the equivalent of. Effect of temperature on Forcefield parameters in classical molecular dynamics simulations. Alaska mayor offers homeless free flight to Los Angeles, but is Los Angeles (or any city in California) allowed to reject them? The following won't work: Use xs with specify second level or loc with : for select all values of first level and 0 for select values of second level: If working with indices and column(s) of DataFrame use slicers: The answer suggested by jezrael is neat and works. How could I save specific row ranges from csv-s? "during cleaning the room" is grammatically wrong? 594), Stack Overflow at WeAreDevelopers World Congress in Berlin, Temporary policy: Generative AI (e.g., ChatGPT) is banned, Preview of Search and Question-Asking Powered by GenAI, How to select multi range of rows in pandas dataframe, Selecting the particular column to the end in dateframe, Selecting multiple columns in a pandas dataframe with separate but sequential columns, Pandas combining slices and list to select columns, Pandas first 5 and last 5 rows in single iloc operation. rev2023.7.27.43548. Were all of the "good" terminators played by Arnold Schwarzenegger completely separate machines? What do you need to do? To subscribe to this RSS feed, copy and paste this URL into your RSS reader. To subscribe to this RSS feed, copy and paste this URL into your RSS reader. By clicking Post Your Answer, you agree to our terms of service and acknowledge that you have read and understand our privacy policy and code of conduct. Browse other questions tagged, Where developers & technologists share private knowledge with coworkers, Reach developers & technologists worldwide, The future of collective knowledge sharing, Great. How do I get rid of password restrictions in passwd, Sci fi story where a woman demonstrating a knife with a safety feature cuts herself when the safety is turned off, "Pure Copyleft" Software Licenses? How to slice multindex columns in pandas DataFrames? What Is Behind The Puzzling Timing of the U.S. House Vacancy Election In Utah? Slice pandas dataframe using .loc with both index values and multiple column values, then set values. See also MultiIndex.remove_unused_levels New MultiIndex with no unused levels. Pandas How to slice multiindex Dataframe? Example. Step 1: .loc () and MultiIndex Pandas method .loc () can select on multi-index. Do LLMs developed in China have different attitudes towards labor than LLMs developed in western countries? is there a limit of speed cops can go on a high speed pursuit? Here a more generic solution and below my step-wise approach to get the first and last two rows. How does this compare to other highly-active people in recorded history? Is it reasonable to stop working on my master's project during the time I'm not being paid? numpy.ndarray NumPy array of integers suitable for passing to iloc. Provided an answer that incorporates yours. yarikoptic added a commit to neurodebian/pandas that referenced this issue Jan 19, 2012 Merge branch 'master' into debian 77c017f dan-nadler pushed a commit to dan-nadler/pandas that referenced this issue Sep 23, 2019 New! Asking for help, clarification, or responding to other answers. Making statements based on opinion; back them up with references or personal experience. Are the NEMA 10-30 to 14-30 adapters with the extra ground wire valid/legal to use and still adhere to code? Notice that it only returned the first two rows, I would like the result to be: There are of hacky way to accomplish this but I'm posting because I want to know what I am doing wrong, or why I can't expect to be able to slice MultiIndexes this way. Connect and share knowledge within a single location that is structured and easy to search. I am currently trying to to slice a MuliIndex DataFrame that has three levels by position. 594), Stack Overflow at WeAreDevelopers World Congress in Berlin, Temporary policy: Generative AI (e.g., ChatGPT) is banned, Preview of Search and Question-Asking Powered by GenAI, Select rows in pandas MultiIndex DataFrame, Returning top n values for group/multiindex in Pandas, pandas: slicing along first level of multiindex, Pandas Multi-index slice only on secondary index, pandas: Assign values to a slice a MultiIndex by range of secondary index. Site design / logo 2023 Stack Exchange Inc; user contributions licensed under CC BY-SA. Behind the scenes with the folks building OverflowAI (Ep. Align \vdots at the center of an `aligned` environment, How do I get rid of password restrictions in passwd, Anime involving two types of people, one can turn into weapons, while the other can wield those weapons. .iloc is primarily integer position based (from 0 to length-1 of the axis), but may also be used with a boolean array. Fortunately, Pandas provides a better way. Import