Otherwise, equal values are shown as NaNs. you are actually referring to the attributes of the pandas dataframe and not the actual data and target column values like in sklearn. 1 The function pd.read_csv () is already a DataFrame and thus that kind of object does not support calling .to_dataframe (). How to change the order of DataFrame columns? © 2023 pandas via NumFOCUS, Inc. Whether to search for prior, subsequent, or closest matches. Only consider certain columns for identifying duplicates, by DataFrame with duplicates removed or None if inplace=True. To subscribe to this RSS feed, copy and paste this URL into your RSS reader. If true, all rows and columns are kept. Asking for help, clarification, or responding to other answers. At what point of what we watch as the MCU movies the branching started? Save the Python file as pd.py or pandas.py. Launching the CI/CD and R Collectives and community editing features for How do I check if an object has an attribute? In order to perform a valid union order should match across all DataFrames. Find centralized, trusted content and collaborate around the technologies you use most. My first post here, so please let me know if I'm not following protocol. Buffer to write to. Making statements based on opinion; back them up with references or personal experience. Why do I get "'str' object has no attribute 'read'" when trying to use `json.load` on a string? Find centralized, trusted content and collaborate around the technologies you use most. Select asof tolerance within this range; must be compatible We are just doing union the input dataframe to the next dataframe and get the resultant dataframe as output and show the result. If None, the output is returned as a string. Where developers & technologists share private knowledge with coworkers, Reach developers & technologists worldwide. © 2023 pandas via NumFOCUS, Inc. I have tried df1.merge (df2) but no luck with this. Why did the Soviets not shoot down US spy satellites during the Cold War? Sometimes, when the dataframes to combine do not have the same order of columns, it is better to df2.select(df1.columns) in order to ensure both df have the same column order before the union. This worked. Without this import, your regular pandas dataframes will not have the extension loaded and attempting to use the extension will simply raise an AttributeError. Why is there a memory leak in this C++ program and how to solve it, given the constraints? Is Koestler's The Sleepwalkers still well regarded? Field name to join on. By clicking Accept all cookies, you agree Stack Exchange can store cookies on your device and disclose information in accordance with our Cookie Policy. See also DataFrame.iterrows Iterate over DataFrame rows as (index, Series) pairs. Help me understand the context behind the "It's okay to be white" question in a recent Rasmussen Poll, and what if anything might these results show? on key is greater than or equal to the lefts key. You can upsert data from a source table, view, or DataFrame into a target Delta table by using the MERGE SQL operation. How did Dominion legally obtain text messages from Fox News hosts? (i.e., strictly less-than / strictly greater-than). To learn more, see our tips on writing great answers. For other URLs (e.g. ( using python3 ). Determines which duplicates (if any) to keep. The file name is pd.py or pandas.py The following examples show how to resolve this error in each of these scenarios. Merge two Pandas DataFrames with complex conditions 10. is there a chinese version of ex. Hosted by OVHcloud. drop_firstbool, default False Retrieve the current price of a ERC20 token from uniswap v2 router using web3js, Am I being scammed after paying almost $10,000 to a tree company not being able to withdraw my profit without paying a fee. Set the dataframes names in the comparison. How do I check if an object has an attribute? To union, we use pyspark module: Note: In other SQLs, Union eliminates the duplicates but UnionAll combines two datasets including duplicate records. Now new dataframe will also have the same CRS as one of the initial dataframes. forwarded to fsspec.open. Compare to another DataFrame and show the differences. AttributeError: 'DataFrame' object has no attribute 'rename' Hello, I am doing the Data Science and Machine Learning course. Can non-Muslims ride the Haramain high-speed train in Saudi Arabia? Dealing with hard questions during a software developer interview, Book about a good dark lord, think "not Sauron". To learn more, see our tips on writing great answers. How can I recognize one? I could able to do every thing except renaming the output with the file names. Why 'dataframe' object has no attribute 'unique' Error comes? If you do not specify convert=True , than vaex.read_csv('some_file.csv', chunk_size=100_000) will be a generator, yielding a portion of the dataframe. Change