret is shown to the world (including if the error block happens on CI on the public web). This is fixed now; we use directives from your filter_sensitive_data
call in vcr_configure()
to mask secrets in error messages (#89) (#90)vcr
with devtools::check
vs. devtools::test
(#83)vcr
in test suites from use_cassette
block wrapped in test_that
to the other way around; leads to testthat
pointing to the actual test line that failed rather than pointing to the start of the use_cassette
block (#86)%||%
internal function. Was incorrectly doing logical comparison; when headers list was passed one or more of the tests in the if statement had length > 1. Dev R is testing for this (#87)


The LGSVL Simulator is a simulator that facilitates testing and development of autonomous driving software systems. It enables developers to simulate billions of miles and arbitrary edge case scenarios to speed up algorithm development and system integration. The simulator is under active development on Github, and we hope to grow our developer community to best serve the autonomous vehicle and robotics industries in accelerating the testing and validation of autonomous systems.
The simulator is fully integrated with the popular open source platforms Apollo (from Baidu) and Autoware (Autoware Foundation). This means that a developer working with either of these platforms can simply download our latest binaries and run the simulator to test their algorithms, whether they are for localization, perception, or path planning.
By running an autonomous vehicle, or modules of the autonomous stack, in a safe and reproducible yet realistic 3D environment, developers are able to run tests and iterate much more quickly on their algorithms. Our simulator provides real-time outputs from sensors including camera, LiDAR, RADAR, GPS, and IMU. Environmental parameters can also be changed, including map, weather, traffic, and pedestrians.
The LGSVL simulator is developed by the Advanced Platform Lab at the LG Electronics America R&D Center, formerly the LG Silicon Valley Lab.


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{% extends 'cardapp/base.html' %} {% block title %}Welcome to CardMapper{% endblock %} {% block header_title %}Welcome to CardMapper{% endblock %} {% block main_content %}
A platform for capturing, annotating and sharing card-based ideation workshops!
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| Contents | Previous Next |
The Human Evasion by Celia Green
Chapter 9 : The Philosophy of Evasion
Philosophy used to be about metaphysics, though it always suffered from the usual human tendency to discuss politics or morality in the same breath -- or at least, in the next chapter.When philosophy dealt with metaphysics it revealed certain facts about the human situation, which can all be summarized in the statement that it is impossible to be certain of anything.
However, as a direct consequence of the human evasion, it was very difficult for philosophers to think for too long at a time about total uncertainty, so that various partial aspects of it were stated by different people, and they very often combined their thoughts about uncertainty with a good deal of their favourite kind of evasiveness. This is why their books were so much longer than necessary -- but this is true of almost all books by sane people.
Descartes, for example, began by placing everything in doubt.
I will suppose, then, not that there is a supremely good God, the source of truth; but that there is an evil spirit, who is supremely powerful and intelligent, and does his utmost to deceive me. I will suppose that sky, air, earth, colours, shapes, sounds and all external objects are mere delusive dreams, by means of which he lays snares for my credulity. I will consider myself as having no hands, no eyes, no flesh, no blood, no senses, but just having a false belief that I have all these things. I will remain firmly fixed in this meditation, and resolutely take care that, so far as in me lies, even if it is not in my power to know some truth, I may not assent to falsehood nor let myself be imposed upon by that deceiver, however powerful and intelligent he may be.[1]I will reject ... whatever admits of the least doubt, just as if I had found it was wholly false; and I will go on until I know something for certain - if it is only this, that there is nothing certain.[2]
Descartes proceeds from this to the famous 'cogito ergo sum': even if all his thoughts are erroneous, something must exist to think them.
And here commences the evasiveness of Descartes: in fact, he is not really entitled to say, 'I think, therefore I exist', but only 'I think, therefore something exists'. Nonetheless, this is the highest point reached by his philosophy.
