Class: SpatialStats::Local::Stat
- Inherits:
-
Object
- Object
- SpatialStats::Local::Stat
- Defined in:
- lib/spatial_stats/local/stat.rb
Overview
Stat is the abstract base class for local stats. It defines the methods that are common between all classes and will raise a NotImplementedError on those that are specific for each type of statistic.
Direct Known Subclasses
Instance Attribute Summary collapse
-
#field ⇒ Object
Returns the value of attribute field.
-
#scope ⇒ Object
Returns the value of attribute scope.
-
#weights ⇒ Object
Returns the value of attribute weights.
Instance Method Summary collapse
-
#crand(permutations, rng) ⇒ Numo::Int32
Conditional randomization algorithm used in permutation testing.
- #expectation ⇒ Object
-
#initialize(scope, field, weights) ⇒ Stat
constructor
Base class for local stats.
-
#mc(permutations = 99, seed = nil) ⇒ Array
Permutation test to determine a pseudo p-values of the
#stat
method. -
#mc_bv(permutations, seed) ⇒ Array
Permutation test to determine a pseudo p-values of the
#stat
method. -
#quads ⇒ Array
Determines what quadrant an observation is in.
- #stat ⇒ Object
-
#summary(permutations = 99, seed = nil) ⇒ Array
Summary of the statistic.
- #variance ⇒ Object
- #x=(values) ⇒ Object (also: #z=)
- #y=(values) ⇒ Object
-
#z_score ⇒ Array
Z-score for each observation of the statistic.
Constructor Details
#initialize(scope, field, weights) ⇒ Stat
Base class for local stats
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# File 'lib/spatial_stats/local/stat.rb', line 12 def initialize(scope, field, weights) @scope = scope @field = field @weights = weights.standardize end |
Instance Attribute Details
#field ⇒ Object
Returns the value of attribute field.
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# File 'lib/spatial_stats/local/stat.rb', line 17 def field @field end |
#scope ⇒ Object
Returns the value of attribute scope.
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# File 'lib/spatial_stats/local/stat.rb', line 17 def scope @scope end |
#weights ⇒ Object
Returns the value of attribute weights.
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# File 'lib/spatial_stats/local/stat.rb', line 17 def weights @weights end |
Instance Method Details
#crand(permutations, rng) ⇒ Numo::Int32
Conditional randomization algorithm used in permutation testing. Returns a matrix with permuted index values that will be used for selecting values from the original data set.
The width of the matrix is the max number of neighbors + 1 which is way less than it would be if the original vector was shuffled in full.
This is super important because most weight matrices are very sparse so the amount of shuffling/multiplication that is done is reduced drastically.
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# File 'lib/spatial_stats/local/stat.rb', line 69 def crand(permutations, rng) # basing this off the ESDA method # need to get k for max_neighbors # and wc for cardinalities of each item # this returns an array of length n with # (permutations x neighbors) Numo Arrays. # This helps reduce computation time because # we are only dealing with neighbors for each # entry not the entire list of permutations for each entry. n_1 = weights.n - 1 # weight counts wc = weights.wc k = wc.max + 1 prange = (0..permutations - 1).to_a ids_perm = (0..n_1 - 1).to_a Numo::Int32.cast(prange.map { ids_perm.sample(k, random: rng) }) end |
#expectation ⇒ Object
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# File 'lib/spatial_stats/local/stat.rb', line 23 def expectation raise NotImplementedError, 'method expectation not implemented' end |
#mc(permutations = 99, seed = nil) ⇒ Array
Permutation test to determine a pseudo p-values of the #stat
method. Shuffles x values, recomputes #stat
for each variation, then compares to the computed one. The ratio of more extreme values to permutations is returned for each observation.
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# File 'lib/spatial_stats/local/stat.rb', line 101 def mc(permutations = 99, seed = nil) # For local tests, we need to shuffle the values # but for each item, hold its value in place and shuffle # its neighbors. Then we will only test for that item instead # of the entire set. This will be done for each item. rng = gen_rng(seed) rids = crand(permutations, rng) n_1 = weights.n - 1 sparse = weights.sparse row_index = sparse.row_index ws = sparse.values wc = weights.wc stat_orig = stat arr = Numo::DFloat.cast(x) ids = (0..n_1).to_a observations = Array.new(weights.n) (0..n_1).each do |idx| idsi = ids.dup idsi.delete_at(idx) idsi.shuffle!(random: rng) idsi = Numo::Int32.cast(idsi) sample = arr[idsi[rids[true, 0..wc[idx] - 1]]] # account for case where there are no neighbors row_range = row_index[idx]..(row_index[idx + 1] - 1) if row_range.size.zero? observations[idx] = permutations next end wi = Numo::DFloat.cast(ws[row_range]) stat_i_new = mc_i(wi, sample, idx) stat_i_orig = stat_orig[idx] observations[idx] = mc_observation_calc(stat_i_orig, stat_i_new, permutations) end observations.map do |ri| (ri + 1.0) / (permutations + 1.0) end end |
#mc_bv(permutations, seed) ⇒ Array
Permutation test to determine a pseudo p-values of the #stat
method. Shuffles y values, hold x values, recomputes #stat
for each variation, then compares to the computed one. The ratio of more extreme values to permutations is returned for each observation.
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# File 'lib/spatial_stats/local/stat.rb', line 157 def mc_bv(permutations, seed) rng = gen_rng(seed) rids = crand(permutations, rng) n_1 = weights.n - 1 sparse = weights.sparse row_index = sparse.row_index ws = sparse.values wc = weights.wc stat_orig = stat arr = Numo::DFloat.cast(y) ids = (0..n_1).to_a observations = Array.new(weights.n) (0..n_1).each do |idx| idsi = ids.dup idsi.delete_at(idx) idsi.shuffle!(random: rng) idsi = Numo::Int32.cast(idsi) sample = arr[idsi[rids[true, 0..wc[idx] - 1]]] # account for case where there are no neighbors row_range = row_index[idx]..(row_index[idx + 1] - 1) if row_range.size.zero? observations[idx] = permutations next end wi = Numo::DFloat.cast(ws[row_range]) stat_i_new = mc_i(wi, sample, idx) stat_i_orig = stat_orig[idx] observations[idx] = mc_observation_calc(stat_i_orig, stat_i_new, permutations) end observations.map do |ri| (ri + 1.0) / (permutations + 1.0) end end |
#quads ⇒ Array
Determines what quadrant an observation is in. Based on its value compared to its neighbors. This does not work for all stats, since it requires that values be negative.
In a standardized array of z, high values are values greater than 0 and it's neighbors are determined by the spatial lag and if that is positive then it's neighbors would be high, low otherwise.
Quadrants are:
- HH
-
a high value surrounded by other high values
- LH
-
a low value surrounded by high values
- LL
-
a low value surrounded by low values
- HL
-
a high value surrounded by low values
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# File 'lib/spatial_stats/local/stat.rb', line 213 def quads # https://github.com/pysal/esda/blob/master/esda/moran.py#L925 z_lag = SpatialStats::Utils::Lag.neighbor_average(weights, z) zp = z.map(&:positive?) lp = z_lag.map(&:positive?) # hh = zp & lp # lh = zp ^ true & lp # ll = zp ^ true & lp ^ true # hl = zp next to lp ^ true hh = zp.each_with_index.map { |v, idx| v & lp[idx] } lh = zp.each_with_index.map { |v, idx| (v ^ true) & lp[idx] } ll = zp.each_with_index.map { |v, idx| (v ^ true) & (lp[idx] ^ true) } hl = zp.each_with_index.map { |v, idx| v & (lp[idx] ^ true) } # now zip lists and map them to proper terms quad_terms = %w[HH LH LL HL] hh.zip(lh, ll, hl).map do |feature| quad_terms[feature.index(true)] end end |
#stat ⇒ Object
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# File 'lib/spatial_stats/local/stat.rb', line 19 def stat raise NotImplementedError, 'method stat not defined' end |
#summary(permutations = 99, seed = nil) ⇒ Array
Summary of the statistic. Computes stat
, mc
, and groups
then returns the values in a hash array.
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# File 'lib/spatial_stats/local/stat.rb', line 243 def summary(permutations = 99, seed = nil) p_vals = mc(permutations, seed) data = weights.keys.zip(stat, p_vals, groups) data.map do |row| { key: row[0], stat: row[1], p: row[2], group: row[3] } end end |
#variance ⇒ Object
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# File 'lib/spatial_stats/local/stat.rb', line 27 def variance raise NotImplementedError, 'method variance not implemented' end |
#x=(values) ⇒ Object Also known as: z=
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# File 'lib/spatial_stats/local/stat.rb', line 31 def x=(values) @x = values.standardize end |
#y=(values) ⇒ Object
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# File 'lib/spatial_stats/local/stat.rb', line 36 def y=(values) @y = values.standardize end |
#z_score ⇒ Array
Z-score for each observation of the statistic.
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# File 'lib/spatial_stats/local/stat.rb', line 44 def z_score numerators = stat.map { |v| v - expectation } denominators = variance.map { |v| Math.sqrt(v) } numerators.each_with_index.map do |numerator, idx| numerator / denominators[idx] end end |