file1 = sys.argv [2] file2 = sys.argv [3] pd.read_csv (file1) pd.read_csv (file2) to file1 = pd.read_csv (sys.argv [2]) file2 = pd.read_csv (sys.argv [3]) Share Improve this answer PTIJ Should we be afraid of Artificial Intelligence? For HTTP(S) URLs the key-value pairs Launching the CI/CD and R Collectives and community editing features for How do I merge two dictionaries in a single expression in Python? By clicking Post Your Answer, you agree to our terms of service, privacy policy and cookie policy. on key is less than or equal to the lefts key. and we exclude exact matches on time. I want to merge two dataframes columns into one new dataframe. I am running this code to generate a choropleth map of landprices in Germany. The number of distinct words in a sentence, Story Identification: Nanomachines Building Cities. To learn more, see our tips on writing great answers. rev2023.3.1.43269. Find centralized, trusted content and collaborate around the technologies you use most. Share Improve this answer Follow answered Feb 14, 2020 at 8:28 Ajay Raj 11 acknowledge that you have read and understood our, Data Structure & Algorithm Classes (Live), Data Structure & Algorithm-Self Paced(C++/JAVA), Android App Development with Kotlin(Live), Full Stack Development with React & Node JS(Live), GATE CS Original Papers and Official Keys, ISRO CS Original Papers and Official Keys, ISRO CS Syllabus for Scientist/Engineer Exam. Does With(NoLock) help with query performance? such as datetimelike, integer, or float. I have written a pyspark.sql query as shown below. @DamioMartins It only merges the first columns of both dataframes. Append data to an empty dataframe in PySpark, Python program to find number of days between two given dates, Python | Difference between two dates (in minutes) using datetime.timedelta() method, Python | Convert string to DateTime and vice-versa, Convert the column type from string to datetime format in Pandas dataframe, Adding new column to existing DataFrame in Pandas, Create a new column in Pandas DataFrame based on the existing columns, Python | Creating a Pandas dataframe column based on a given condition, Selecting rows in pandas DataFrame based on conditions, Get all rows in a Pandas DataFrame containing given substring, Python | Find position of a character in given string, replace() in Python to replace a substring, Python | Replace substring in list of strings, Python Replace Substrings from String List, How to get column names in Pandas dataframe. How to choose voltage value of capacitors. with rows drawn alternately from self and other. not preserve the order of the left keys unlike pandas. Could you please help me figuring out this issue? Marks a DataFrame as small enough for use in broadcast joins. details, and for more examples on storage options refer here. DataFrames are powerful and widely used, but they have limitations with respect to extract, transform, and load (ETL) operations. 'NoneType' object has no attribute 'strip' - Slugify, AttributeError: 'NoneType' object has no attribute 'lower' python using spacy, Django - No such table: main.auth_user__old, ConnectionRefusedError at /accounts/register/, ValueError:Tensor("inputs:0", shape=(None, 256, 256, 3), dtype=uint8), ValueError: Error when checking input: expected conv2d_input to have 4 dimensions, but got array with shape (None, 1), ValueError . Extra options that make sense for a particular storage connection, e.g. Jordan's line about intimate parties in The Great Gatsby? The module used is pyspark : Spark (open-source Big-Data processing engine by Apache) is a cluster computing system. How does a fan in a turbofan engine suck air in? See the hvplot extension user guide for more info. Pyspark issue AttributeError: 'DataFrame' object has no attribute 'saveAsTextFile'. Outside chaining unions this is the only way to do it for DataFrames. Mode in which file is opened, wt by default. (i.e. column label or sequence of labels, optional, {first, last, False}, default first. Field name to join on in right DataFrame. Rename .gz files according to names in separate txt-file. In this example, we create dataframes with columns a and b of some random values and pass all these three dataframe to our newly created method unionAll() in which we are not focusing on the names of the columns. columns in both DataFrames. DataFrame.equals str, Path or StringIO-like, optional, default None. 