woodwork | Python library that provides robust methods
kandi X-RAY | woodwork Summary
kandi X-RAY | woodwork Summary
Woodwork provides a common typing namespace for using your existing DataFrames in Featuretools, EvalML, and general ML. A Woodwork DataFrame stores the physical, logical, and semantic data types present in the data. In addition, it can store metadata about the data, allowing you to store specific information you might need for your application.
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Top functions reviewed by kandi - BETA
- Validate accessor parameters
- Checks that the given column names match the given logical_types
- Check if ignore_columns is set to True
- Checks whether given index is unique
- Create a list of column schemas
- Convert a string to a set
- Validate that the given semantic tags are used
- Read data from a file
- Import a module or raise ImportError
- Validate column tags
- Serialize a Pandas dataframe
- Return the version logic for version control
- Validate a given metric
- Import a module
- Save the file to disk
- Serialize a Pandas dataframe to a file
- Validates a series
- Validate the metric
- Gets the min version of a package
- Get all available package versions
- Standardize notebooks
- Check that all notebooks have the same output
- Check if a pandas series is a categorical function
- Get the minimum and core requirements
- Replace NaN values
- Write the dataframe to a CSV file
- Deserialize a dataframe
- Return the minimum version of the list of available versions
woodwork Key Features
woodwork Examples and Code Snippets
Community Discussions
Trending Discussions on woodwork
QUESTION
I've been staring at this for 90 minutes now - and I just can't figure it out.
Why is the 3rd element in the sub-menu of "Other" different than all the others? All elements works as intended in the sub-menu of "Info".
...ANSWER
Answered 2022-Mar-18 at 05:21QUESTION
I am having an issue with my navbar, once I make the browser tab smaller, the text stays the same size but the logo gets smaller and smaller and disappears. How can I make it so everything gets smaller? If any more information is needed I will provide them. Here are some examples of my problem. 100% width page vs Page made smaller for smaller screens for example
...ANSWER
Answered 2021-Dec-07 at 19:36I think you're using @media wrong.
QUESTION
Recently I've updated featuretools to v1.0.0 and faced the following issue. I have instances that vary within time and I want to build time dependent features for them. Besides, I want to save some historical characteristics of those instances. So my cutoff time dataset consists of such columns as: time, instance_id and feature1, feature2, ..., target
When I tried to to run dfs, I got the error 'NoneType' object has no attribute 'logical_types'
I have found out that it is caused by the inner function get_ww_types_from_features
It tries to get the column types of cutoff time df, assuming it has woodwork type
...ANSWER
Answered 2021-Oct-29 at 11:35cutoff_times = pd.DataFrame()
cutoff_times['customer_id'] = [1, 2, 3, 1]
cutoff_times['time'] = pd.to_datetime(['2014-1-1 04:00',
'2014-1-1 05:00',
'2014-1-1 06:00',
'2014-1-1 08:00'])
cutoff_times['label'] = [True, True, False, True]
cutoff_times
fm, features = ft.dfs(entityset=es,`enter code here`
target_dataframe_name='customers',
cutoff_time=cutoff_times,
cutoff_time_in_index=True)
fm
QUESTION
I have been frustratingly trying to get the "sticky" CSS property to work on my navbar and can not figure out how. At first I thought it was the flexbox, so I removed all of it and it still didn't work. Then I thought it was maybe a child-parent issue but still couldn't get it to work after troubleshooting it that way. I also don't want to use position: fixed because as far as I can tell it cuts off the top of the other content by putting it on top of it. Unlike sticky does. Any help would be appreciated.
...ANSWER
Answered 2021-Oct-02 at 21:22Add the sticky code to the header
element instead.
Cool text animation, by the way.
QUESTION
I have been playing around with Rselenium and webscraping from a list of URLs. Naturally, I would want to combine the data from each URL I scrape into a dataframe. When I do that, the dataframe that is returned will have the data, along with miscellaneous things such as "checkStatus
", "statusClass
" etc. Its quite difficult to explain but I hope that the code will help to explain it better.
