Tutorial 03: The logic of piping |>

Introduction

The pipe |> is back! You’ve already had some dealings with the pipe operator on Psychology as a Science. Now that we’ve covered some basics, we’re bringing back this important function.

The pipe is an incredibly useful tool. It helps us to:

• Link multiple functions together

• Make your code more efficient

• Improve readability of your code (i.e. when someone else reads the code - even if it’s just your future self - their first impulse should not be to scream)

In this tutorial, we’re really getting into the nitty-gritty of how code works. We’ll unpick the structure of functions, revise our understanding of function arguments, and walk you through how to convert some of the code from previous tutorials into more efficient code pipelines. Some of this will be a recap, but we highly suggest that you work through all the sections without jumping ahead. Snacks and beverages are recommended¹.

The anatomy of a function

Note

This section explains some fundamental principles of functions in detail. If you feel like you’ve got a good grasp on this, I’m giving you an option to skip it under the following conditions (1) read (and absorb into your soul) the “Key Points” at the end of the section and (2) fully complete Task 2 without looking at hints or solutions. If you’re not able to complete Task 2, come back up here and work through the section.

We’ve learned how to use several functions already. Some of them include:

• c()

• is.na()

• readr::read_csv()

• dplyr::filter()

• dplyr::between()

• dplyr::mutate()

A function is a set of instructions we give R. Based on these instructions, R will carry out our wishes. In a way, R is like a genie - it will take your instructions and carry them out literally as you phrase them, so you need to be careful about how you ask for things.

Arguments

The way we provide instructions is through arguments.

Arguments

Arguments are the settings of a function that determine how the function will behave and what kind of output it will produce.

Let’s see some simple function in action. First, we’ll create a vector of numbers, just so we have something to work with:

my_numbers <- c(7.069930, 4.991644, 13.710746, 11.868368, 11.305382)

We’re going to work with the round() function, which - you guessed it - is used for rounding numbers.

Task 1

• Copy the code to create my_numbers from the code chunk above into your quarto doc and run it.

• Print the results of the my_numbers vector

• Open the help documentation of the round() function.

Solution

To show the results, you can call the object name:

my_numbers

[1]  7.069930  4.991644 13.710746 11.868368 11.305382

You can get the help documentation by writing the either of the lines below into the console (i.e. not in the Quarto doc itself):

?round
?round()
help(round)
help("round")

Either will work.

In the help documentation, the entry for round is written as:

round(x, digits = 0)

From this, we can see that the function has two arguments: x and digits:

x	a numeric vector.
digits	integer indicating the number of decimal places (round)

You will frequently see functions with an argument called “x”. Often, this refers to “the thing that you want to somehow change with your function”. In functions that work with datasets, the argument is sometimes called “data” or “.data”. The “digits” argument then specifies how many decimal places we want to round the object specified by the “x” argument. For example, if we want to round our numbers to 2 decimal places, we could run:

round(x = my_numbers, digits = 2)

[1]  7.07  4.99 13.71 11.87 11.31

Default values

Within functions, some arguments will have pre-defined settings, whereas others will always require that we provide some values. This means that we don’t always have to specify all of the arguments, assuming we’re happy with the default settings. Let’s look again at the key line from round() documentation:

round(x, digits = 0)

The default value for digits is 0. Therefore, if we omit this argument from our code, all the values will be rounded to 0 decimal places:

round(x = my_numbers)

[1]  7  5 14 12 11

Conversely, the x argument doesn’t have any defaults. If we don’t include this argument, we get an error:

round(digits = 0)

Error in eval(expr, envir, enclos): argument "x" is missing, with no default

At the risk of stating the obvious, the error is telling us that we forgot to specify the argument called “x” and the code cannot proceed because this argument does not have a pre-defined default value.

Beware the default settings

Don’t be lulled into a false sense of security just because your code runs without an error. As you’ve just seen, if you don’t specify a value for an argument, R will pick the pre-defined setting. This is not necessarily one that you want for your analysis, which can cause problems further down the line. Always check the documentation.

Order of arguments

If we’re explicitly writing out the name of each argument, then it doesn’t matter which order we write out arguments in - R will figure out what to do based on the names. So we could write:

round(x = my_numbers, digits = 2)

[1]  7.07  4.99 13.71 11.87 11.31

and also:

round(digits = 2, x = my_numbers)

[1]  7.07  4.99 13.71 11.87 11.31

The results are exactly the same. In this scenario, we can say that both arguments are “named” because we have explicitly written out their names.