Please follow the instructions on the screen and complete the initial configuration . The comfiguration time is about 1 to 5 minutes .
Step 1
From the photo library , please choose your favorite photos . You must choose at least three pieces ( You can also be in the same picture ) . There is no maximum number , but the number of photos is recommended 5 - 50 pieces .
When you select a photo , it becomes simple editing screen . Pinch the photo , move , trim your favorite part .
After selecting a photo , please tap the "Cancel" and go to step 2 .
Step 2
From the beginning , Eight words are registered ( You can be removed these words from the "Setting" screen later ) . Entry favorite words at the text field and tap "add" . There is no limit also register the number of words . We recommend the 0 - 100 words . Number of characters can be displayed up to about 300 (When Font-size is 20) .
When you are finished to add words , please tap the "Back" button and go to Step 3 .
Step 3
From the music library , please choose your favorite music as BGM . Dialog window appears , please tap the "Cancel " to re-select a song or "Yes" to accept this . When BGM is determined, initial setup is complete .
Play Slideshow
Please tap "Slideshow" to play . The music you selected becomes the BGM . Photos and words will appear randomly . The photo expansion and rotated randamly . If you want to quit in the middle , please tap the upper right "close " button . After photos change specified times , Slideshow stops .
When Slideshow is playing, press "home" button of iPhone, Cheer-Slide will end, but it remains BGM flows until the end of the music.
To stop the BGM, start "Music" app of iPhone, please stop the currently playing song.
Setting
This is the mode to do the condition setting of photos , words , music, and Slideshow .
Add Photos
From the photo library , You can add photo to Slideshow . Choose a photo, expand in a pinch and trim a square frame.
Photo Removal
Photos that have been registered are listed . Choose photos you do not like , and tap the "Delete" button .
Add words
In the text field , please enter your favorite word to add words to Slideshow.
Delete the words
Words that have been registered are listed . Choose words you do not like , then tap the "Delete" button .
Music setting
From the music library , please re-select music as BGM.
Font-size
You can adjust the display font size of Slideshow.
Slide time
You can set the Slideshow configuration . Choose the seconds of interval of changeing photo , and the number of times of changing photos . If you want to exit Slideshow at the same time of BGM, please select "End of Music" .
In-App Purchase
You can buy the extension . Two feature can be added (version 1.0.0) .
1. Ad at the top of the Slideshow is hidden. You can focus on slide show.
2. You can create multi projects (=slide show) up to 1000. You can create projects of various situations to enjoy for sports, examination, and job hunting etc.
Theme Song
Tap under-left button of 'Home' screen to stop Theme Song.
If you want not to use 'Theme Song', switch off 'Theme Song' swicth of 'Setting' screen . When turned off, the icon on the home screen lower left disappears, theme song will not flow.
Information
It is a information screen of the application , and e-mail transmission to the developer .From "A" button at the top right, you can change the font size .
Device setting
In the middle of Slideshow, If you do not want to become screen dark, please strat Settings app of iPhone. Tap 'General' >> 'Auto-Lock' and adjust time of auto-lock.
Manege Project (Option)
When you buy the "Pro ver." from In-App Purchase, you will be able to create multiple projects.
Please tap the "Manege Project" button of "Home" screen. Tap the top right "+" button, and then enter the name for the new project. After initialization, You can enjoy a new Slideshow.
The selection of the project, tap the left "レ" button. Please tap the "pen" button to change the project name. Delete the project will tap the right "X" button. You can create the project up to 1000.