numpy directly instead. How to slice multiindex dataframe with list of labels on one level. rev2023.7.27.43548. To subscribe to this RSS feed, copy and paste this URL into your RSS reader. Walking to train station. Python - Using .loc with a MultiIndex in pandas In this article, we are going to learn how to use loc [] property in multiindex dataframes? . Site design / logo 2023 Stack Exchange Inc; user contributions licensed under CC BY-SA. This is pretty flexible if you need to cross-section by a different level of the MultiIndex as well. What Is Behind The Puzzling Timing of the U.S. House Vacancy Election In Utah? For What Kinds Of Problems is Quantile Regression Useful? method 2 I need to write a script as there's too many to do manually. This answer was written prior to the introduction of iloc in early 2013, i.e. What is Mathematica's equivalent to Maple's collect with distributed option? I can do both of these separately, but cannot figure out the syntax to do them simultaneously. Asking for help, clarification, or responding to other answers. How to help my stubborn colleague learn new ways of coding? 2 x 2 = 4 or 2 + 2 = 4 as an evident fact? It doesn't get much more concise than this. Our guests praise the convenient parking and the comfy beds "There is a beautiful lake just 2 minutes walking, and people can jog, walk, or just sit with a bottle of wine and enjoy, this place is too much", Rue Jean-Louis Victor Bias, Aix-les-Bains, Savoie. For an ordered MultiIndex, compute the slice locations for input where you can compute the filters on the index before assigning - it is a bit long, involves MultiIndex, but once you get your head around MultiIndex, should be intuitive: (df # move columns into the index .set_index . Why was Ethan Hunt in a Russian prison at the start of Ghost Protocol? By clicking Accept all cookies, you agree Stack Exchange can store cookies on your device and disclose information in accordance with our Cookie Policy. Accessing data in a MultiIndex DataFrame can be done in a similar way to a single index DataFrame. Popular "The staff are the best part of the hotel and the hotel was great". Is the DC-6 Supercharged? How do you understand the kWh that the power company charges you for? Why do we allow discontinuous conduction mode (DCM)? Pandas How to slice multiindex Dataframe? Are modern compilers passing parameters in registers instead of on the stack? By clicking Post Your Answer, you agree to our terms of service and acknowledge that you have read and understand our privacy policy and code of conduct. Can you have ChatGPT 4 "explain" how it generated an answer? To learn more, see our tips on writing great answers. That said, I'm not sure why your index would ever look like this. Connect and share knowledge within a single location that is structured and easy to search. time=0 and get every row with first index? If I slice here on both multiindex, it would work like this: But how can I just slice on secondary index "time" at e.g. Enjoy free WiFi, breakfast, and room service. Heat capacity of (ideal) gases at constant pressure. This building is class au titre des Monuments Historiques. How can I change elements in a matrix to a combination of other elements? 594), Stack Overflow at WeAreDevelopers World Congress in Berlin, Temporary policy: Generative AI (e.g., ChatGPT) is banned, Preview of Search and Question-Asking Powered by GenAI, Slicing a pandas dataframe by position on level 2 of a MultIindex, pandas: slice a MultiIndex DataFrame by range of secondary index. Algebraically why must a single square root be done on all terms rather than individually? I have the following pandas (related to the example here: pandas: slice a MultiIndex by range of secondary index). You can think of MultiIndex as an array of tuples where each tuple is unique. I am trying to get the last 2 rows for each level1 index with the below code, but it slices properly only for the first level[0] value. Making statements based on opinion; back them up with references or personal experience. Pandas - Slice into DataFrame using indicies of MultiIndex DataFrame, pandas: slice Multindex with many indices. tuple [int, int] See also Index.get_loc Get location for a single label. Learn pandas - Select from MultiIndex by Level. Why is an arrow pointing through a glass of water only flipped vertically but not horizontally? Although it even says in the docs that "This method should be used only when there is no more direct way. How can I find the shortest path visiting all nodes in a connected graph as MILP? Making statements based on opinion; back them up with references or personal experience. Enter search terms or a module, class or function name. 1. Stay at this business-friendly hotel in Saint-Pierre-d'Albigny. Not the answer you're looking for? If you look at the output of df['col1'].isin(relc1), it is an array of booleans. This method does not require importing numpy. To find out what are the index values we can use method: df2.index which will give us: MultiIndex ( [ ('11', '21', '31'), ('11', '22', '32'), ('12', '21', '33'), ('12', '22', '34')], ) To select values from the multi index above we can use following syntax: Our guests praise the comfy rooms in our reviews. rev2023.7.27.43548. 