'DataFrame' object has no attribute 'merge'. Connect and share knowledge within a single location that is structured and easy to search. Use the index of the right DataFrame as the join key. Share Improve this answer Follow edited Dec 3, 2018 at 1:21 answered Dec 1, 2018 at 16:11 Browse other questions tagged, Where developers & technologists share private knowledge with coworkers, Reach developers & technologists worldwide, Because you are actually passing string :D What you need to do is find you csv file using your argument which is string and simply call, Good use of self-documenting variables. I am trying to merge 2 csv files. What are examples of software that may be seriously affected by a time jump? (i.e. Was Galileo expecting to see so many stars? I couldnt find solutions for this particular task and hence raising a new question. For other You can check the type of your variable ds using print (type (ds)), you will see that it is a pandas DataFrame type. A DataFrame is similar to a table and supports functional-style (map/reduce/filter/etc.) A forward search selects the first row in the right DataFrame whose Was Galileo expecting to see so many stars? For example, if we take a variable x we are assigned a value of 10. df1 has columns x1,x2,x3 In this article, we will learn how to merge multiple data frames row-wise in PySpark. Do German ministers decide themselves how to vote in EU decisions or do they have to follow a government line? Both the dataframes have equal number of columns but when i run this particular command in my notebook i get the following error By using our site, you Making statements based on opinion; back them up with references or personal experience. Why do we kill some animals but not others? By clicking Accept all cookies, you agree Stack Exchange can store cookies on your device and disclose information in accordance with our Cookie Policy. DataFrame.drop_duplicates(subset=None, *, keep='first', inplace=False, ignore_index=False) [source] # Return DataFrame with duplicate rows removed. throws an error AttributeError: 'DataFrame' object has no attribute 'merge'. starting with s3://, and gcs://) the key-value pairs are How to iterate over rows in a DataFrame in Pandas. We will cover PySpark (Python + Apache Spark) because this will make the learning curve flatter. Even yesterday this was generating the plots with the hovering annotations. 3. In this process suppose we want to append another value to that variable. Even yesterday this was generating the plots with the hovering annotations. Asking for help, clarification, or responding to other answers. To install Spark on a linux system, follow this. 'DataFrame' object has no attribute 'merge' Ask Question Asked 9 days ago Modified 9 days ago Viewed 85 times 1 I am new to PySpark and i am trying to merge a dataframe to the one present in Delta location using the merge function. Why did the Soviets not shoot down US spy satellites during the Cold War? Considering certain columns is optional. Find centralized, trusted content and collaborate around the technologies you use most. A pandas DataFrame is a two-dimensional data structure that has labels for both its rows and columns. Thanks! What takes place is that it takes all the objects that you handed as parameters and reduces them the usage of unionAll (this limit is from Python, no longer the Spark minimize even though they work similarly) which sooner or later reduces it to one DataFrame. Extra options that make sense for a particular storage connection, e.g. In order to use the holoviews pandas extension with df.hviews methods, you must import hvplot.pandasbefore the dataframe is created, even if you are never going to use the hvplot.pandas module directly. By clicking Accept all cookies, you agree Stack Exchange can store cookies on your device and disclose information in accordance with our Cookie Policy. How to increase the number of CPUs in my computer? Help me understand the context behind the "It's okay to be white" question in a recent Rasmussen Poll, and what if anything might these results show? be an array or list of arrays of the length of the right DataFrame. Clash between mismath's \C and babel with russian, Duress at instant speed in response to Counterspell, Torsion-free virtually free-by-cyclic groups. Site design / logo 2023 Stack Exchange Inc; user contributions licensed under CC BY-SA. MultiIndex, the number of keys in the other DataFrame (either the index or a number of Add index (row) labels. Joining two Pandas DataFrames using merge () Pandas - Merge two dataframes with different columns Merge two dataframes with same column names 8. How does a fan in a turbofan engine suck air in? You can change it in excel or you can write data.columns = data.columns.str.strip () / df.columns = df.columns.str.strip () but the chances are that it will throw the same error in particular in some cases after the query. Easiest way to remove 3/16" drive rivets from a lower screen door hinge? df2 has column x4 There are no joining conditions just need to merge all the columns together. and I am taking file name with sys.argv[n] It's not possible. Please see fsspec and urllib for more Solution of DataFrame' object has no attribute 'concat' Error If you are getting this type of error then the solution is very simple. Does Cosmic Background radiation