{% extends "base.html" %} {% block page_body %}
{{ render.format_button("log in", '/cgi-bin/login.cgi') }} {% else %} A verification code was emailed to the address you gave us. Please enter it here, or click on the link in the email, to verify that address.
Note that by registering, you are agreeing to this site storing cookies on your browser. These cookies are to give you access to pages and information that cannot normally be seen without logging in. By registering, you agree to this happening.{% endif %} {% endblock page_body %}


To redeem your Ada, enter your shielded vending key from the certificate, choose a wallet where Ada should be redeemed and enter 9 word mnemonic passphrase.
Sheilded vending KeyChoose WalletMy WalletMy Wallet2PasswordPassphrase to Decrypt the Ada Voucher Certificate


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YUNCKER
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DEPA†W
†5ÀÇ/ERS!TY
(DPU)
PURCHASED
BY
NY
IN
1987
FLORA
OF
JAMAICA
Botanical
Name:
Dipholis
rnont&na
Gr.
Vernacular
Name:
Locality:
Òardware
^ap.
Parish:
st.
Andrew
-
Portland.
Altitude:
4000Õ.
Date:
Jy,1953,
Habitat:
Mist
Forost.
Notes:
50746
Collector:
G.F.Asprey.
No.
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Ident:
G.R.PrOCtor.
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Legend -
Level of confidence that token is an accurately-transcribed word
extremely low
very low
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medium
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com.jme.input
package is used for all input handling in
jMonkeyEngine. User code should use the {@link com.jme.input.InputManager} to register
for and receive input events. The InputManager
can be
retrieved for an application by using {@link com.jme.app.Application#getInputManager()}.
Using ActionListener:
// Retrieve an input manager for the application "app"
InputManager inputManager = app.getInputManager();
// Adds a new mapping "PrintHello" that will be invoked when the Return/Enter key is pressed
inputManager.addMapping("PrintHello", new KeyTrigger(KeyInput.KEY_RETURN));
// Adds a new ActionListener to get an event when enter is pressed.
inputManager.addListener(new ActionListener() {
public void onAction(String name, boolean isPressed, float tpf) {
// Only invoke the event when the mapping is "PrintHello"
// and isPressed is true, meaning it was a key press and not release.
if (name.equals("PrintHello") && isPressed){
System.out.println("Hello!");
}
}
}, "PrintHello");


TO GO
You've come to know and love eating our burgers at our Sellwood and Division Locations. In fact, you've loved our sliders so much that they have been voted the best in the city. As a thank you, we're hitting the streets to give the people what they want, where they want it. You're welcome.
Look alive because we're going to be everywhere - all the time. So if you want a piece of the action, you'd better check us out on Instagram or visit our website to stay up to date with limited menus and all of the spots where you can find us next. We can't wait to see you there.


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def | How_Name |
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def | __init__ |
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def | socket_descriptor |
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def | set_socket_descriptor |
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def | clear_socket_descriptor |
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def | has_socket_descriptor |
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def | how |
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def | set_how |
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def | clear_how |
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def | has_how |
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def | send_offset |
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def | set_send_offset |
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def | clear_send_offset |
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def | has_send_offset |
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def | MergeFrom |
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def | Equals |
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def | IsInitialized |
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def | ByteSize |
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def | ByteSizePartial |
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def | Clear |
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def | OutputUnchecked |
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def | OutputPartial |
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def | TryMerge |
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def | __str__ |
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int | SOCKET_SHUT_RD = 1 |
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int | SOCKET_SHUT_WR = 2 |
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int | SOCKET_SHUT_RDWR = 3 |
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tuple | How_Name = classmethod(How_Name) |
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int | has_socket_descriptor_ = 0 |
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string | socket_descriptor_ = "" |
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int | has_how_ = 0 |
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int | how_ = 0 |
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int | has_send_offset_ = 0 |
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int | send_offset_ = 0 |
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int | ksocket_descriptor = 1 |
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int | khow = 2 |
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int | ksend_offset = 3 |
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The documentation for this class was generated from the following file:
- code/googleappengine-read-only/python/google/appengine/api/remote_socket/remote_socket_service_pb.py