After this he first reinstates his own psychology:
What then am I? A conscious being (res cogitans). What is that? A being that doubts, understands, asserts, denies, is willing, is unwilling; further, that has sense and imagination. There are a good many properties -- if only they belong to me. But how can they fail to? Am I not the very person who is 'doubting' almost everything; who 'understands' something and 'asserts' this one thing to be true, and 'denies' other things; who 'is willing' to know more, and 'is unwilling' to be deceived; who 'imagines' many things, even involuntarily, and perceives many things coming as it were from the 'senses'? Even if I am all the while asleep; even if my creator does all he can to deceive me; how can any of these things be less of a fact than my existence? Is any of these something distinct from my consciousness (cogitatione)? Can any of them be called a separate thing from myself? It is so clear that it is I who doubt, understand, will, that I cannot think how to explain it more clearly.[3]Having reinstated his own ideas, Descartes decides that they include an idea of an infinite and perfect God. Descartes might be deceived in believing two and three to make five if a sufficiently powerful God chose to deceive him, but God must exist because Descartes has an idea of God, and such a God could not be a deceiver. So Descartes may now proceed with trustful confidence to reinstate 'the whole field of corporeal nature that is the subject-matter of pure mathematics'.[4]
Before the modern atheist mocks this line (or rather convolution) of argument too uninhibitedly, he should recall that it is Descartes's only way of avoiding the conclusion that there is no certainty except total uncertainty.
If you are trying to ward off uncertainty, you can believe in the infinite reliability of God, or of common sense, or of New Society -- it makes little difference. (Of the three, an infinite and perfect God would probably be the most elasticizing to the imagination. But I realize that that is no recommendation from a sane point of view.)
Incidentally, it is perhaps interesting to note that while 'establishing' the existence of God, Descartes shows a typically sane desire to accept his limitations. Considering how recently he has recovered from an attack of total uncertainty, his confidence in the permanence of his position is remarkable:
But perhaps I am something greater than I myself understand. Perhaps all the perfections I attribute to God are somehow in me potentially, though they do not emerge yet and are not yet brought into actuality. For I experience already a gradual increase of my knowledge; I do not see what is to prevent its being thus increased more and more indefinitely; nor why, when my knowledge has thus grown, I may not use it to acquire all the other perfections of God; nor, finally, why the potentiality of such perfections, if it exists in me already, is not enough to produce the idea of them.All these things are impossible. First, it is true that my knowledge gradually increases, and I have many potentialities as yet unactualised; but this is alien to the idea of God, which implies absolutely no potentiality; for the mere fact of gradual growth is a sure sign of imperfection.
Again, even if my knowledge always grows more and more, yet I see that it will never be actually infinite; for it will never reach a point where it is not capable of still further increase.[5]
Then again, consider Hume. He saw clearly enough that 'all our reasonings concerning causes and effects are derived from nothing but custom.'[6] And as for the continued existence of objects when out of sight, he said: '... this conclusion beyond the impressions of our senses can be founded only on the connection of cause and effect; nor can we otherwise have any security that the object is not changed upon us.'[7]
More critical than Descartes of the origins of his ideas, Hume saw no way in which philosophy could save him from scepticism, and undisguisedly fell back on human nature to do so.
I am confounded with all these questions, and begin to fancy myself in the most deplorable condition imaginable, environed with the deepest darkness, and utterly deprived of the use of every member and faculty. Most fortunately it happens, that since reason is incapable of dispelling these clouds, Nature herself suffices to that purpose, and cures me of this philosophical melancholy and delirium, either by relaxing this bent of mind, or by some avocation, and lively impression of my senses, which obliterates all these chimeras. I dine, I play a game of backgammon, I converse, and am merry with my friends; and when, after three or four hours' amusement, I would return to these speculations, they appear so cold, and strained, and ridiculous, that I cannot find in my heart to enter into them any further.[8]However, frightened and muddled though the sceptical philosophers may have been, once some aspect of the total uncertainty had been plainly stated, it could never subsequently be refuted and it became a permanent piece of philosophy.
One of the aspects of uncertainty that became firmly embedded in philosophy was that there were no absolutes.
What was originally stated was that there was no way of finding out if there were any absolutes. Everything could only be assessed by reference to a specific standard, and the only available standards were finite ones.
The human race, in its anthropocentric way, took a particular interest in the conclusion that there was no moral absolute. There was no way of saying what was 'good' or 'evil' except by referring to the only standards available -- which were the opinions of human beings about what constituted a desirable life. These were obviously very subjective.