There will be situations - and you’ll see more of this as we start using the pipe - when we don’t always want to type out the names of the arguments. Sometimes it makes the code more readable. Other times it does the exact opposite, especially if you’re using obscure functions that no-one’s ever heard of. With a simple function like round() we can write:

round(my_numbers, 2)

[1]  7.07  4.99 13.71 11.87 11.31

Here, both arguments are unnamed. We’re still getting the correct results. If we’re not naming our arguments, the most important thing is to specify the them in the order in which they are written out in the documentation. This is absolutely paramount 🏔️. If we get the order wrong, best case scenario is that we get an error which alerts us to an issue. Worst case scenario:

round(2, my_numbers)

[1] 2 2 2 2 2

We get a non-sense result without an error alert, because the function can still run, just not as we expect. In reality, R is rounding the number 2 to the number of decimal points corresponding to the first digit of each value in my_numbers (not at all what we want!) instead of rounding my_numbers to 2 decimal places.

Finally, to wrap this section up, we can also take the chaotic lawful approach of mixing up the use of named and unnamed arguments. This means that we explicitly write out the names of some arguments but not of others:

round(x = my_numbers, 2)

[1]  7.07  4.99 13.71 11.87 11.31

More frequently, you’re likely to see this written in a way where the first argument is unnamed, while the remaining ones are explicitly written out:

round(my_numbers, digits = 2)

[1]  7.07  4.99 13.71 11.87 11.31

Key points

The key points from this section are:

1. Arguments are the key “settings” that determine how a function works
2. If we explicitly write out the name of each argument, the arguments are considered “named”. If we just write out the values we want those arguments to take but not the names, they they are “unnamed”
3. We can switch around the order of the arguments, as long as the arguments are named.
4. If we don’t write out the names of the arguments, they must be in the same order as in the help documentation, otherwise we get errors or unpredictable results.

Task 2

Before moving on, let’s practice using named and unnamed arguments. We’ll use the rnorm() function for this. rnorm() is used for generating random numbers from a normal distribution. It’s not something we’ll use frequently on the module, so the focus here is to get you actively thinking about the process of setting arguments. When using rnorm() you need to define three arguments - mean of the distribution you’re taking samples from, the standard deviation, and the number of observations (not necessarily in this order though 😉). Your tasks are:

1. Get the help documentation for the rnorm() function and find out what the arguments are called.
2. Generate 10 random numbers using rnorm(), while leaving the arguments for mean and standard deviation as the default settings.
3. Generate 10 random numbers with a mean of 100 and an SD of 5. Leave all arguments unnamed.
4. Generate 10 random numbers with a mean of 100 and an SD of 5. Switch around the order of the arguments in a way where you specify the mean first, standard deviation second, and the number of observations third.

Hint

Use the help() function or the ? symbol to get the documentation. If you’re still not sure, you can revisit Task 1.

Next

From the documentation, we can see that rnorm() can be used as:

rnorm(n, mean = 0, sd = 1)

Where n is the number of observations, mean is the mean of the distribution and sd is the standard deviation.

Next

Remember what we talked about regarding the order of arguments. If arguments are named, you can switch their order around as much as you like. If they’re unnamed, you need to keep the order as specified in the documentation.

Solution

1. To get the documentation, run the following code in the console:

?rnorm

2. From the documentation, we can see that rnorm() can be used as:

rnorm(n, mean = 0, sd = 1)

Where n is the number of observations, mean is the mean of the distribution and sd is the standard deviation. To get 10 random numbers while leaving mean and SD as defaults, we would run:

rnorm(10)

 [1] -1.26662688 -0.11239229  1.63323915 -1.74641567  0.98346417  0.39176760
 [7] -1.83475276  0.16837693 -0.74184219 -0.07427517

or we could explicitly name the arguments and set the values to defaults

rnorm(10, mean = 0, sd = 1)

 [1]  0.788812975 -1.518494546  0.861636107 -0.422797227 -0.434483810
 [6]  0.001930472 -0.915919566  0.211095260  1.663791318  0.554193452

3. Generate 10 random numbers with a mean of 100 and an SD of 5. Leave all arguments unnamed:

rnorm(10, 100, 5)

 [1] 106.42659 101.40050  99.74836  93.81172 100.02037  97.28759  95.71780
 [8]  96.47661 110.06625 102.49867

4. Generate 10 random numbers with a mean of 100 and an SD of 5. Switch around the order of the arguments in a way where you specify the mean first, standard deviation second, and the number of observations third:

rnorm(mean = 100, sd = 5, n = 10)

 [1] 102.57428 100.60030 107.69202 100.79065  99.81770  95.88577 101.86379
 [8]  98.74765  97.35016 110.53828

If you’re getting different numbers than the examples here, don’t panic! The function is sampling randomly, so each time you run it, it’s going to give you a different result.

Right! I believe that’s all the background you need before moving on to tackling the main beast.