public final class JulianFields extends Object
The Julian Day is a standard way of expressing date and time commonly used in the scientific community. It is expressed as a decimal number of whole days where days start at midday. This class represents variations on Julian Days that count whole days from midnight.
The fields are implemented relative to EPOCH_DAY
.
The fields are supported, and can be queried and set if EPOCH_DAY
is available.
The fields work with all chronologies.
| Modifier and Type | Field and Description |
|---|---|
static TemporalField |
JULIAN_DAY
Julian Day field.
|
static TemporalField |
MODIFIED_JULIAN_DAY
Modified Julian Day field.
|
static TemporalField |
RATA_DIE
Rata Die field.
|
public static final TemporalField JULIAN_DAY
This is an integer-based version of the Julian Day Number. Julian Day is a well-known system that represents the count of whole days since day 0, which is defined to be January 1, 4713 BCE in the Julian calendar, and -4713-11-24 Gregorian. The field has "JulianDay" as 'name', and 'DAYS' as 'baseUnit'. The field always refers to the local date-time, ignoring the offset or zone.
For date-times, 'JULIAN_DAY.getFrom()' assumes the same value from
midnight until just before the next midnight.
When 'JULIAN_DAY.adjustInto()' is applied to a date-time, the time of day portion remains unaltered.
'JULIAN_DAY.adjustInto()' and 'JULIAN_DAY.getFrom()' only apply to Temporal
objects that
can be converted into ChronoField.EPOCH_DAY
.
An UnsupportedTemporalTypeException
is thrown for any other type of object.
In the resolving phase of parsing, a date can be created from a Julian Day field. In strict mode and smart mode the Julian Day value is validated against the range of valid values. In lenient mode no validation occurs.
JDN = floor(JD + 0.5)
.
| ISO date | Julian Day Number | Astronomical Julian Day | | 1970-01-01T00:00 | 2,440,588 | 2,440,587.5 | | 1970-01-01T06:00 | 2,440,588 | 2,440,587.75 | | 1970-01-01T12:00 | 2,440,588 | 2,440,588.0 | | 1970-01-01T18:00 | 2,440,588 | 2,440,588.25 | | 1970-01-02T00:00 | 2,440,589 | 2,440,588.5 | | 1970-01-02T06:00 | 2,440,589 | 2,440,588.75 | | 1970-01-02T12:00 | 2,440,589 | 2,440,589.0 |
Julian Days are sometimes taken to imply Universal Time or UTC, but this implementation always uses the Julian Day number for the local date, regardless of the offset or time-zone.
public static final TemporalField MODIFIED_JULIAN_DAY
This is an integer-based version of the Modified Julian Day Number.
Modified Julian Day (MJD) is a well-known system that counts days continuously.
It is defined relative to astronomical Julian Day as MJD = JD - 2400000.5
.
Each Modified Julian Day runs from midnight to midnight.
The field always refers to the local date-time, ignoring the offset or zone.
For date-times, 'MODIFIED_JULIAN_DAY.getFrom()' assumes the same value from
midnight until just before the next midnight.
When 'MODIFIED_JULIAN_DAY.adjustInto()' is applied to a date-time, the time of day portion remains unaltered.
'MODIFIED_JULIAN_DAY.adjustInto()' and 'MODIFIED_JULIAN_DAY.getFrom()' only apply to Temporal
objects
that can be converted into ChronoField.EPOCH_DAY
.
An UnsupportedTemporalTypeException
is thrown for any other type of object.
This implementation is an integer version of MJD with the decimal part rounded to floor.
In the resolving phase of parsing, a date can be created from a Modified Julian Day field. In strict mode and smart mode the Modified Julian Day value is validated against the range of valid values. In lenient mode no validation occurs.
| ISO date | Modified Julian Day | Decimal MJD | | 1970-01-01T00:00 | 40,587 | 40,587.0 | | 1970-01-01T06:00 | 40,587 | 40,587.25 | | 1970-01-01T12:00 | 40,587 | 40,587.5 | | 1970-01-01T18:00 | 40,587 | 40,587.75 | | 1970-01-02T00:00 | 40,588 | 40,588.0 | | 1970-01-02T06:00 | 40,588 | 40,588.25 | | 1970-01-02T12:00 | 40,588 | 40,588.5 |Modified Julian Days are sometimes taken to imply Universal Time or UTC, but this implementation always uses the Modified Julian Day for the local date, regardless of the offset or time-zone.
public static final TemporalField RATA_DIE
Rata Die counts whole days continuously starting day 1 at midnight at the beginning of 0001-01-01 (ISO). The field always refers to the local date-time, ignoring the offset or zone.
For date-times, 'RATA_DIE.getFrom()' assumes the same value from
midnight until just before the next midnight.
When 'RATA_DIE.adjustInto()' is applied to a date-time, the time of day portion remains unaltered.
'RATA_DIE.adjustInto()' and 'RATA_DIE.getFrom()' only apply to Temporal
objects
that can be converted into ChronoField.EPOCH_DAY
.
An UnsupportedTemporalTypeException
is thrown for any other type of object.
In the resolving phase of parsing, a date can be created from a Rata Die field. In strict mode and smart mode the Rata Die value is validated against the range of valid values. In lenient mode no validation occurs.
Dracula Javadoc Sample, Made with Allan Im.