The human race eagerly responded to this finding by rejecting all former sets of opinions about the desirable life and developing a new one. The new one stated that heroic and extremist ideals were always based on foolish beliefs and prejudices, so that the thing to do was to seek pleasure, comfort, and security in a moderate and unheroic way.
Moreover, this finding gave rise to a feeling that it had now been proved that absolutes did not exist -- there were no standards other than human ones.
This last is an interesting conclusion, if you remember that the original statement was to the effect that whatever might be absolute, human standards certainly were not.
This interesting conclusion, that human standards constituted the only absolute, was reached emotionally before it could be formulated intellectually. No one was in serious doubt of it, but professional philosophers found it difficult to state explicitly. Statements about certainty such as the assertion that solipsism was possible remained obstinately irrefutable.
This did not prevent philosophers from engaging in strange attempts to assess the 'probability' of sceptical statements. In this they showed an unawareness of what I can only call 'logical priority' that is typically sane.
Once you have admitted you may be dreaming, what value can you attach to your reflections on the likelihood that you are dreaming? Yet comparative statements are made; it is more likely that we are deceived about this; less likely that we are deceived about that.
My own tentative view is that tactual perception ... justifies us in being practically certain that there are foreign bodies and that they do interact with our own bodies. It seems to me just conceivable, though extremely unlikely, that I might have had the kinds of experience which I describe as 'seeing' or 'hearing' foreign bodies even if there had been no foreign bodies or if they had never emitted light-waves or sound-waves to my body.But I find it almost impossible to believe I could ever have had the kind of experience I describe as 'pushing' or 'pulling' or 'struggling with' foreign bodies unless there had been foreign bodies and they had quite often interacted dynamically with my own body through contact. [9]
It was then that linguistic philosophy arrived, the true philosophy of evasion. It stated that it was under no necessity to refute statements about total uncertainty, because it did not accept them as possible statements.
('Scepticism is not irrefutable, but palpably senseless, if it would doubt where a question cannot be asked.'[10]) It declared that the only way of deciding what was an acceptable statement was by reference to human standards.
For example, when you use the word 'uncertainty' you mean that you are not certain about something that may or may not happen. You have learnt to use this word in connection with a number of finite situations, such as whether or not it will rain tomorrow. The word is not usually used to mean 'the uncertainty whether anything will go on existing' or 'the uncertainty whether anything is existing now'. It is illegitimate to use the word 'uncertainty' to refer to these kinds of uncertainty, and it is therefore impossible to formulate any statements whatever about them.
When philosophers use a word -- 'knowledge', 'being', 'object', 'I', 'proposition', 'name' -- and try to grasp the essence of the thing, one must always ask oneself: is the word ever actually used in this way in the language-game which is its original home? What we do is to bring words back from their metaphysical to their everyday use.[11]
In this simple way all discourse about the infinite and inconceivable is eliminated, for it is evident that all human words have actually been developed by finite beings to deal with things they are able to conceive.
There is now no need to think about 'reality' except in the sense of 'what all right-thinking humans are in verbal agreement about'. So Malcolm, discussing the idea that a person may realize he is dreaming while he is having the dream, comments: 'Surely there is something dubious in the assumption that there can be a true judgement that cannot be communicated to others'.[12]
What clues do we have to the human evasion in the psychology of Wittgenstein? At the end of the Tractatus (an earlier work), a series of ambiguous utterances:
Not how the world is, is the mystical, but that it is.[13]There is indeed the inexpressible. This shows itself; it is the mystical.[14]
My propositions are elucidatory in this way: he who understands me finally recognizes them as senseless, when he has climbed out through them, on them, over them. (He must so to speak throw away the ladder, after he has climbed up on it.)
He must surmount these propositions; then he sees the world rightly. [15] Whereof one cannot speak, thereof one must be silent.[16]
And in the Philosophical Investigations, on which his fame chiefly rests, a number of utterances in which it is not difficult to see an anguished desire for anaesthesia:
For the clarity that we are aiming at is indeed complete clarity. But this simply means that the philosophical problems should completely disappear.The real discovery is the one that makes me capable of stopping doing philosophy when I want to. -- The one that gives philosophy peace, so that it is no longer tormented by questions which bring itself in question. -
Instead, we now demonstrate a method, by examples; and the series of examples can be broken off. -- Problems are solved (difficulties eliminated), not a single problem.
