weed | Analysing Weed Pricing across US - Data Analysis Workshop | Machine Learning library
kandi X-RAY | weed Summary
kandi X-RAY | weed Summary
This is a repository for a data analytics workshop in python to be conducted in August. We will be using the price of weed in the US as the dataset to showcase the approach. The broad analytics steps are listed below. We would showcase some of them in this workshop.
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Trending Discussions on weed
QUESTION
I am trying to model the relationship between my response 'crop coverage [%]' ~ weed coverage [%] + Soil Moisture [%] using R. Since I am dealing with proportions, I chose to do a beta regression. I was told that in order to better fit and visualize the model, using the mean of weed_coverage would be a good idea. However, when I do that, I get following error:
...ANSWER
Answered 2022-Mar-11 at 23:02You should fit the model with the original data, then use the mean value of the non-focal predictors when predicting values to use in the plot. For example:
fitQUESTION
I am surprise that I can insert a Row that results in a Virtual Column going bad. How then do I detect the bad Virtual Columns and handle it (especially in code)?
...ANSWER
Answered 2022-Jan-28 at 04:54A quick way to fix this is to use a safe definition for the virtual column.
Step 1: Drop the virtual column.
Step 2: Recreate the virtual column with a safe op — instead of TO_TIMESTAMP
use TRY_TO_TIMESTAMP
.
QUESTION
Trying to examine intricacies of JavaScript GC, I got deep into the weeds (that is, into the ECMAScript spec). It was found by me that an object should not be collected as long as it is deemed "live". And liveness itself is defined as follows:
At any point during evaluation, a set of objects S is considered live if either of the following conditions is met:
- Any element in S is included in any agent's
[[KeptAlive]]
List.- There exists a valid future hypothetical WeakRef-oblivious execution with respect to S that observes the Object value of any object in S.
The [[KeptAlive]]
list is appended with an object once a special WeakRef
is created, which (weakly) refers to it, and emptied after the current synchronous job ceases.
However, as for WeakRef-oblivious execution, I fail to get my mind around what it is:
For some set of objects S, a hypothetical WeakRef-oblivious execution with respect to S is an execution whereby the abstract operation WeakRefDeref of a WeakRef whose referent is an element of S always returns undefined.
WeakRefDeref
of a WeakRef
returns undefined
when its referent was collected already. Am I getting it right that it is implied here that all objects that make up S
should be collected? So the notion of a future hypothetical WeakRef-oblivious execution is that there is still an object, an element of S
, which not collected yet and observed by some WeakRef
.
It all still makes little sense for me. I would appreciate some samples.
...ANSWER
Answered 2021-Nov-21 at 22:07Let's ignore the formalised, but incomplete, definitions. We find the actual meaning in the non-normative notes of that section.1
What is Liveness in JavaScript?
Liveness is the lower bound for guaranteeing which WeakRef
s an engine must not empty (note 6). So live (sets of) objects are those that must not be garbage-collected because they still will be used by the program.
However, the liveness of a set of objects does not mean that all the objects in the set must be retained. It means that there are some objects in the set that still will be used by the program, and the live set (as a whole) must not be garbage-collected. This is because the definition is used in its negated form in the garbage collector Execution algorithm2: At any time, if a set of objects S
is not live, an ECMAScript implementation may3 […] atomically [remove them]. In other words, if an implementation chooses a non-live set S
in which to empty WeakRefs, it must empty WeakRefs for all objects in S
simultaneously (note 2).
Looking at individual objects, we can say they are not live (garbage-collectable) if there is at least one non-live set containing them; and conversely we say that an individual object is live if every set of objects containing it is live (note 3). It's a bit weird as a "live set of objects" is basically defined as "a set of objects where any of them is live", however the individual liveness is always "with respect to the set S
", i.e. whether these objects can be garbage-collected together.
1: This definitely appears to be the section with the highest notes-to-content ratio in the entire spec.
2: emphasis mine
3: From the first paragraph of the objectives: "This specification does not make any guarantees that any object will be garbage collected. Objects which are not live may be released after long periods of time, or never at all. For this reason, this specification uses the term "may" when describing behaviour triggered by garbage collection."
Now, let's try to understand the definition.
At any point during evaluation, a set of objects
S
is considered live if either of the following conditions is met:
- Any element in
S
is included in any agent's[[KeptAlive]]
List.- There exists a valid future hypothetical WeakRef-oblivious execution with respect to
S
that observes the Object value of any object inS
.
The first condition is pretty clear. The [[KeptAlive]]
list of an agent is representing the list of objects to be kept alive until the end of the current Job. It is cleared after a synchronous run of execution ends, and the note on WeakRef.prototype.deref
4 provides further insight on the intention: If [WeakRefDeref] returns a target
Object that is not undefined
, then this target
object should not be garbage collected until the current execution of ECMAScript code has completed.
The second condition however, oh well. It is not well defined what "valid", "future execution" and "observing the Object value" mean. The intuition the second condition above intends to capture is that an object is live if its identity is observable via non-WeakRef means (note 2), aha. From my understanding, "an execution" is the execution of JavaScript code by an agent and the operations occurring during that. It is "valid" if it conforms to the ECMAScript specification. And it is "future" if it starts from the current state of the program.
An object's identity may be observed by observing a strict equality comparison between objects or observing the object being used as key in a Map (note 4), whereby I assume that the note only gives examples and "the Object value" means "identity". What seems to matter is whether the code does or does not care if the particular object is used, and all of that only if the result of the execution is observable (i.e. cannot be optimised away without altering the result/output of the program)5.