The Pipe |>

The previous section was explanation heavy, so here’s we’ll get to practice first and explanations second. The pipe operator helps us link functions together and reduces the need for repetition. Let’s get some data first:

spotify_data <- readr::read_csv("data/tutorial_03_data.csv")

spotify_data

track_name	artist(s)_name	artist_count	released_year	released_month	released_day	in_spotify_playlists	in_spotify_charts	streams	in_apple_playlists	in_apple_charts	in_deezer_playlists	in_deezer_charts	in_shazam_charts	bpm	key	mode	danceability_%	valence_%	energy_%	acousticness_%	instrumentalness_%	liveness_%	speechiness_%
Seven (feat. Latto) (Explicit Ver.)	Latto, Jung Kook	2	2023	7	14	553	147	141381703	43	263	45	10	826	125	B	Major	80	89	83	31	0	8	4
LALA	Myke Towers	1	2023	3	23	1474	48	133716286	48	126	58	14	382	92	C#	Major	71	61	74	7	0	10	4
vampire	Olivia Rodrigo	1	2023	6	30	1397	113	140003974	94	207	91	14	949	138	F	Major	51	32	53	17	0	31	6
Cruel Summer	Taylor Swift	1	2019	8	23	7858	100	800840817	116	207	125	12	548	170	A	Major	55	58	72	11	0	11	15
WHERE SHE GOES	Bad Bunny	1	2023	5	18	3133	50	303236322	84	133	87	15	425	144	A	Minor	65	23	80	14	63	11	6
Sprinter	Dave, Central Cee	2	2023	6	1	2186	91	183706234	67	213	88	17	946	141	C#	Major	92	66	58	19	0	8	24
Ella Baila Sola	Eslabon Armado, Peso Pluma	2	2023	3	16	3090	50	725980112	34	222	43	13	418	148	F	Minor	67	83	76	48	0	8	3
Columbia	Quevedo	1	2023	7	7	714	43	58149378	25	89	30	13	194	100	F	Major	67	26	71	37	0	11	4
fukumean	Gunna	1	2023	5	15	1096	83	95217315	60	210	48	11	953	130	C#	Minor	85	22	62	12	0	28	9
La Bebe - Remix	Peso Pluma, Yng Lvcas	2	2023	3	17	2953	44	553634067	49	110	66	13	339	170	D	Minor	81	56	48	21	0	8	33
un x100to	Bad Bunny, Grupo Frontera	2	2023	4	17	2876	40	505671438	41	205	54	12	251	83	F#	Minor	57	56	72	23	0	27	5
Super Shy	NewJeans	1	2023	7	7	422	55	58255150	37	202	21	5	168	150	F	Minor	78	52	82	18	0	15	7
Flowers	Miley Cyrus	1	2023	1	12	12211	115	1316855716	300	215	745	58	1021	118	NA	Major	71	65	68	6	0	3	7
Daylight	David Kushner	1	2023	4	14	3528	98	387570742	80	156	182	24	1281	130	D	Minor	51	32	43	83	0	9	3
As It Was	Harry Styles	1	2022	3	31	23575	130	2513188493	403	198	863	46	NA	174	F#	Minor	52	66	73	34	0	31	6
Kill Bill	SZA	1	2022	12	8	8109	77	1163093654	183	162	161	12	187	89	G#	Major	64	43	73	5	17	16	4
Cupid - Twin Ver.	Fifty Fifty	1	2023	2	24	2942	77	496795686	91	212	78	6	0	120	B	Minor	78	76	59	43	0	34	3
What Was I Made For? [From The Motion Picture "Barbie"]	Billie Eilish	1	2023	7	13	873	104	30546883	80	227	95	24	1173	78	NA	Major	44	14	9	96	0	10	3
Classy 101	Feid, Young Miko	2	2023	3	31	2610	40	335222234	43	100	54	14	187	100	B	Major	86	67	66	14	0	12	16
Like Crazy	Jimin	1	2023	3	24	596	68	363369738	8	104	23	2	29	120	G	Major	63	36	73	0	0	36	4
LADY GAGA	Gabito Ballesteros, Junior H, Peso Pluma	3	2023	6	22	332	26	86444842	11	163	10	4	0	140	F	Minor	65	87	74	22	0	42	4
I Can See You (Taylor���s Version) (From The	Taylor Swift	1	2023	7	7	516	38	52135248	73	119	42	1	150	123	F#	Major	69	82	76	6	0	6	3
I Wanna Be Yours	Arctic Monkeys	1	2013	1	1	12859	110	1297026226	24	98	582	2	73	135	NA	Minor	48	44	42	12	2	11	3