2023 Expedia, Inc., an Expedia Group company. How to slice a Pandas DataFrame with a MultiIndex index and a MultiIndex column? Browse other questions tagged, Where developers & technologists share private knowledge with coworkers, Reach developers & technologists worldwide, The future of collective knowledge sharing. Our guests praise the helpful staff in our reviews. See all 3,428 properties in Saint-Pierre-d'Albigny, See all properties in Saint-Pierre-d'Albigny, Rserve Naturelle du Bout du Lac Vacations, Plage Municipale de Menthon Saint Bernard Vacations, Vacation rentals in United States of America, Vacation packages in United States of America, Cancel your hotel or vacation rental booking. Is the DC-6 Supercharged? Connect and share knowledge within a single location that is structured and easy to search. Blender Geometry Nodes. To get all shank 1's (i.e. The reason it was created was to remove the ambiguity from integer-indexed pandas objects, and be more descriptive: "I'm slicing on position". Site design / logo 2023 Stack Exchange Inc; user contributions licensed under CC BY-SA. Can a judge or prosecutor be compelled to testify in a criminal trial in which they officiated? one thing to note: to get negative indexing (i.e. See also Index.get_loc The get_loc method for (single-level) index. To get all shank 1's (i.e. Is the DC-6 Supercharged? Find centralized, trusted content and collaborate around the technologies you use most. Is it reasonable to stop working on my master's project during the time I'm not being paid? Are self-signed SSL certificates still allowed in 2023 for an intranet server running IIS? Eliminative materialism eliminates itself - a familiar idea? By clicking Post Your Answer, you agree to our terms of service and acknowledge that you have read and understand our privacy policy and code of conduct. rev2023.7.27.43548. Alternatively, you could first search by value - then assign the resulting dataframe to a new variable df2, df2 = df.loc[df['col1'].isin(relc1) & df['col2'].isin(relc2)]. Easy check-in". was a misinterpretation on my side. By clicking Accept all cookies, you agree Stack Exchange can store cookies on your device and disclose information in accordance with our Cookie Policy. To run this code with Python 3, need to modify: If you are interested in learning more about slicing and filtering multiindex DataFrames, please take a look at my post: It feels like there ought to be a way to do this in one pass (using loc / without chaining), however assignment (. Is the DC-6 Supercharged? Can YouTube (e.g.) Can a lightweight cyclist climb better than the heavier one by producing less power? MultiIndex.slice_locs Get slice location given start label (s) and end label (s). Enjoy free WiFi, breakfast, and room service. To subscribe to this RSS feed, copy and paste this URL into your RSS reader. However, if I reverse the index and the first index is integer and the second index is a string, it works: As Robbie-Clarken answers, since 0.14 you can pass a slice in the tuple you pass to loc: Indeed, you can pass a slice for each level: (It's good practice to do in a single ix/loc/iloc since this version allows assignment.). Typically when slicing by index you would use df.iloc and your index would match the 0,1,2etc. The rooms are tired though, shower was poor and a lot of noise from the road. How to help my stubborn colleague learn new ways of coding? And what is a Turbosupercharger? See also MultiIndex.get_loc Get location for a label or a tuple of labels. How to slice into a MultiIndex Pandas DataFrame? "Pure Copyleft" Software Licenses? The main character is a girl. Alaska mayor offers homeless free flight to Los Angeles, but is Los Angeles (or any city in California) allowed to reject them? ".xs" works now, I am currently trying the solution with my real dataframe, but I want to select/keep all columns instead of "a". How to slice a Pandas DataFrame with a MultiIndex index and a MultiIndex column? To subscribe to this RSS feed, copy and paste this URL into your RSS reader. Blender Geometry Nodes. pandas: slice Multindex with many indices. Before we look into how a MultiIndex works lets take a look at a plain DataFrame by resetting the index with reset_index which removes the MultiIndex. How to help my stubborn colleague learn new ways of coding? Sight of Miolans castle