ANSWER
Answered 2021-Sep-19 at 17:13library(RSelenium)
library(tidyverse)
remDr <- remoteDriver( remoteServerAddr = "localhost",
port = 4444,
browserName = "chrome")
remDr$open()
URL_list <- c("https://www.premierleague.com/players/4183/Ahmed-El-Mohamady/stats?co=1&se=363")
# Webscrape function
ScrapeDF <- function(link_element){
#General Stats
link_element <- remDr$findElement(using = "css selector",".statappearances")
Appearance <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".statwins")
Wins <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".statlosses")
Losses <- as.character(link_element$getElementText())
#Defence Stats
link_element <- remDr$findElement(using = "css selector",".statclean_sheet")
CleanSheet <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".statgoals_conceded")
Conceded <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".stattotal_tackle")
Tackles <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".stattackle_success")
SuccessfulTackle <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".statlast_man_tackle")
LastManTackle <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".statblocked_scoring_att")
BlockedShots <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".statinterception")
Interceptions <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".stattotal_clearance")
Clearance <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".stateffective_head_clearance")
HeadedClearance <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".statclearance_off_line")
ClearanceOffLine <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".statball_recovery")
Recovery <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".statduel_won")
DuelsWon <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".statduel_lost")
DuelsLost <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".statwon_contest")
Successful5050 <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".stataerial_won")
AerialWon <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".stataerial_lost")
AerialLost <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".statown_goals")
OwnGoal <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".staterror_lead_to_goal")
ErrorsToGoal <- as.character(link_element$getElementText())
#Team Play Stats
link_element <- remDr$findElement(using = "css selector",".statgoal_assist")
Assists <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".stattotal_pass")
Passes <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".stattotal_pass_per_game")
PassperMatch <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".statbig_chance_created")
BigChanceCreated <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".stattotal_cross")
Crosses <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".statcross_accuracy")
CrossAcc <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".stattotal_through_ball")
ThroughBall <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".stataccurate_long_balls")
LongBall <- as.character(link_element$getElementText())
#Discipline Stats
link_element <- remDr$findElement(using = "css selector",".statyellow_card")
YelCard <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".statred_card")
RedCard <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".statfouls")
Fouls <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".stattotal_offside")
Offside <- as.character(link_element$getElementText())
#Attack stats
link_element <- remDr$findElement(using = "css selector",".statgoals")
Goals <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".statatt_hd_goal")
HeadedGoal <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".statatt_rf_goal")
RightFootGoal <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".statatt_lf_goal")
LeftFootGoal <- as.character(link_element$getElementText())
link_element <- remDr$findElement(using = "css selector",".stathit_woodwork")
Woodwork <- as.character(link_element$getElementText())
DF_Compiled <- data.frame("Position" = Text, "Appearance" = Appearance,
"Wins" = Wins, "Losses" = Losses, "Goals" = Goals,
"HeadedGoals" = HeadedGoal, "RightFootGoal" = RightFootGoal,
"LeftFootGoal" = LeftFootGoal, "Woodwork" = Woodwork,
"YellowCard" = YelCard, "RedCard" = RedCard,
"Fouls" = Fouls, "Offside" = Offside, "Assist" = Assists,
"Passes" = Passes, "PassperMatch" = PassperMatch, "BigChanceCreated" = BigChanceCreated,
"Crosses" = Crosses, "CrossAcc" = CrossAcc, "ThroughBall" = ThroughBall,
"AccLongBall" = LongBall, "CleanSheet" = CleanSheet,
"Conceded" = Conceded, "Tackles" = Tackles,
"SuccessTackle" = SuccessfulTackle, "LastManTackle" = LastManTackle,
"BlockedShots" = BlockedShots, "Interceptions" = Interceptions,
"Clearances" = Clearance, "HeadedClearance" = HeadedClearance,
"OffLineClearance" = ClearanceOffLine,"Recoveries" = Recovery,
"DuelsWon" = DuelsWon, "DuelsLost" = DuelsLost,
"Successful50_50" = Successful5050, "AerialWon" = AerialWon,
"AerialLost" = AerialLost, "OwnGoal" = OwnGoal,
"ErrorsToGoal" = ErrorsToGoal)
}
## For loop to webscrape
CompletePlayerData <- tibble()
#looping function of scraping the stats for all the players
for (url in URL_list) {
remDr$navigate(url)
Sys.sleep(4)
Position <- remDr$findElement(using = "css selector",".info")
Text <- as.character(Position$getElementText())
if(Text == "Defender"){
# Return an empty list if call fails
saved_list <- lapply(Position, possibly(ScrapeDF, list()))
}
new_data <- tibble(
Position = Position %>% list(),
Text = Text,
saved_list = saved_list %>% list()
)
CompletePlayerData <- bind_rows(CompletePlayerData, new_data)
}
CompletePlayerData %>%
select(saved_list) %>%
unnest(saved_list) %>%
unnest(saved_list) %>%
distinct(Position, Goals, Appearance)
QUESTION
Relatively new to Java, looking for a solution to a crucial part of a game I'm making for a class. The idea is to make a very simple stock market simulation game, but the problem is related to creating made-up company names. I have three arrays for the first, middle, and last names of companies. I'm trying to make some of these companies have one word names, others two, etc. So far I've used a random number generator and if/elif/else statement to simulate one, but I would like five of them and I would prefer a more efficient method of doing so. Here's the code:
...ANSWER
Answered 2021-Sep-16 at 20:53I'd encourage you to play around with it. That's the fun of programming is solving little puzzles like this, and there are a bunch of ways to do something like this. Here is one to give you some ideas:
QUESTION
I'm getting this syntax error in react native: "Syntax Error: Unexpected token, expected "," "
...ANSWER
Answered 2021-Jun-19 at 08:23Remove the opening parens at article
argument, or add a closing parens.
QUESTION
I have been coding a script to scrape the premier league website for players. It will go into each player page from the main page then scrape the information specified from the table but I cannot loop it yet. I understand it probably is super verbose and horrible but I am still learning. I have stored a list of 843 links which I want to iterate through on both /overview and /stats links. How do I go about this? Any help would be greatly appreciated!
...ANSWER
Answered 2021-Mar-21 at 01:41You can use this example how to extract the data from the two URLs:
QUESTION
I have this website that I'm working on for a client. I jumped into the project and I have to create the accordion on the template file for specific pages. I just started getting deeper into PHP so I found a solution online in this article https://wpbeaches.com/create-an-acf-repeater-accordion-in-wordpress/ Now, my problem is this: I created the repeater field with two subfields https://prnt.sc/xfg3lv and I choose that it only shows on this page template https://prnt.sc/xfg6lw Then I created the fields on the actual page with that template https://prnt.sc/xfgdhp and inserted that piece of code from the article into the template file. Of course, I modified the names with my field names. The problem is that on the front it is not showing the rows even if they exist and just skips to the else statement. I will paste the complete code of that template page so if anyone can help it would be awesome. I'm busting my head for two days now on this issue.
The code (I marked where my code starts and ends):
...ANSWER
Answered 2021-Jan-22 at 08:24Try wrapping your content into:
QUESTION
I am working with Macro in excel VBA. I have a variable as follows:
...ANSWER
Answered 2020-Dec-10 at 12:12Split returns an Array of Strings. However, Debug.Print cannot print an Array. You need to specify an index:
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