Peso Pluma: Bzrp Music Sessions, Vol. 55	Bizarrap, Peso Pluma	2	2023	5	31	1313	40	200647221	17	152	32	11	139	133	F	Minor	85	81	67	26	0	12	5
Popular (with Playboi Carti & Madonna) - The Idol Vol. 1 (Music from the HBO Original Series)	The Weeknd, Madonna, Playboi Carti	3	2023	6	2	1945	87	115364561	74	182	87	14	1093	99	C#	Major	85	83	68	7	0	36	20
SABOR FRESA	Fuerza Regida	1	2023	6	22	250	26	78300654	16	149	10	5	168	130	G	Minor	79	96	86	9	0	9	9
Calm Down (with Selena Gomez)	R��ma, Selena G	2	2022	3	25	7112	77	899183384	202	119	318	38	96	107	B	Major	80	82	80	43	0	14	4
MOJABI GHOST	Tainy, Bad Bunny	2	2023	6	29	859	40	61245289	35	109	41	14	211	122	F#	Minor	81	74	71	14	0	56	4
Last Night	Morgan Wallen	1	2023	1	31	2420	19	429829812	52	107	15	1	325	204	F#	Major	52	52	68	46	0	15	4
Dance The Night (From Barbie The Album)	Dua Lipa	1	2023	5	25	2988	101	127408954	0	0	143	38	0	110	B	Minor	67	78	85	2	0	33	5
Rush	Troye Sivan	1	2023	7	13	864	78	22581161	71	135	50	1	294	126	F	Minor	74	35	84	0	0	11	6
TULUM	Peso Pluma, Grupo Frontera	2	2023	6	28	266	34	52294266	20	185	13	8	197	168	F#	Major	56	63	87	39	0	11	5
Creepin'	The Weeknd, 21 Savage, Metro Boomin	3	2022	12	2	6036	88	843957510	113	149	245	23	27	98	C#	Minor	71	17	61	36	0	8	5
Anti-Hero	Taylor Swift	1	2022	10	21	9082	56	999748277	242	142	165	9	310	97	E	Major	64	51	63	12	0	19	5
TQG	Karol G, Shakira	2	2023	2	23	4284	49	618990393	115	123	184	18	354	180	E	Minor	72	61	63	67	0	9	28
Los del Espacio	Big One, Duki, Lit Killah, Maria Becerra, FMK, Rusherking, Emilia, Tiago pzk	8	2023	6	1	1150	31	123122413	22	33	34	7	184	120	NA	Major	81	63	68	11	0	11	4
Fr��gil (feat. Grupo Front	Yahritza Y Su Esencia, Grupo Frontera	2	2023	4	7	672	34	188933502	19	108	24	9	212	150	F#	Major	61	39	73	37	0	11	3
Blank Space	Taylor Swift	1	2014	1	1	11434	53	1355959075	154	123	410	2	81	96	F	Major	75	57	68	9	0	13	6
Style	Taylor Swift	1	2014	1	1	7830	42	786181836	94	111	151	4	82	95	D	Major	60	48	79	0	0	12	4
TQM	Fuerza Regida	1	2023	5	19	584	28	176553476	16	159	15	6	100	125	F	Minor	79	96	85	27	0	11	6
El Azul	Junior H, Peso Pluma	2	2023	2	10	692	25	354495408	10	107	6	3	62	144	A	Minor	56	84	65	23	0	10	6
Sunflower - Spider-Man: Into the Spider-Verse	Post Malone, Swae Lee	2	2018	10	9	24094	78	2808096550	372	117	843	4	69	90	D	Major	76	91	50	54	0	7	5
I'm Good (Blue)	Bebe Rexha, David Guetta	2	2022	8	26	12482	80	1109433169	291	184	537	45	727	128	G	Minor	56	38	97	4	0	35	4
See You Again	Tyler, The Creator, Kali Uchis	3	2017	7	21	13387	64	1047101291	77	58	247	1	311	79	F#	Major	56	58	56	37	0	11	10
Barbie World (with Aqua) [From Barbie The Album]	Nicki Minaj, Aqua, Ice Spice	3	2023	6	23	1117	80	65156199	82	145	65	16	1133	144	NA	Major	77	75	58	52	0	23	25
Angels Like You	Miley Cyrus	1	2020	11	27	3372	19	570515054	65	48	138	1	102	122	F	Major	67	49	64	10	0	10	3
I Ain't Worried	OneRepublic	1	2022	5	13	8431	76	1085685420	241	127	458	37	332	140	NA	Major	71	82	81	11	0	6	5
Die For You	The Weeknd	1	2016	11	24	2483	59	1647990401	68	21	24	0	259	134	C#	Minor	59	51	52	9	0	15	7
Starboy	The Weeknd, Daft Punk	2	2016	9	21	29536	79	2565529693	281	137	2445	1	140	186	G	Major	68	49	59	16	0	13	28