and its entrance, in Savoie, France. To learn more, see our tips on writing great answers. Could the Lightning's overwing fuel tanks be safely jettisoned in flight? Algebraically why must a single square root be done on all terms rather than individually? Could the Lightning's overwing fuel tanks be safely jettisoned in flight? Site design / logo 2023 Stack Exchange Inc; user contributions licensed under CC BY-SA. How do I keep a party together when they have conflicting goals? Making statements based on opinion; back them up with references or personal experience. You need the index results to also have a length of 10. Another way to slice by arbitrary level in a multi level index is to Use slice(None) with .loc[]. Pandas How to slice multiindex Dataframe? How do you understand the kWh that the power company charges you for? Why is the expansion ratio of the nozzle of the 2nd stage larger than the expansion ratio of the nozzle of the 1st stage of a rocket? Browse other questions tagged, Where developers & technologists share private knowledge with coworkers, Reach developers & technologists worldwide, The future of collective knowledge sharing. 594), Stack Overflow at WeAreDevelopers World Congress in Berlin, Temporary policy: Generative AI (e.g., ChatGPT) is banned, Preview of Search and Question-Asking Powered by GenAI. should it be an intersection or a union of the two sample dataframes? Can the Chinese room argument be used to make a case for dualism? It is indexed in the Base Mrime, a database of architectural heritage maintained by the French Ministry of Culture, under the reference PA00118304 . Not the answer you're looking for? Behind the scenes with the folks building OverflowAI (Ep. Prices and availability subject to change. love this. To subscribe to this RSS feed, copy and paste this URL into your RSS reader. How to display Latin Modern Math font correctly in Mathematica? OverflowAI: Where Community & AI Come Together, Python Pandas slice multiindex by second level index (or any other level), http://pandas.pydata.org/pandas-docs/stable/advanced.html#using-slicers. Of course I can swap this back to get this: Any help is appreciated to get with the same procedure: Using pd.IndexSlice truly makes it easy to slice any level index. Use an indexer to slice arbitrary values in arbitrary dimensions--just pass a list with whatever the desired levels / values are for that dimension. Dominating the Combe of Savoy, at 500 meters altitude , this beautiful property is waiting for you to realize your dream of Chatelain. Making statements based on opinion; back them up with references or personal experience. Heat capacity of (ideal) gases at constant pressure. Align \vdots at the center of an `aligned` environment. By clicking Accept all cookies, you agree Stack Exchange can store cookies on your device and disclose information in accordance with our Cookie Policy. "Pure Copyleft" Software Licenses? I think .xs might do what you want. I'm shocked to find that df.loc[([1], ['a'], ['US'])] successfully gets the first row. OverflowAI: Where Community & AI Come Together, Behind the scenes with the folks building OverflowAI (Ep. It also nicely points out the subtle difference b/w series and df. Earn rewards across our family of brands with One Key, 760 Avenue GABY MENALDO, Saint-Pierre-d'Albigny. Is it ok to run dryer duct under an electrical panel? Get the slice locations from the beginning of b in the first level Examples >>> >>> mi = pd.MultiIndex.from_arrays( [list('abb'), list('def')]) then df2.loc[rel_index] would work without issue. Blender Geometry Nodes. Browse other questions tagged, Where developers & technologists share private knowledge with coworkers, Reach developers & technologists worldwide, The future of collective knowledge sharing. Are the NEMA 10-30 to 14-30 adapters with the extra ground wire valid/legal to use and still adhere to code? Surprisingly (for me at least), although comparable for small Series, this starts to become slower than using, New! Making statements based on opinion; back them up with references or personal experience. A regular Pandas DataFrame has a single column that acts as a unique row identifier, or in other words, an "index". asked Dec 6, 2017 at 8:58 Rockbar 1,071 1 20 31 Possible dupe of Python Pandas slice multiindex by second level index (or any other level) - feetwet Sep 10, 2022 at 17:04 Add a comment 2 Answers Sorted by: 7 Use xs with specify second level or loc with : for select all values of first level and 0 for select values of second level: To do that, you can import numpy as np and then slice the following way: You can take advantage of pandas isin function. @mithrado thanks for pointing that out, i have been meaning to go through all my pandas answers and update them. Previous owner used