M567 Generator
Instructions
Open/Close
Settings
Extruder Count:
Tool No:
Cap at a total of:
%
Extruder Mix Ratios
Extruder 1:
%
M567 P0 E1


--- layout: post title: Got No Time custom_css: true custom_js: true date: 2018-02-16 23:59:59 -5000 ---
Now that I am taking two days off a week for my newborn, I have a little less time to devote to this project. But the amount of work I put into this app this week is far greater than some of the weeks before. First, I came back to work and turned off the daily task that goes and fetches the Appeals of the last day and uploads it to the Access database. I need to test my SFTP functions out. While I waited a day for the extract, I decided it would be A good time to do some R&D.
I was reading the book needed for network security and remembered all about two-factor authentication (2FA). With everything I started looking for a good Go library that can do 2FA. I tried out a few but nothing seemed to work as well as TwoFactor from Sec51. This library seems perfect. It supports RFC4226 for Hashed Message Authentication Code (HMAC) One Time Passwords and RFC6238 for Time-based One Time passwords. Even better it also supports up to 8 digits from the standard 6 digit passcodes and SHA2 with 256-bit and 512-bit hashes. SHA1 is deprecated and google and some other researchers proved that a collision attack has SHAttered SHA1.
I finished out a working module that would generate a secret key for a user. Then it would generate the QR code png needed for the client to sign up a soft token phone app to my module. I tested the ability to save an encrypted binary to a file which could easily be saved to a database BLOB or similar datatype. And finally, the 8 character code was working on two different iPhone apps, Lastpass Authenticator and another app that was just named Authenticator. So, I have a working 2FA module I could easily implement in the Appeal's database.
I also created a new branch in the git repo for the appeal's database for the GORM integration. I really wanted the ability if I couldn't get anything to work, I could just easily switch back to the master branch and either start over again or completely scrap the GORM idea. I wiped the other database that had the old test data loaded in. I have the old SQL statements that could rebuild that information if needed. Then I ran my appeals import job with some minor tweaks. I needed to add the Sessions database and some new columns in the appeal table and I am ready to go.
I tackled the sessions first because that is the first database interaction the users will have. I needed to log all the session created against the database and who logged in and at what time. I implemented the soft delete with the sessions that way I could keep a log and still keep the same logic for checking old sessions and delete expired sessions. I ran into a little snag with checking if sessions were over 3600 seconds, but I was able to work around that snag. Once I was able to successfully log in, I felt more confident that the full migration over to GORM was going to work.
Then I worked on the other sections and made sure the view layer was using the new and improved structures. Now that I am completely finished migrating the web server over to the new database I can finally finish up some of the long-waited features like forms and notices. Using GORM really streamlines the whole process of writing SQL code for database interactions.
We had an interesting group meet on Thursday. We decided that we were not going to do any mobile apps because there was only one of us who had any experience writing mobile apps. We knew what we could do, just no one was prepared to tackle learning a whole new language or interacting with Xamarin. We decided the next best bet was to do something we all know, a website.
We had initially decided that there was going to be 4 groups, a database team, an UI-client team, an UI-admin team, and a Admin miscellaneous group that could handle anything else. We quickly realized that the UI-admin will be doing all the work while the other groups basically twiddled their thumbs. I thought it would be a good idea to break the groups up further as we just decided that we are going to do a full web app. Now each UI team would have a frontend and a backend. That way people could focus on the look and feel while others could work on the behind the scenes work. I was initially thinking that there would be two front ends and one backend but we ended up voting for two backends and two frontends. We also redistributed the teams again. I think this breakup of teams will work because it allows us to really focus on the features.
Now, that I am on the database team, I really think I will push Tim in the right direction. He seems to think that he has everything figured out, and I am here to double check his work. He assumed that everything was going to live in one table at first, but after some serious discussions the number of tables when to 3 then 4 now it is up to 5 and is really looking like a legitimate database structure. I started working on the inputs and outputs for the website.  The client will be able to input into certain tables, but cannot see anything afterwards. The admin will have the feature to set up client logins, sessions, rooms. and see the form data that is inserted into the database. Anyways I think we are ahead of our project and we will get back to it next week.


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Decrypt the following code and find the answer.
The answer is one english word all in small-case letters.
ATG TGGCATGCGACCCACGCCAGTGCTCACGAAGCGGACGCAAACGATGCGACTGCAATACTGAATGCTGTTGCGGATTAT TAA
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Dear {% for r in recipients %} {% block r %} {{ escape(r.first_name) }} {{ escape(r.last_name) }}, {% end %} {% end %}
You are receiving this request because we have you listed as a manager at an organization that uses {{theme}}.
A user from your organization has requested the creation of a new slice, which will allow him or her to reserve testbed resources to conduct an experiment.
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CAF Awards: Chukwueze, Osimhen nominated in 10-man list for Africa's best young player
- CAF awards 2019 is set to be staged next year and two Nigerians have been shortlisted in a 10-man list for African young player of the year
- Samuel Chukwueze and Victor Osimhen will battle eight other players for the award
- Borussia Dortmund and Morocco star Achraf Hakimi tops the list
Nigeria's Samuel Chukwueze and Victor Osimhen have been shortlisted in a 10-man list for African young player of the year.
In a list released by CAF, the two players were nominated alongside eight other African stars with Borussia Dortmund and Morocco star Achraf Hakimi topping the list.
The CAF African Young Player of the Year category recognizes the best young player from Africa in the year under review, in this case, 2019.
Chukwueze and Osimhen have been in top form for their clubs Villarreal and Lille this season.
PAY ATTENTION: Install Pitch Football App for FREE to get the latest football News & Scores
Osimhen has found the back of the net eight times already this season in the French Ligue 1 and has scored two Champions League goals.
While Chukwueze has scored two league goals this season and has assisted one other in the Spanish La Liga.
Nigeria's Odion Ighalo, Wilfred Ndidi, and Victor Osimhen have been shortlisted in a 30-man list for African player of the year.
In a list released by CAF, the three players were nominated alongside 27 other African stars with Man City's Riyad Mahrez and Liverpool duo Mohammed Salah and Sadio Mane topping the list.
Abu Azeez: Meet the only Nigerian rated among top 50 beach soccer players worldwide | Legit tv