Die For You - Remix	Ariana Grande, The Weeknd	2	2023	2	24	3408	47	518745108	87	86	74	1	16	67	C#	Minor	53	50	53	23	0	44	7
El Cielo	Feid, Myke Towers, Sky Rompiendo	3	2023	6	2	1298	38	107753850	44	64	57	10	110	106	A#	Minor	72	17	64	7	0	10	5
Baby Don't Hurt Me	David Guetta, Anne-Marie, Coi Leray	3	2023	4	6	4277	66	177740666	145	111	213	11	810	128	G	Major	60	23	91	0	0	12	3
AMARGURA	Karol G	1	2023	2	24	1133	39	153372011	14	71	23	10	176	107	F#	Minor	92	55	70	18	0	15	7
(It Goes Like) Nanana - Edit	Peggy Gou	1	2023	6	15	2259	59	57876440	0	0	109	17	0	130	G	Minor	67	96	88	12	19	8	4
Another Love	Tom Odell	1	2012	10	15	18371	83	1813673666	250	122	3394	19	NA	123	E	Minor	45	13	54	70	0	9	4
Blinding Lights	The Weeknd	1	2019	11	29	43899	69	3703895074	672	199	3421	20	NA	171	C#	Major	50	38	80	0	0	9	7
Moonlight	Kali Uchis	1	2023	2	24	2649	42	256483385	67	79	57	1	615	137	G	Minor	64	88	72	51	0	17	5
La Bachata	Manuel Turizo	1	2022	5	26	6804	45	1214083358	139	111	161	15	210	125	G	Minor	84	85	68	58	0	22	4
S91	Karol G	1	2023	7	14	525	41	16011326	34	115	39	6	216	128	NA	Minor	86	42	72	59	0	9	19
cardigan	Taylor Swift	1	2020	7	24	7923	29	812019557	106	112	142	4	215	130	NA	Minor	61	53	58	55	0	27	4
T�<ef><bf>	dennis, MC Kevin o Chris	2	2023	5	4	731	15	111947664	27	17	73	4	167	130	B	Major	86	59	96	50	1	9	5
Boy's a liar Pt. 2	PinkPantheress, Ice Spice	2	2023	2	3	5184	41	156338624	154	84	102	14	37	133	F	Major	70	86	81	25	0	25	5
Left and Right (Feat. Jung Kook of BTS)	Charlie Puth, BTS, Jung Kook	3	2022	6	24	3107	39	720434240	38	0	4	0	0	101	D	Major	88	72	59	62	0	9	3
BESO	Rauw Alejandro, ROSAL�	2	2023	3	24	4053	50	357925728	82	121	182	12	171	95	F	Minor	77	53	64	74	0	17	14
Hey Mor	Ozuna, Feid	2	2022	10	6	4637	38	674072710	63	79	89	11	16	98	C#	Minor	90	40	59	0	0	10	29
Yellow	Chris Molitor	1	1999	1	1	31358	43	1755214421	196	2	4053	5	0	173	B	Major	43	28	66	0	0	23	3
Karma	Taylor Swift	1	2022	10	21	3818	23	404562836	37	55	32	0	272	90	G#	Major	64	10	62	7	0	48	7
People	Libianca	1	2022	12	2	3506	56	373199958	105	64	169	8	529	198	A#	Minor	59	71	42	55	0	10	7
Overdrive	Post Malone	1	2023	7	14	410	36	14780425	36	32	31	1	26	140	C#	Major	56	48	73	0	0	35	4
Enchanted (Taylor's Version)	Taylor Swift	1	2023	7	7	148	24	39578178	32	93	8	2	5	82	G#	Major	51	22	53	1	0	15	3
BABY HELLO	Rauw Alejandro, Bizarrap	2	2023	6	23	1004	35	54266102	42	80	58	3	169	130	C#	Minor	77	84	89	17	0	43	5
Heat Waves	Glass Animals	1	2020	6	28	22543	63	2557975762	386	144	707	28	NA	81	B	Major	76	53	53	44	0	9	9
golden hour	JVKE	1	2022	7	15	4511	36	751134527	70	58	109	18	230	94	C#	Minor	51	14	59	65	18	25	3
Sweater Weather	The Neighbourhood	1	2012	5	14	16413	61	2282771485	166	87	1056	1	NA	124	A#	Major	61	41	81	5	2	10	3
Quevedo: Bzrp Music Sessions, Vol. 52	Bizarrap, Quevedo	2	2022	7	6	8506	45	1356565093	94	65	164	14	176	128	D	Major	62	55	78	1	3	23	4
Viva La Vida	Coldplay	1	2008	1	1	33898	62	1592909789	233	0	4095	9	0	138	F	Minor	49	42	62	9	0	11	3
Here With Me	d4vd	1	2022	7	17	3246	23	635412045	94	85	68	1	84	132	E	Major	58	27	48	50	0	12	3
Unholy (feat. Kim Petras)	Sam Smith, Kim Petras	2	2022	9	22	8576	42	1230675890	216	108	331	26	154	131	D	Major	71	24	47	1	0	27	9