an Excessive number of wall anchors. And what is a Turbosupercharger? Saint-Pierre-d'Albigny, Arrondissement Chambry, Savoyen, Auvergne-Rhne-Alpes, Frankreich pandas: slice a MultiIndex DataFrame by range of secondary index, pandas: slice on MultiIndex by range of first index, and choose secondary index label, Python pandas slice dataframe by multiple index ranges, Slicing based on a range of column in a multiindex column dataframe. What Is Behind The Puzzling Timing of the U.S. House Vacancy Election In Utah? In this post we will take a look on how to slice the dataframe using the index at all levels of a row and column To subscribe to this RSS feed, copy and paste this URL into your RSS reader. Site design / logo 2023 Stack Exchange Inc; user contributions licensed under CC BY-SA. pandas: slice a MultiIndex by range of secondary index, pandas: slice a MultiIndex DataFrame by range of secondary index, Pandas dataframe slice indexing by index criterias, Slicing based on a range of column in a multiindex column dataframe. More information here: http://pandas.pydata.org/pandas-docs/stable/advanced.html#using-slicers. 1 If you are interested in learning more about slicing and filtering multiindex DataFrames, please take a look at my post: How do I slice or filter MultiIndex DataFrame levels?. How do you understand the kWh that the power company charges you for? Browse other questions tagged, Where developers & technologists share private knowledge with coworkers, Reach developers & technologists worldwide, The future of collective knowledge sharing, New! Is it reasonable to stop working on my master's project during the time I'm not being paid? works much faster than selecting individual ranges and concat them Is there no native or pandas solution available, rather than using Numpy? .loc MultiIndex df.loc [ (slice ("A1", "A3"), . rev2023.7.27.43548. replacing tt italic with tt slanted at LaTeX level? You can enjoy some culture when you stop by Chteau de Miolans in Saint-Pierre-d'Albigny. Building off of @KevinOelen's use of Panda's isin function, here is a pythonic way (Python 3.8) to glance at a Pandas DataFrame or GeoPandas GeoDataFrame revealing just a few rows of the head and tail. By clicking Post Your Answer, you agree to our terms of service and acknowledge that you have read and understand our privacy policy and code of conduct. Can a judge or prosecutor be compelled to testify in a criminal trial in which they officiated? You can seek out the ski slopes while in the area. Connect and share knowledge within a single location that is structured and easy to search. By clicking Accept all cookies, you agree Stack Exchange can store cookies on your device and disclose information in accordance with our Cookie Policy. Did active frontiersmen really eat 20,000 calories a day? Sorted by: 6. OverflowAI: Where Community & AI Come Together, Slice pandas dataframe using .loc with both index values and multiple column values, then set values, Behind the scenes with the folks building OverflowAI (Ep. Notes This method only works if the index is monotonic or unique. The Journey of an Electromagnetic Wave Exiting a Router, Previous owner used an Excessive number of wall anchors, Plumbing inspection passed but pressure drops to zero overnight, Sci fi story where a woman demonstrating a knife with a safety feature cuts herself when the safety is turned off. OverflowAI: Where Community & AI Come Together, Pandas Multi-index slice only on secondary index, pandas: slice a MultiIndex by range of secondary index, Python Pandas slice multiindex by second level index (or any other level), Behind the scenes with the folks building OverflowAI (Ep. Given the following DataFrame: In [11]: df = pd.DataFrame(np.random.randn(6, 3), columns=['A', 'B', 'C']) In [12]: df.set_index(['A', 'B'], inplace=True) In [13]: df Out[13]: C A B 0.902764 -0.259656 -1.864541 -0.695893 0.308893 0.125199 1.696989 -1.221131 -2.975839 -1.132069 -1.086189 -1.945467 2.294835 -1.765507 1.567853 -1.788299 2. . ", 51 Rue Alexander Fleming, Chambery, Savoie. But the rooms are not expensive, - so I will go again! Thanks for contributing an answer to Stack Overflow! position/integer location - which may be preferred in this case. Enjoy free WiFi, free parking, and a garden. like, New! How to find the end point in a mesh line. Same structure in the return: However, I cannot find a solution for my problem; that is, I need a range of the level1 index for level[0] index values. pandas.MultiIndex.slice_locs MultiIndex.slice_locs(start=None, end=None, step=None, kind=None) [source] For an ordered MultiIndex, compute the slice locations for input labels. How does momentum thrust mechanically act on combustion chambers and nozzles in a jet propulsion? Pandas: How to work with sliced data using .loc? The British equivalent of "X objects in a trenchcoat". Browse other questions tagged, Where developers & technologists share private knowledge with coworkers, Reach developers & technologists worldwide, The future of collective knowledge sharing. When I try the following: I have tried a few other variations (such as "&" instead of the ","), but these return the same or other errors. format. Came here for this thanks! 