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In the far northeast of Toontown lies The Brrrgh, where it’s winter all year long. Pluto is here, sniffing around the snowy fields. Look for the Brrrgh’s pond and every Toon’s favorite winter sport: ice fishing. Be sure to check in at the Toon HQ igloo - the officers here deal out some of Toontown’s toughest tasks - almost enough to freeze you up!
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From Left-Anna Maalsen, Angela Pratt, RD, WR and Health Secretary Pascoe Kase. 17-08-2018.
NDOH Policy Officer Clement Dusava, Dr Angela Pratt, Health Secretary Pascoe Kase, Prime Minister Peter O'Neill, RD, Health Minister Dr Puka Temu and WR PNG Dr Luo Dapeng at the PM's Office. 16-08-2018
RD and PNG Prime Minister Peter O'Neill on a courtesy visit. 16-08-2018.
RD cracks a joke about his picture on one of PNG's daily newspapers Post Courier as his staff laugh. 17-08-2018
RD meets APEC Health co-chair and Health Executive Manager Public Policy Mr Ken Wai. 17-08-2018.
RD with all WRs and CLOs in Switzerland. 28-10-1017.
RD with CO Staff and NDOH Deputy Secretary Elva Lionel speak to a community in Lae, Morobe province on the importance of polio vaccination. 18-08-2018
RD with PNG Country Office Staff. 17-08-2018.
RD with WHO Staff and Deputy Secretary Elva Lionel visit a health facility in Lae, Morobe province with the Morobe Provincial Health Authority staff and NDOH. 18-08-2018.
RD, Angela and Dapeng in a settlement for polio advocacy. 18-08-2018.
RD, Dapeng, Health Minister Sir Dr Puka Temu and Prime Minister Peter O'Neill during RD's courtesy visit to the PM. 16-08-2018
Dapeng and RD with CO staff Deki and Eric Salengar. 17-08-2018


NCI Thesaurus Term Types use 2- or 3-character abbreviations to code the nature of each term associated with a concept. Here is a listing of the term type codes and their meanings:
Information about term types
*Note on special rules governing NCI PT, HD, and AQ term types: Each concept should have one, and only one, term coded with one of these three values. The NCI Preferred Term is always taken from one of the NCI terms, normally that with a type of PT (Preferred Term). However, in special cases, a concept will not have a PT term, but instead, will have either an HD (Header) term or an AQ term. These tags are considered equivalent to PT by the software. This means that a concept may have only as single NCI PT, or HD, or AQ term. In those cases where multiple antiquated terms are needed for a concept which is itself coded as antiquated, one should be tagged AQ and the rest tagged AQS.