transmit heat? be an array or list of arrays of the length of the left DataFrame. forward and nearest. AttributeError: partially initialized module 'pandas' has no attribute 'DataFrame' (most likely due to a circular import) It occurs may be due to one of the following reasons. AttributeError: module 'pandas' has no attribute 'dataframe' This error usually occurs for one of three reasons: 1. Determine which axis to align the comparison on. {0 or index, 1 or columns}, default 1, Resulting differences are stacked vertically, Resulting differences are aligned horizontally. You will have to use iris ['data'], iris ['target'] to access the column values if it is present in the data set. By clicking Post Your Answer, you agree to our terms of service, privacy policy and cookie policy. An object to iterate over namedtuples for each row in the DataFrame with the first field possibly being the index and following fields being the column values. Merge DataFrame objects with a database-style join. side, respectively. As with pandas, when reading a GeoDataFrame in from disk, the extension must be loaded before the read is called (before the geopandas object is created - but not necessarily before the file was written). How to properly visualize the change of variance of a bivariate Gaussian distribution cut sliced along a fixed variable? The Boston housing has unintuitive column names. Note that geopandas.GeoDataFrame is a subclass of pandas.DataFrame and the above applies directly to geopandas as well. DataFrame object has no attribute 'sort_values' How to fix AttributeError: 'Series' object has no attribute 'to_numpy' How to solve the Attribute error 'float' object has no attribute 'split' in python? That's because Spark does not know which line goes before which - rows are split into multiple nodes. Also you can check. How do I select rows from a DataFrame based on column values? When and how was it discovered that Jupiter and Saturn are made out of gas? are forwarded to urllib.request.Request as header options. The main reason why you are getting this error is that you must not be properly using the unique () attribute. First, load this data into a dataframe using the below code: val file_location = "/FileStore/tables/emp_data1-3.csv" val df = spark.read.format ("csv") .option ("inferSchema", "true") .option ("header", "true") .option ("sep", ",") .load (file_location) display (df) To subscribe to this RSS feed, copy and paste this URL into your RSS reader. Can only compare identically-labeled rev2023.3.1.43269. Furthermore this must be a numeric column, The resulting index will be a MultiIndex with 'self' and 'other' stacked alternately at the inner level. Created using Sphinx 3.0.4. I have installed the pyviz, panel and geoviews packages. Most of the cases the error will come when you will use the unique () function on the entire dataframe. 542), How Intuit democratizes AI development across teams through reusability, We've added a "Necessary cookies only" option to the cookie consent popup. To learn more, see our tips on writing great answers. You write pd.dataframe instead of pd.DataFrame 2. Find centralized, trusted content and collaborate around the technologies you use most. Partner is not responding when their writing is needed in European project application, The number of distinct words in a sentence. To do our task we are defining a function called recursively for all the input dataframes and union this one by one. Is email scraping still a thing for spammers. new_df should be x1,x2,x3,x4 Launching the CI/CD and R Collectives and community editing features for How do I add a new column to a Spark DataFrame (using PySpark)? You are merging the string file names and not the dataframes that you have created. stacked alternately at the inner level. It is not renaming the column names using the file names. At what point of what we watch as the MCU movies the branching started? Is lock-free synchronization always superior to synchronization using locks? Column names in the DataFrame to be encoded. Does any one know how to fix this with out updating pandas to new version? Raises ValueError When the two DataFrames don't have identical labels or shape. Integral with cosine in the denominator and undefined boundaries. Does Cast a Spell make you a spellcaster? Here is an example of a pandas DataFrame being displayed within a Jupyter Notebook. Browse other questions tagged, Where developers & technologists share private knowledge with coworkers, Reach developers & technologists worldwide, Thank You so much! Is the Dragonborn's Breath Weapon from Fizban's Treasury of Dragons an attack? Site design / logo 2023 Stack Exchange Inc; user contributions licensed under CC BY-SA. hvplot.pandas is a critical import as it loads a holoviews pandas extension and registers holoviews with the pandas library so that dataframes created using pandas