Yandel 150	Yandel, Feid	2	2022	12	20	3618	38	585695368	47	74	80	14	194	168	F#	Minor	78	58	73	5	0	10	7
CORAZ��N VA	Maria Becerra	1	2023	6	22	370	20	43857627	12	16	18	4	93	98	C#	Major	68	40	79	33	0	30	6
Riptide	Vance Joy	1	1975	1	1	31123	55	2009094673	300	65	1003	1	0	102	C#	Major	48	50	73	43	0	15	4
Until I Found You (with Em Beihold) - Em Beihold Version	Em Beihold, Stephen Sanchez	2	2022	4	22	2790	30	600976848	60	96	71	0	115	101	A#	Major	34	32	57	78	0	20	3
Novidade na �<ef><bf>	Mc Livinho, DJ Matt D	2	2023	6	23	267	9	39709092	9	6	25	2	72	130	F	Major	63	36	34	76	0	35	9
Back To December (Taylor's Version)	Taylor Swift	1	2023	7	7	139	17	39228929	16	72	5	0	8	142	D	Major	50	20	64	1	0	12	3
STAY (with Justin Bieber)	Justin Bieber, The Kid Laroi	2	2021	7	9	17050	36	2665343922	492	99	798	31	0	170	C#	Major	59	48	76	4	0	10	5
El Merengue	Marshmello, Manuel Turizo	2	2023	3	3	2114	44	223633238	80	75	110	11	323	124	G#	Minor	78	70	68	3	1	11	4
Someone You Loved	Lewis Capaldi	1	2018	11	8	17836	53	2887241814	440	125	1800	0	NA	110	C#	Major	50	45	41	75	0	11	3
Me Porto Bonito	Chencho Corleone, Bad Bunny	2	2022	5	6	8870	43	1440757818	104	120	141	26	49	92	C#	Minor	91	43	71	9	0	9	8
Makeba	Jain	1	2015	6	22	6060	53	165484133	150	148	2703	22	1451	116	D	Major	82	40	66	39	51	25	7
MONTAGEM - FR PUNK	Ayparia, unxbected	2	2012	6	20	641	50	58054811	1	52	8	0	1170	129	A	Major	63	84	82	70	8	9	7
Fast Car	Luke Combs	1	2023	3	24	1446	12	157058870	57	97	35	0	429	98	G#	Major	71	67	60	19	0	12	3
What It Is (Solo Version)	Doechii	1	2023	3	17	804	25	95131998	29	76	24	0	162	172	C#	Minor	74	76	76	6	0	10	9
Coco Chanel	Bad Bunny, Eladio Carrion	2	2023	3	17	1962	38	250305248	28	89	29	5	82	150	D	Major	68	14	76	4	0	10	4
Don���t Bl	Taylor Swift	1	2017	11	8	4875	23	685032533	19	45	0	0	10	136	A	Minor	62	19	53	11	0	6	4
Still With You	Jung Kook	1	2020	6	5	31	39	38411956	2	107	8	0	0	88	C#	Minor	53	34	47	9	0	83	4
All My Life (feat. J. Cole)	J. Cole, Lil Durk	2	2023	5	12	2175	23	144565150	69	145	69	2	478	143	D#	Major	83	69	44	15	0	10	33
Say Yes To Heaven	Lana Del Rey	1	2023	3	17	2000	46	127567540	49	105	63	1	0	100	F#	Minor	49	17	35	71	9	11	3
Snooze	SZA	1	2022	12	9	2839	25	399686758	58	156	42	1	236	143	F	Major	56	39	55	14	0	11	13
Summertime Sadness	Lana Del Rey	1	2011	1	1	20333	52	983637508	89	143	1632	3	200	112	C#	Minor	56	24	66	7	0	12	3
Take Two	BTS	1	2023	6	9	674	47	118482347	20	106	25	4	78	93	G	Major	62	57	59	3	0	38	3
Lover	Taylor Swift	1	2012	1	1	8448	23	882831184	160	110	163	0	5	206	G	Major	43	50	55	50	0	15	10
Too Many Nights (feat. Don Toliver & with Future)	Future, Metro Boomin, Don Toliver	3	2022	12	2	2110	58	286400165	17	119	19	2	266	88	G	Minor	68	17	71	15	0	11	5
Chemical	Post Malone	1	2023	4	14	2528	39	172825906	56	91	59	3	486	170	D	Major	50	37	90	0	0	12	5
Mockingbird	Eminem	1	2004	1	1	12985	61	1241559043	49	98	2394	5	204	84	E	Minor	62	24	67	21	0	13	28
New Jeans	NewJeans	1	2023	7	7	77	35	29562220	8	166	4	4	34	134	E	Minor	81	53	72	51	0	12	5
Primera Cita	Carin Leon	1	2022	4	20	266	27	77309611	6	40	6	6	202	158	A#	Major	54	50	40	61	0	10	6