There is not a philosophical method, though there are indeed methods, like different therapies.[17]
The philosopher's treatment of a question is like the treatment of an illness.[18]
... what is hidden ... is of no interest to us.[19]
Let us conclude this chapter by putting philosophy in its place in the sane perspective.
Philosophical questions have no intrinsic importance. Some questions are important for particular men because of the way in which the questions perplex them and deflect or obstruct them in going on with some other activity to which they are purposefully committed in life. [20]
[1] Descartes, Philosophical Writings, edited by E. Anscombe and P. T. Geach, Nelson, 1954, p.65. [2] Ibid., p.66. [3] Ibid., p.70. [4] Ibid., p.108. [5] Ibid., pp.86-87. [6] British Empirical Philosophers, edited by A.J. Ayer and R. Winch, Routledge and Kegan Paul, 1952, p.445. [7] Ibid., pp.357-8. [8] Ibid., pp.496-7. [9] C.D. Broad, Religion, Philosophy and Psychical Research, Routledge and Kegan Paul, 1953, p.34. [10] Ludwig Wittgenstein, Tractatus Logico-Philosophicus, Routledge and Kegan Paul, 1922, para. 6.51. [11] Ludwig Wittgenstein, Philosophical Investigations, Blackwell and Mott, para. 116. [12] Norman Malcolm, Dreaming, Routledge and Kegan Paul, 1959, p.9. [13] Ludwig Wittgenstein, Tractatus Logico-Philosophicus, Routledge and Kegan Paul, 1922, para. 6.44. [14] Ibid., para. 6.522. [15] Ibid., para. 6.54. [16] Ibid., para. 7. [17] Ludwig Wittgenstein, Philosophical Investigations, Blackwell and Mott, 1958, para. 133. [18] Ibid., para. 255. [19] Ibid., para.126. [20] W.H. Watson, Understanding Physics Today, Cambridge University Press, 1963, p.15.
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@* * This template is called from the `index` template. This template * handles the rendering of the page header and body tags. It takes * two arguments, a `String` for the title of the page and an `Html` * object to insert into the body of the page. *@ @(title: String, opcion: String, descripcion: String, activo: String, css: Html = Html(""), js: Html = Html(""))(content: Html)
@* Here's where we render the page title `String`. *@


Serious three-vehicle crash closes M54 between Cannock and Wolverhampton
A serious crash has closed a stretch of the M54 between Cannock and Wolverhampton this morning.
by Dayna FarringtonEmergency services are currently at the scene of the smash involving two cars and a van between junctions one and two of the M54.
Two people are believed to be trapped in their vehicles, with firefighters using cutting equipment to release them.
Two children were released prior to emergency services to follow.
The M54 has been closed at junction one, heading towards the M6 while emergency services are at the scene.
A spokesman from West Midlands Ambulance Service said: "We were called to the M54 at around 9am this morning by Staffordshire Fire and Rescue Service to reports of a road traffic collision between junctions one and two.
"There are five patients in total being assessed – there are no reported serious injuries.
"We currently have three ambulances and a paramedic officer on scene."
A Staffordshire and Fire Rescue Service spokesman added: "We were called at 8.50am this morning. Two crews from Cannock attended the scene.
"Two cars and one van were involved in the collision and two children were released prior to our arrival.
"We are working to extricate one male casualty, and another one has already been freed and believed to be on his way to hospital.
"The incident is still ongoing."
More to follow.


Quick Start¶
Quick Install¶
You can use pip to install PaddlePaddle with a single command, supports CentOS 6 above, Ubuntu 14.04 above or MacOS 10.12, with Python 2.7 installed. Simply run the following command to install, the version is cpu_avx_openblas:
pip install paddlepaddle
If you need to install GPU version (cuda7.5_cudnn5_avx_openblas), run:
pip install paddlepaddle-gpu
For more details about installation and build: install_steps .