will have access to the DataFrame.hviews attribute. To remove duplicates on specific column(s), use subset. Site design / logo 2023 Stack Exchange Inc; user contributions licensed under CC BY-SA. Use the index of the left DataFrame as the join key. Index of the left DataFrame if merged only on the index of the right DataFrame, Index of the right DataFrame if merged only on the index of the left DataFrame, e.g. The resulting index will be a MultiIndex with self and other Here is a real-world times-series example, By default we are taking the asof of the quotes, We only asof within 2ms between the quote time and the trade time, We only asof within 10ms between the quote time and the trade time Matching NaNs will not appear as a difference. Merge DataFrame objects with a database-style join. Return DataFrame with duplicate rows removed. Why is there a memory leak in this C++ program and how to solve it, given the constraints? How do I check if an object has an attribute? I get the same AttributeError: 'numpy.ndarray' object has no attribute 'categories' after concatenating two dask dataframes with categorical columns. Otherwise, only the ones with different values are kept. PTIJ Should we be afraid of Artificial Intelligence? © 2023 pandas via NumFOCUS, Inc. Connect and share knowledge within a single location that is structured and easy to search. How to create an empty PySpark DataFrame ? I am trying merge multiple files based on a key ('r_id') and rename the column names in the output with the name of the files. Merge with optional filling/interpolation. but its using filenames as strings? Error: " 'dict' object has no attribute 'iteritems' ", AttributeError: 'str' object has no attribute 'seek' using textfsm module (regex). operations and SQL operations (select, project, aggregate). - last : Drop duplicates except for the last occurrence. Ackermann Function without Recursion or Stack. Not the answer you're looking for? However prior data will https://raw.githubusercontent.com/VolkaneicFox/IWH-Research/main/LandpriceFF_df.csv, https://raw.githubusercontent.com/VolkaneicFox/IWH-Research/main/vg2500_krs.shp. DataFrame DataFrame that shows the differences stacked side by side. 1. be an index (x, a, b), {left, right, outer, inner}, default inner. Why do I get AttributeError: 'NoneType' object has no attribute 'something'? How can I explain to my manager that a project he wishes to undertake cannot be performed by the team? To remove duplicates and keep last occurrences, use keep. If True, the resulting axis will be labeled 0, 1, , n - 1. Both DataFrames must be sorted by the key. I have installed the pyviz, panel and geoviews packages. Asking for help, clarification, or responding to other answers. Geopandas has no attribute hvplot. I am afraid, your code is giving the same output as my script in the question. Test whether two objects contain the same elements. Making statements based on opinion; back them up with references or personal experience. How can the mass of an unstable composite particle become complex? Pyspark: Create a pyspark dataframe based on columns names from other pyspark dataframe, Pyspark - Find sub-string from a column of data-frame with another data-frame, merge column to the pyspark dataframe without impacting the rows. Are there conventions to indicate a new item in a list? Because of using pandas.concat any geographical metadata such as CRS does not get preserved by default. - False : Drop all duplicates. The value columns have You need change exp as column name for rename: Thanks for contributing an answer to Stack Overflow! Suffix to apply to overlapping column names in the left and right To run Spark in a multicluster system, follow this. rev2023.3.1.43269. You see the order based on whichever row, How to merge a column from df1 to df2 pyspark>, The open-source game engine youve been waiting for: Godot (Ep. How to iterate over rows in a DataFrame in Pandas. Centering layers in OpenLayers v4 after layer loading, Can I use a vintage derailleur adapter claw on a modern derailleur. How to react to a students panic attack in an oral exam? I want to rename them, e.g. key rather than equal keys. is None and not merging on indexes then this defaults to the intersection of the Consider using a better naming for your arguments, that will makes the debug process much easier. Easiest way to remove 3/16" drive rivets from a lower screen door hinge? This is similar to a left-join except that we match on nearest But today the code is generating an error: The datasets I am using are here: By clicking Accept all cookies, you agree Stack Exchange can store cookies on your device and disclose information in accordance with our Cookie Policy. How do I get the row count of a Pandas DataFrame? © 2023 pandas via NumFOCUS, Inc. rev2023.3.1.43269. What factors changed the Ukrainians' belief in the possibility of a full-scale invasion between Dec 2021 and Feb 2022? Connect and share knowledge within a single location that is structured and easy to search. Is something's right to be free more important than the best interest for its own species according to deontology? 