Cold Heart - PNAU Remix	Dua Lipa, Elton John, Pnau	3	2017	11	10	21097	52	1605224506	384	135	1034	37	312	116	C#	Major	80	92	80	4	0	10	3
Dandelions	Ruth B.	1	2017	4	28	3423	21	1116995633	41	100	59	1	32	117	C#	Major	61	45	69	2	0	9	3
Bones	Imagine Dragons	1	2021	3	11	4198	44	838079900	98	108	327	17	153	114	F	Minor	77	65	72	2	0	7	5
Set Fire to the Rain	Adele	1	2011	1	1	14739	43	1163620694	88	112	2163	5	519	108	D	Minor	61	47	68	0	0	13	3
Money Trees	Kendrick Lamar, Jay Rock	2	2012	1	1	26792	32	1093605526	69	113	695	0	458	144	E	Minor	74	37	53	7	0	21	10
Tak Segampang Itu	Anggi Marito	1	2022	12	2	213	6	179659294	7	6	0	0	48	130	F	Major	51	18	44	76	0	11	3
LAGUNAS	Jasiel Nu��ez, Peso P	2	2023	6	22	58	18	39058561	2	106	4	2	184	116	B	Major	77	79	62	33	1	15	3
Mine (Taylor's Version)	Taylor Swift	1	2023	7	7	99	15	36912123	21	52	6	1	0	121	G	Major	65	49	78	0	0	17	4
Everybody Wants To Rule The World	Tears For Fears	1	1985	2	17	41751	25	1205951614	101	32	2655	0	666	112	G	Major	64	54	81	36	0	11	6
No Role Modelz	J. Cole	1	2014	12	9	21164	36	1791000570	80	65	476	0	14	100	A#	Minor	70	47	52	30	0	6	33
Tattoo	Loreen	1	2023	2	25	2988	59	201660859	74	102	145	18	925	150	D#	Minor	55	30	78	24	0	12	8
Rara Vez	Taiu, Milo j	2	2023	2	8	893	38	248088961	19	23	24	3	88	120	F	Minor	84	96	71	18	0	34	17
VAGABUNDO	Sebastian Yatra, Manuel Turizo, Be�<ef>	3	2023	5	12	1094	34	90839753	40	58	47	8	203	127	B	Minor	82	89	85	4	0	23	6
august	Taylor Swift	1	2020	7	24	7324	22	607123776	25	81	61	1	44	90	F	Major	51	42	61	53	0	9	3
LUNA	Junior H, Peso Pluma	2	2023	6	22	201	11	55842345	19	117	8	1	74	128	A	Minor	75	79	63	33	0	15	4
Miracle (with Ellie Goulding)	Calvin Harris, Ellie Goulding	2	2023	3	10	5120	48	211050784	161	115	246	9	638	143	A	Major	64	31	87	4	4	8	4
Nonsense	Sabrina Carpenter	1	2022	7	15	2346	27	342897938	69	12	38	8	64	139	G#	Major	74	68	68	3	0	26	4
Que Vuelvas	Carin Leon, Grupo Frontera	2	2022	12	9	763	26	2762	21	110	21	9	71	162	A#	Major	49	78	64	19	0	11	4
Por las Noches	Peso Pluma	1	2021	6	11	457	24	330346424	8	116	4	3	2	92	NA	Major	81	39	60	31	0	7	3
Feliz Cumplea��os Fe	Feid	1	2022	8	19	3430	38	601863821	45	69	52	4	3	95	F	Major	87	57	55	10	0	29	7
Can't Hold Us (feat. Ray Dalton)	Ray Dalton, Ryan Lewis, Macklemore	3	2011	8	16	6074	52	1953533826	201	44	6551	2	0	146	D	Major	63	88	93	3	0	10	8
Watermelon Sugar	Harry Styles	1	2019	11	17	21915	34	2322580122	437	115	1212	12	NA	95	NA	Major	55	56	82	12	0	34	5
lovely - Bonus Track	Billie Eilish, Khalid	2	2017	8	11	15032	30	2355719893	221	96	1078	2	136	115	E	Minor	35	12	30	93	0	10	3
Rauw Alejandro: Bzrp Music Sessions, Vol. 56	Rauw Alejandro, Bizarrap	2	2023	6	21	871	32	66902503	25	59	32	5	88	128	B	Major	78	59	65	10	0	26	5
Queencard	(G)I-DLE	1	2023	5	15	451	33	96273746	10	126	7	0	148	130	E	Minor	82	69	83	3	0	27	5
OMG	NewJeans	1	2023	1	2	1783	27	430977451	26	124	15	1	22	127	A	Minor	80	74	77	36	0	11	4
Radio	Lana Del Rey	1	2011	1	1	9389	46	284819874	24	122	282	3	368	150	D	Major	42	20	86	21	0	9	9
Shakira: Bzrp Music Sessions, Vol. 53	Shakira, Bizarrap	2	2023	1	11	5724	44	721975598	119	108	254	29	22	122	D	Minor	78	50	63	27	0	9	5
505	Arctic Monkeys	1	2007	4	20	13985	25	1217120710	30	80	588	1	1	140	NA	Major	52	20	85	0	0	7	5