Quick Use¶
Create a new file called housing.py, and paste this Python code:
import paddle.dataset.uci_housing as uci_housing import paddle.fluid as fluid with fluid.scope_guard(fluid.core.Scope()): # initialize executor with cpu exe = fluid.Executor(place=fluid.CPUPlace()) # load inference model [inference_program, feed_target_names,fetch_targets] = \ fluid.io.load_inference_model(uci_housing.fluid_model(), exe) # run inference result = exe.run(inference_program, feed={feed_target_names[0]: uci_housing.predict_reader()}, fetch_list=fetch_targets) # print predicted price is $12,273.97 print 'Predicted price: ${:,.2f}'.format(result[0][0][0] * 1000)
Run python housing.py
and voila! It should print out a list of predictions
for the test housing data.


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First operand: Wrong Format: Please input a number
Second operand: Wrong Format: Please input a number
Operator: Wrong Operator: Please enter +, -, *, / or %.
Output Value:


Configure your Meteor server API account. Each meteor site operates differently, so there is not unified API website to goto.
If you operate the resource owner (the server that holds the credentials), then add a client to the collection by checking out the example on this page.
If you do not operate the resource owner, then you must contact the service in some way to get the keys.
This is the information the resource owner will need from you.


New Ansible os-, ssh- and mysql-hardening releases
Hey friends,
We released new versions of ansible-os-hardening, ansible-ssh-hardening and ansible-mysql-hardening!
These releases are important to us in multiple ways:
As always, they provide new features and configuration possibilities for you to use! More on that below.
Complete tests in TravisCI
Furthermore we now leverage the full possibilities of TravisCI for the os-hardening, ssh-hardening and mysql-hardening roles. This means that all supported operating systems are now tested and verified online. For that we use customized docker-images that have Ansible pre-installed, as well as our InSpec-tests to verify the roles!
However some operating systems are still missing for mysql-hardening because we’re facing some issues that hopefully will be resolved soon!
We’re always looking for help! Join us on GitHub or Gitter chatroom.
Breaking Changes
One more important thing to note are the breaking changes.
All roles
We removed support for Ansible 1.9 in all three roles, so we can leverage the new modules and functions of Ansible 2.0!
ssh-hardening
- Change the ssh_client_ports list variable into a simple non-list variable named ssh_client_port. #84 (fullyint)
Before:
{% for port in ssh_client_ports -%}
Port {{port}}
{% endfor %}
After:
Port {{ ssh_client_port }}
Before:
# one or more hosts, to which ssh-client can connect to.
# Default is empty, but should be configured for security reasons!
ssh_remote_hosts: [] # ssh
After:
# Hosts with custom options. # ssh
# Example:
# ssh_remote_hosts:
# - names: ['example.com', 'example2.com']
# options: ['Port 2222', 'ForwardAgent yes']
# - names: ['example3.com']
# options: ['StrictHostKeyChecking no']
ssh_remote_hosts: []
mysql-hardening
- Renamed variables in #22 (agno01) and #26
- renamed
mysql_hardening_mysql_conf
var tomysql_hardening_mysql_conf_file
- introduced
mysql_hardening_mysql_conf_dir
variable - introduced
mysql_cnf_owner
as variable for owner of configuration files - set default value of
mysql_hardening_mysql_conf_dir
variable for RedHat, OracleLinux, Debian - changed default hardcoded full path in
mysql_hardening_hardening_conf
var to be based onmysql_hardening_mysql_conf_dir
var
- renamed
Improvements
Of course we were productive in fixing bugs, improving the code and adding more features. All with the help of our awesome contributors!
os-hardening
Full Changelog
ssh-hardening
- Use different Hostkeys according to installed ssh version #99 (rndmh3ro)
- Remove small dh primes #97 (rndmh3ro)
- Add Ed25519 SSH host key to match ssh-baseline #96 (techraf)
- Add support for FreeBSD OpenSSH server and client #95 (jbenden)
- Defaults: Remove DSA from SSH host keys to match ssh-baseline profile #92 (techraf)
- Make ChallengeResponseAuthentication configurable #85 (rndmh3ro)
Full Changelog
mysql-hardening
- Add CentOS7 with MariaDB support #27 (chrispoupart)
- Add follow=yes to my.cnf protect task, in case its a symlink. #21 (rndmh3ro)
Full Changelog
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Thanks and have a nice and secure day!
Sebastian