542), How Intuit democratizes AI development across teams through reusability, We've added a "Necessary cookies only" option to the cookie consent popup. DataFrame that shows the differences stacked side by side. How do I get the row count of a Pandas DataFrame? I am new to PySpark and i am trying to merge a dataframe to the one present in Delta location using the merge function. How can I explain to my manager that a project he wishes to undertake cannot be performed by the team? Why did the Soviets not shoot down US spy satellites during the Cold War? I want to merge two dataframes columns into one new dataframe. Should I include the MIT licence of a library which I use from a CDN? Delta Lake supports inserts, updates and deletes in MERGE, and it supports extended syntax beyond the SQL standards to facilitate advanced use cases. What's the difference between a power rail and a signal line? Browse other questions tagged, Where developers & technologists share private knowledge with coworkers, Reach developers & technologists worldwide, @MichaelDelgado Thanks for letting me know, I hope I have provided the necessary corrections, @VFox I've added that import to the question because people don't always read the comments, https://raw.githubusercontent.com/VolkaneicFox/IWH-Research/main/LandpriceFF_df.csv, hvplot.holoviz.org/user_guide/Plotting_Extensions.html, The open-source game engine youve been waiting for: Godot (Ep. since both columns are of type string we get no error. backward (default), forward, or nearest, 0 2016-05-25 13:30:00.023 GOOG 720.50 720.93, 1 2016-05-25 13:30:00.023 MSFT 51.95 51.96, 2 2016-05-25 13:30:00.030 MSFT 51.97 51.98, 3 2016-05-25 13:30:00.041 MSFT 51.99 52.00, 4 2016-05-25 13:30:00.048 GOOG 720.50 720.93, 5 2016-05-25 13:30:00.049 AAPL 97.99 98.01, 6 2016-05-25 13:30:00.072 GOOG 720.50 720.88, 7 2016-05-25 13:30:00.075 MSFT 52.01 52.03, 0 2016-05-25 13:30:00.023 MSFT 51.95 75, 1 2016-05-25 13:30:00.038 MSFT 51.95 155, 2 2016-05-25 13:30:00.048 GOOG 720.77 100, 3 2016-05-25 13:30:00.048 GOOG 720.92 100, 4 2016-05-25 13:30:00.048 AAPL 98.00 100, time ticker price quantity bid ask, 0 2016-05-25 13:30:00.023 MSFT 51.95 75 51.95 51.96, 1 2016-05-25 13:30:00.038 MSFT 51.95 155 51.97 51.98, 2 2016-05-25 13:30:00.048 GOOG 720.77 100 720.50 720.93, 3 2016-05-25 13:30:00.048 GOOG 720.92 100 720.50 720.93, 4 2016-05-25 13:30:00.048 AAPL 98.00 100 NaN NaN, 1 2016-05-25 13:30:00.038 MSFT 51.95 155 NaN NaN, 0 2016-05-25 13:30:00.023 MSFT 51.95 75 NaN NaN, 2 2016-05-25 13:30:00.048 GOOG 720.77 100 NaN NaN, 3 2016-05-25 13:30:00.048 GOOG 720.92 100 NaN NaN. How did StorageTek STC 4305 use backing HDDs? On or left_on/right_on PySpark withColumnRenamed () Syntax: withColumnRenamed ( existingName, newNam) Making statements based on opinion; back them up with references or personal experience. Thanks for contributing an answer to Stack Overflow! sparsebool, default False Whether the dummy-encoded columns should be backed by a SparseArray (True) or a regular NumPy array (False). Asking for help, clarification, or responding to other answers. the default suffixes, _x and _y, appended. Site design / logo 2023 Stack Exchange Inc; user contributions licensed under CC BY-SA. it works but it just doesn't rename the columns. Stack Overflow. - first : Drop duplicates except for the first occurrence. Hosted by OVHcloud. I would like the query results to be sent to a textfile but I get the error: AttributeError: 'DataFrame' object has no attribute . AttributeError: module 'pandas' has no attribute 'dataframe' Solution Reason 1 - Ignoring the case of while creating DataFrame Reason 2 - Declaring the module name as a variable name Reason 3 - Naming file as pd.py or pandas.py Reason 4- Pandas package is not installed Merge two Pandas DataFrames on certain columns Article Contributed By : shuvamkumar2015 Optionally match on equivalent keys with by before searching with on. Thanks for contributing an answer to Stack Overflow! Not the answer you're looking for? When the two DataFrames dont have identical labels or shape. pandas.merge_asof(left, right, on=None, left_on=None, right_on=None, left_index=False, right_index=False, by=None, left_by=None, right_by=None, suffixes=('_x', '_y'), tolerance=None, allow_exact_matches=True, direction='backward') [source] # Perform a merge by key distance. How to filter Pandas dataframe using 'in' and 'not in' like in SQL, How to convert index of a pandas dataframe into a column, How to deal with SettingWithCopyWarning in Pandas.
How Old Is Faze Rugs Cameraman Noah, Upcoming Nft Projects On Solana, Selena Quintanilla Funeral Pictures, Articles D