Community-Centered Design
It is important to provide members within a community the opportunity to interact with each other (PREECES, 2004, P. 3FF). According to Preece, developing online communities is different from designing software as software, once shipped, is stable and does not change until the next update while online communities develop and change through dynamic interactions. It is first and foremost a social experience that changes according to who is participating, the number of people involved, and the type of discussion that takes place (IBID., P.4). For example, the dynamics between new and long-established communities differ notably. While the software might not change drastically, social interactions will adapt according to the growth of the community. This social adaption is called “sociability” (IBID.).
In many online communities, these social changes are at least as influential as software changes. Therefore, crucial to not only focus on the usability of the design but also on sociability. Therefore, knowledge from different disciplines such as sociology, social psychology, anthropology, as well as user-centered design is required (IBID.). In participatory community-centered design methodology (→ FIG. 07), members of the community are involved in the design process from the beginning. In community-centered design, six phases are each followed by an evaluation period and iterations based on the findings.
Assess the Needs of the Community
The first step involves understanding the community. This means understanding the community’s needs. It is important to understand who the members of the community are and what the main purpose of the community is. It is about understanding for whom this community exists and what the participants’ habits are (PREECE, 2004, P. 4).
Select a Technology Plan for Sociability
After understanding the potential members of the community, it is important to select the technology for communication within the community. Suitable mediums, such as timelines, discussion boards, or chat areas, must be discussed and the software should be tailored to suit the needs of the community (PREECE, 2004, P. 4F.).
Step three requires testing of the prototype with the potential members of the community. The intended software and sociability structures need to be validated at a basic level. This validation includes the representation of social policies and social interactions. For example, if members must complete a registration policy before joining the community, its comprehensibility must be ensured. In this step, iterative changes are made according to the user feedback (PREECE, 2004, P. 5).
Test Prototype
Test Sociability and Usability
Step four extends the testing made in step three and focuses on validating the design choices for good user experience and sociability. The usability, user interface, and the feel of the interaction are tested with the user. At this stage, substantial emphasis is laid on the overall user experience. (PREECE, 2004, P. 5).
Nurture the Community
After establishing the basis for the online community, the final step consists of nurturing the community. It is the most important process as long as the community exists, since nurturing the community allows new members to feel welcomed and supported, thus enabling growth. Furthermore, the community must be well advertised, so that this growth can continue over a long period of time (PREECE, 2004, P. 5F.).
A community-centered design process is crucial to a community’s life cycle, as it ensures that members of respective communities are heard. This assurance allows the design to adapt and change based on their ideas, desires, and needs. Designing for online communities is iterative by nature and should reflect the community’s evolution (IBID., P. 6).
Human-Centered Design
A design process can be approached in numerous ways. The previously mentioned community-centered design process is tailored specifically towards online communities and how members interact with each other. The problem, however, is that factoring in the unanimous behavior of a large group may result in neglect of an individual’s personal experience with the product. A more personal and empathetic approach is that of human-centered design (HCD).
HCD factors in the emotional and psychological preferences of the individual. According to Norman, this approach that “puts human needs, capabilities, and behavior first, then designs to accommodate those needs, capabilities, and ways of behaving” (NORMAN, 2013, P. 8). HCD puts the individual experience with the product first, considering the whole user experience (IXDF - UCD, N.D.). Norman describes HCD as a philosophy that starts with understanding humans and their needs and difficulties through observation. Since people often do not realize their own needs, it is the designers’ responsibility to observe and define them (NORMAN, 2013, P. 9).
There are four different phases in HCD (→ FIG. 08).
- Observation
- Observation is the phase in which the user’s situation and the underlying problem that needs to be solved are researched by the designers. To understand the people for whom the solution is intended, one must observe them in their daily lives to fully understand their environment, the daily problems they encounter, and their goals. Furthermore, the current market offer is explored to determine how the problem has been approached by others (NORMAN, 2013, P. 222F.).
- Ideation
- Through ideation, potential solutions for the given problem are explored. Based on the insights gained in the research phase, various ideas are accumulated to select the best solution for the given problem. It is important that no idea is discarded or focused on too early, as creative variety is the essence of ideation (NORMAN, 2013, P. 226).
- Prototyping
- After the ideas are prototyped, they become tangible so that they can be tested later. Since feedback is crucial in the early stages of the design process, prototypes contain only the core functionality of the product with the relevant components that need validation. Prototypes demonstrate the real product (NORMAN, 2013, P. 227F.).
- Testing
- Testing the prototypes with real users who correspond closely to the target demographic uncovers weaknesses and strengths of the concept. Assumptions made up to this point can be confirmed or refuted. Furthermore, theinsights gathered throughout this phase are used to shape the subsequent iterations, thus improving the solution in the process (NORMAN, 2013, P. 228F.).
These four phases are repeated constantly until the solution fulfills potential. HCD is an iterative process in which each iteration produces more insight, bringing the solution closer to its goal. The result is a product that resonates more deeply with the target audience (NORMAN, 2013 P. 229F.). HCD might also be called user-centered design (W3C - UCD, N.D.).
»Human-centered design is a philosophy, not a precise set of methods, but one that assumes that innovation should start by getting close to users and observing their activities.«– Don Norman
Design Thinking
Design thinking is a process that, similarly to HCD, is centered on the user. The difference, however, lies in its end goal. HCD is a creative approach that solves known problems by gaining a deep understanding of and empathy for the target demographic (IDEO, N.D.). According to Michael Burmester, the ultimate goal of HCD is to ensure high usability and good user experience with digital interfaces (BURMESTER, 2016). Design thinking, on the other hand, is a more general approach to innovation that is not restricted to digital products. It, thus, has a far wider range of application. According to IDEO, the end goal of design thinking is the creation of innovative products that allow “people [to] find the sweet spot of feasibility, viability and desirability while considering the real needs and desires of people” (IDEO, N.D.).
Similar to HCD, design thinking is not to be seen as a process or system that must be followed in a certain way but rather as a philosophy or mindset for how to approach human issues (AJ&SMART, 2018). According to the Hasso-Plattner-Institute of Design at Stanford (d.school), design thinking can be divided into five phases: empathize, define, ideate, prototype, and test (D.SCHOOL, N.D.) (→ FIG. 08).
- Empathize
- For the design thinking process, it is first important to gain an empathic understanding of the user and the problem that needs to be solved. Therefore, it is crucial to research the users to really understand their needs, their objectives, their thoughts, their emotions, and their struggles. This can be achieved by observing the user, engaging with the user, or a combination of both (D.SCHOOL, N.D.).
- Define
- The second stage is dedicated to defining the problem. This is accomplished by compiling information gained throughout the empathizing phase. This widespread information is then analyzed and synthesized to define the core problems of the user. Defining the problem through a problem statement will help during the design processto address the relevant problems at any given time without losing focus or straying from the main objective. Defining the problem is about bringing clarity and focus to the design process (D.SCHOOL, N.D.).
- Ideate
- After gaining a solid understanding of the users and their problems, potential ideas for the identified problems are explored. Ideation is about pushing for the widest possible range of ideas to select the best solution for the given problem (D.SCHOOL, N.D.).
- Prototype
- Prototyping involves experimentation and turning ideas into tangible products. A prototype is a scaled-down version of a product that incorporates the potential solutions identified in the previous stages. Prototypes are created to communicate ideas to users (D.SCHOOL, N.D.).
- Test
- Testing the prototypes allows the designers to gain valuable feedback from real users. It is also another opportunity to understand the user, but unlike the initial empathize phase, the insights gained from the preceding phases facilitate a deeper and more realistic understanding of the user. This newfound empathy and knowledge can be used in subsequent iterations to refine a product to its maximum potential (D.SCHOOL, N.D.).
For the concept of this thesis, design thinking will be applied to find a creative solution on how to support the user’s participation in team sports. Based on that solution, HCD will guide the design process to ensure high-quality user experience and usability. Furthermore, the principles of community-centered design will be used to emphasize sociability throughout the concept.