594), Stack Overflow at WeAreDevelopers World Congress in Berlin, Temporary policy: Generative AI (e.g., ChatGPT) is banned, Preview of Search and Question-Asking Powered by GenAI, Select rows in pandas MultiIndex DataFrame. Eliminative materialism eliminates itself - a familiar idea? However, I cannot find a solution for my problem; that is, I need a range of the level 1 index for level [0] index values dataframe: First is A to Z, Rank is 1 to 400; I need the first 2 and last 2 for each level [0] (First), but not in the same step. Our guests praise the helpful staff and the spacious rooms "The hotel is clean, pleasant, and good breakfast. Previous owner used an Excessive number of wall anchors. Not the answer you're looking for? Find the best Mountain Bike trails in Saint-Pierre-d'Albigny, Auvergne-Rhne-Alpes (France). But in practice I won't know what the labels will be. Record your own trail from the Wikiloc app, upload it and share it with the community. Why is the expansion ratio of the nozzle of the 2nd stage larger than the expansion ratio of the nozzle of the 1st stage of a rocket? How can I slice a row from a certain column onwards using loc in Pandas? To use just call glance(your_df). I am using pandas 19.1. I thought about opening up an issue on the Github tracker, but I wanted to post here before I did that just in case I missed something totally obvious. Story: AI-proof communication by playing music. (with no additional restrictions). 22 There are many postings on slicing the level [0] of a multiindex by a range of level 1. df.loc [:, "salary"] = [45000, 43000, 42000, 45900, 54000] In the example above, we used a Python list. A MultiIndex enables us to work with an arbitrary number of dimensions while using the low dimensional data structures Series and DataFrame which store 1 and 2 dimensional data respectively. To learn more, see our tips on writing great answers. The reason for the IndexingError, is that you're calling df.loc with arrays of 2 different sizes. as Robbie-Clarken shows: loc and slice indexing are recommended. I can't understand the roles of and which are used inside ,. I want this in a more elegant way: df = pd.DataFrame ( {'a':range (10,100)}) df.iloc [ [i for i in range (10,12)] + [i for i in range (25,28)]] Result: a 10 20 11 21 25 35 26 36 27 37 Something like this would be more elegant: df.iloc [ (10:12, 25:28)] at, loc : iat, iloc : at, iat : loc, iloc : at iat at, iat : loc, iloc : bool How do I slice or filter MultiIndex DataFrame levels? Thanks for contributing an answer to Stack Overflow! 594), Stack Overflow at WeAreDevelopers World Congress in Berlin, Temporary policy: Generative AI (e.g., ChatGPT) is banned, Preview of Search and Question-Asking Powered by GenAI, pandas: slice a MultiIndex DataFrame by range of secondary index, Retrieving a slice from a multiindexed DataFrame. ", not sure if this is ideal but it works by creating a mask, EDIT : hayden's solution is the way to go. Use array-like structure. The first 2 rows I get by swapping the indices, but I cannot make it work for the last 2 rows. By clicking Post Your Answer, you agree to our terms of service and acknowledge that you have read and understand our privacy policy and code of conduct. Expedia, Inc. is not responsible for content on external Web sites. The input labels can be tuples representing partial levels, e.g. So, Create an object to more easily perform multi-index slicing. Unnecessarily verbose Discover the most beautiful places, download GPS tracks and follow the top routes on a map. Make sure to include ':' for the column axis or you will get a KeyError, New! We can use an array-like structure to add a new column. Stay at this business-friendly hotel in Saint-Pierre-d'Albigny. Is the DC-6 Supercharged? (with no additional restrictions). Story: AI-proof communication by playing music. Why would a highly advanced society still engage in extensive agriculture? How do I keep a party together when they have conflicting goals? Our tuple-based indexing is essentially a rudimentary multi-index, and the Pandas MultiIndex type gives us the type of operations we wish to have. Are modern compilers passing parameters in registers instead of on the stack? Alaska mayor offers homeless free flight to Los Angeles, but is Los Angeles (or any city in California) allowed to reject them?
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