To determine liveness of objects by these means would require testing all possible future executions until the objects are no longer observable. Therefore, liveness as defined here is undecidable6. In practice, engines use conservative approximations such as reachability7 (note 6), but notice that research on more advanced garbage-collectors is under way.
Now for the interesting bit: what makes an execution "hypothetical WeakRef-oblivious with respect to a set of object S
"? It means an execution under the hypothesis that all WeakRefs to objects in S
are already cleared8. We assume that during the future execution, the abstract operation WeakRefDeref of a WeakRef
whose referent is an element of S
always returns undefined
(def), and then work back whether it still might observe an element of the set. If none of the objects to be can be observed after all weak references to them are cleared, they may be garbage-collected. Otherwise, S
is considered live, the objects cannot be garbage-collected and the weak references to them must not be cleared.
4: See the whole note for an example. Interestingly, also the new WeakRef(obj)
constructor adds obj
to the [[KeptAlive]]
list.
5: Unfortunately, "the notion of what constitutes an "observation" is intentionally left vague" according to this very interesting es-discourse thread.
6: While it appears to be useless to specify undecidable properties, it actually isn't. Specifying a worse approximation, e.g. said reachability, would preclude some optimisations that are possible in practice, even if it is impossible to implement a generic 100% optimiser. The case is similar for dead code elimination.
7: Specifying the concept of reachability would actually be much more complicated than describing liveness. See Note 5, which gives examples of structures where objects are reachable through internal slots and specification type fields but should be garbage-collected nonetheless.
8: See also issue 179 in the proposal and the corresponding PR for why sets of objects were introduced.
Example time!
It is hard to me to recognize how livenesses of several objects may affect each other.
WeakRef-obliviousness, together with liveness, capture[s the notion] that a WeakRef itself does not keep an object alive (note 1). This is pretty much the purpose of a WeakRef, but let's see an example anyway:
QUESTION
I am trying to push a zip file to github from a bitbucket pipeline using nodejs
Currently using octonode a nice github api wrapper.
What I am trying to figure out is the process/steps on how to do this.
I was successful in programmatically creating the initial commit
...ANSWER
Answered 2022-Jan-18 at 15:04I am not sure if this is the best way, but this is how i got it to work
QUESTION
Say I have the following structs:
...ANSWER
Answered 2022-Jan-15 at 00:07I would probably recommend ready made pointer containers. There are
- Boost Pointer Containers
- Rolling your own
This is straight-forward:
QUESTION
In ReactJS, I commonly use this pattern of destructurnig props (I suppose it is quite idiomatic):
...ANSWER
Answered 2021-Nov-11 at 13:54I see two possible options:
Do the nullish coalescing property-by-property, or
Use a utility function
Fairly plodding (I'm a plodding developer):
QUESTION
I have a data frame with three columns (Category, Sub.category and Acitivty). I need a nested list, with these three levels to put into shinyTree.
I'm trying to match the format of this .Rds file to create a shinyTree.
My full table is 99 lines, I've included 30 below, but may need to do over 100+ in the same way.
So far I've got
...ANSWER
Answered 2021-Nov-03 at 13:15Here is a possible approach using rrapply()
in the rrapply
-package to unmelt
the data.frame to a nested list:
QUESTION
I just had one of those moments where you step out of the weeds and examine your code and ask yourself "why did I do that?"
I have a script that creates a folder with several subfolders and files using the FileSystemObject
. Everything works, but I guess I've been varying the way I set my fso
variables.
My project uses the the Microsoft Scripting Runtime Library
reference so that I can use early binding (even though I found several instances of Set fso = CreateObject("Scripting.FileSystemObject"
), which is silly for this project). Perhaps it's because I've based a lot of my code from examples online, but I've been setting these fso variables in one of two ways:
ANSWER
Answered 2021-Oct-11 at 13:37The difference between these is that the latter disambiguates the FileSystemObject
to belong to Scripting
and not to something else.
If you had your own class named FileSystemObject
in that workbook, the latter would be required to specify you are creating the Scripting.FileSystemObject
and not Yourworkbook.FileSystemObject
.
Similarly, if you had a reference to some other external library that also featured a class named FileSystemObject
, it would resolve that ambiguity too. That is why there are up/down arrows in the Add Reference dialog - they decide which library wins in the case of a clashed name and no explicit disambiguation from the coder.
A common case in VBA where the disambiguation is needed is working with Word and Excel object models at the same time. Both have a class called Range
, and you often need to specify whether you want Word.Range
or Excel.Range
this time.
If you don't have any such conflicting names, it makes no difference for you, apart from maybe making it a tad easier for the future reader to recall that FileSystemObject
is that thing from Scripting
.
QUESTION
I have a pandas df sourced from a csv file. There is a common value within the index column for all entries. How can I remove this common value? The common value is '00:00:00'
...ANSWER
Answered 2021-Sep-17 at 09:31Try:
QUESTION
I have a one dimensional array which represents a two dimensional grid. The number of rows and columns are known. It is read from the 'top left' to 'bottom right' so the first item will be R1C1 and the last item will RXCY (where X = row number and Y = col number;
My goal is to 'flip' or 'rotate' the two-d array and return a new one-d array representing the transformation.
I tried bitwise manipulation but couldn't get it to work with the fact that the row/col counts could be either odd or even. I also tried an iterative approach but got lost in the logic weeds.
A minimal javascript example: a 3^3 grid of booleans in a 9 item array and placeholders for the three functions I'm struggling with:
...ANSWER
Answered 2021-Sep-16 at 10:10For a basic iteration, you can loop through rows and, within each row, loop through cols.
The key part is:
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