Tutorial 2: Trekker’s pathways¶
This tutorial shows how to specify pathway rules in Trekker. Before describing the rules in detail, please check the illustration below for definitions that Trekker use.
Trekker automatically determines the sides as pathway_A or pathway_B based on how they meet the user defined pathway constraints, i.e., if the first side meets the criteria for B then trekker assigns it as pathway B.
Note
You can also disable the default “two-sided” tracking by setting -directionality=one_sided . In this case, you can only specify rules using the -pathway= option.
Defining pathway rules¶
Trekker provides powerful options for specifying pathways. Rules can be defined using one of:
-pathway=
-pathway_A=
-pathway_B=
followed by one of:
require_entry
stop_at_entry
require_exit
stop_at_exit
discard_if_enters
discard_if_exits
discard_if_ends_inside
Pathway rules specify clear instructions for how streamlines in the output tractogram should be.
If a rule starts with require, all streamlines in the tractogram will satisfy this condition.
If a rule starts with discard_if, no streamline meeting this specification will be included in the tractogram.
If a rule starts with stop_at_, streamlines will terminate with respect to this specification.
The -pathway= option specifies rules for the whole connection. Following examples will generate similar tractograms where one end of streamlines will reach the gray matter while the other end may or may not terminate at the gray matter:
# Tutorial 2 - Example 1
./trekker -fod FOD.nii.gz \ # Input FOD image
-seed_image THAL.nii.gz \ # Input seed image
-seed_count 1000 \ # Number of seeds
-pathway=require_entry GRAYMATTER.nii.gz \ # A self descriptive pathway rule
-output OUTPUT.vtk # Output
# Tutorial 2 - Example 2
./trekker -fod FOD.nii.gz \ # Input FOD image
-seed_image THAL.nii.gz \ # Input seed image
-seed_count 1000 \ # Number of seeds
-pathway_A=require_entry GRAYMATTER.nii.gz \ # A self descriptive pathway rule
-output OUTPUT.vtk # Output
# Tutorial 2 - Example 3
./trekker -fod FOD.nii.gz \ # Input FOD image
-seed_image THAL.nii.gz \ # Input seed image
-seed_count 1000 \ # Number of seeds
-pathway_B=require_entry GRAYMATTER.nii.gz \ # A self descriptive pathway rule
-output OUTPUT.vtk # Output
Note
If you choose to specify a rule using -pathway=, no other rule can start with -pathway_A= or -pathway_B=. (pathway=satisfy_requirements_in_order is an exception to this.)

The following example will generate streamlines where no end will be inside the white matter:
# Tutorial 2 - Example 4
./trekker -fod FOD.nii.gz \ # Input FOD image
-seed_image WHITEMATTER.nii.gz \ # Input seed image
-seed_count 1000 \ # Number of seeds
-pathway=discard_if_ends_inside WHITEMATTER.nii.gz \ # A self descriptive pathway rule
-output OUTPUT.vtk # Output
Or even better:
# Tutorial 2 - Example 5
./trekker -fod FOD.nii.gz \ # Input FOD image
-seed_image WHITEMATTER.nii.gz \ # Input seed image
-seed_count 1000 \ # Number of seeds
-pathway=discard_if_ends_inside WHITEMATTER.nii.gz \ # A self descriptive pathway rule
-pathway=discard_if_enters CSF.nii.gz \ # A self descriptive pathway rule
-output OUTPUT.vtk # Output
The following will create only gray matter to gray matter connections and nothing else:
# Tutorial 2 - Example 6
./trekker -fod FOD.nii.gz \ # Input FOD image
-seed_image WHITEMATTER.nii.gz \ # Input seed image
-seed_count 1000 \ # Number of seeds
-pathway_A=require_entry GRAYMATTER.nii.gz \ # A self descriptive pathway rule
-pathway_A=stop_at_exit GRAYMATTER.nii.gz \ # A self descriptive pathway rule
-pathway_B=require_entry GRAYMATTER.nii.gz \ # A self descriptive pathway rule
-pathway_B=stop_at_exit GRAYMATTER.nii.gz \ # A self descriptive pathway rule
-output OUTPUT.vtk # Output
Using atlases or labeled images in pathway rules¶
Labels in segmented images can be used when defining the seed region and/or pathway rules:
# Tutorial 2 - Example 7
./trekker -fod FOD.nii.gz \ # Input FOD image
-seed_image aseg.nii.gz 16 \ # Aseg label 16, brain stem, will be used as seed
-seed_count 1000 \ # Number of seeds
-pathway=require_entry aseg.nii.gz 3 \ # Aseg label 3: left cerebral cortex
-pathway=discard_if_enters aseg.nii.gz 41 \ # Aseg label 41: right cerebral white matter
-output OUTPUT.vtk # Output
Tracking in order¶
Trekker features the option, -pathway=satisfy_requirements_in_order, that generates streamlines which satisfy pathway rules in the order that they are defined.
Following example only generates those streamlines that go from the start of ROI_1 till the end of ROI_5 in order where ROI_3 is the seed.


Updated on 22 July 2022, Friday, from Singapore
Our toddler is growing up! With things opening up, we are going out more and exploring as family. It's a joy to give in and answer all the whats, whys and hows. I'm constantly learning how to be a better parent by reading up on toddler psychology and playtimes.
I think I am finally diagnosed correctly for my eye pain associated with screentime. After years of myopia, contact lens usage, LASIK surgeries and dry eyes, I have Neuropathic Occular Pain, which currently has uncertain cure.
I am continuing to see a team of eye specialists along with my lifestyle that focusses on healthy screentime and I back off as soon as I feel the slightest pain. I fail sometimes, but I am getting better!
I finally learnt FreeCAD, a mechanical CAD design software to design an electronics enclosure. As I get older, learning new things to rewire my brain neurons are important :)
Really happy that I 3D printed the case and shared the entire process of designing it on a video!


A Layer mucus on the Clownfish's skin makes it immune to the fish eating anemone's lethal sing.
Bright orange with tree distinctive white bars, clown anemonefish are among the most recognizable of all reef dwellers they reach about 11 centimeters in Length, and are name for the multicolored sea anemone in which they make their homes.


A Sample Article Turned Rant
This is a sample article - if you clicked on one from the search page it obviously isn't going to be the correct one, since this page isn't dynamic yet. So there's not much to say here –– but I will say that debugging JavaScript is very hard. Take this code-block:
function abc(num) { return num + 1 }
You might think: Oh, this will break if I try to pass in a word right?
Nope. Let's put in "hello" It will return hello1
. No typechecking (unless you
want to
transpile), fun! We haven't even gotten into scoping this.
Better than Python
Let's be honest though. It's better than Python - which is great for writing short scripts.
But have
you ever tried to package up a Python project without Docker?
Piping requirements.txt
into pip? What kind of package management is that? And
don't
get me started on the whole version2/version3 thing.