Calling (Spider-Man: Across the Spider-Verse) (Metro Boomin & Swae Lee, NAV, feat. A Boogie Wit da Hoodie)	Swae Lee, A Boogie Wit da Hoodie, Metro Boomin, NAV	4	2023	6	2	1051	16	109276132	31	37	31	0	189	140	NA	Major	63	22	54	46	0	12	8
Trance (with Travis Scott & Young Thug)	Travis Scott, Young Thug, Metro Boomin	3	2022	12	2	1682	46	276259178	24	90	30	1	176	119	C#	Minor	75	48	53	18	0	18	34
Tere Vaaste (From "Zara Hatke Zara Bachke")	Sachin-Jigar, Shadab Faridi, Altamash Faridi, Amitabh Bhattacharya, Varun Jain	5	2023	5	22	182	8	54225632	3	88	1	0	52	110	G	Minor	76	96	72	32	0	9	4
Perfect	Ed Sheeran	1	2017	1	1	16596	13	2559529074	7	0	2094	0	0	95	G#	Major	60	17	45	16	0	11	2
Romantic Homicide	d4vd	1	2022	7	20	2335	23	681583126	82	55	50	0	9	132	F#	Major	56	20	55	45	1	32	3
Believer	Imagine Dragons	1	2017	1	31	18986	23	2594040133	250	121	2969	10	31	125	A#	Minor	77	74	78	4	0	23	11
Novo Balan�	Veigh, Bvga Beatz, Supernova Ent, Prod Malax	4	2023	5	19	283	7	81102253	6	9	26	1	66	124	D#	Minor	84	65	50	67	0	13	6
Gol Bolinha, Gol Quadrado 2	Mc Pedrinho, DJ 900	2	2023	6	1	293	8	11956641	5	2	30	2	66	133	B	Minor	93	68	65	42	0	12	25
Without Me	Eminem	1	2002	1	1	21081	43	1687664027	98	76	3889	5	0	112	G	Major	92	67	66	0	0	36	9
QUEMA	Sog, Ryan Castro, Peso Pluma	3	2023	7	13	437	31	11599388	17	29	26	3	208	97	NA	Major	79	92	89	5	0	6	5
Stargirl Interlude	The Weeknd, Lana Del Rey	2	2016	11	24	1275	32	611700552	13	8	5	0	1	90	F	Minor	59	52	48	38	5	10	11
Ojitos Lindos	Bomba Est��reo, Bad B	2	2022	5	6	6135	38	1133865788	71	113	99	13	28	80	D#	Minor	65	27	69	8	0	53	4
Somewhere Only We Know	Keane	1	2004	1	1	20015	16	1089402494	107	69	5239	0	558	172	A	Major	45	33	59	6	0	8	3
Those Eyes	New West	1	2019	5	10	1507	14	411747614	24	71	44	1	195	120	E	Major	60	24	35	73	0	31	3
El Gordo Trae El Mando	Chino Pacas	1	2023	1	27	539	21	255932395	7	71	4	2	13	140	G	Minor	74	96	80	18	0	5	5
Mi Bello Angel	Natanael Cano	1	2023	6	30	86	8	31873544	7	76	3	1	93	128	A	Minor	81	90	77	1	0	9	5
Bye	Peso Pluma	1	2023	5	26	324	14	95053634	13	110	8	2	60	122	NA	Major	78	70	81	57	0	10	5
Danza Kuduro	Don Omar, Lucenzo	2	2010	1	1	17138	37	1279434863	119	81	974	1	503	130	NA	Major	47	86	92	8	0	5	24
Nosso Quadro	Ana Castela, AgroPlay	2	2023	2	2	894	9	233801632	14	88	66	3	72	160	A	Major	69	61	71	33	0	31	20
Locked Out Of Heaven	Bruno Mars	1	2012	12	5	1622	9	1481349984	0	0	356	0	0	144	F	Major	73	87	70	6	0	28	5
Un Finde | CROSSOVER #2	Big One, FMK, Ke personajes	3	2023	4	4	561	14	142095275	4	14	12	5	56	192	B	Major	50	85	52	11	0	28	6
Jimmy Cooks (feat. 21 Savage)	Drake, 21 Savage	2	2022	6	17	5871	27	618885532	81	121	58	1	34	163	NA	Major	54	40	67	0	0	9	17
Counting Stars	OneRepublic	1	2013	1	1	29215	43	2011464183	179	97	3394	11	153	122	C#	Minor	66	48	71	6	0	12	4
Ghost	Justin Bieber	1	2021	3	19	5866	24	1167330737	107	38	95	0	NA	154	D	Major	61	41	74	21	0	40	6
Under The Influence	Chris Brown	1	2019	10	4	3859	26	929964809	133	181	3	0	NA	117	A	Minor	73	31	69	6	0	11	4
PRC	Natanael Cano, Peso Pluma	2	2023	1	23	961	26	436027885	19	143	10	6	15	138	G	Minor	78	89	83	10	0	12	5
Gasolina	Daddy Yankee	1	2004	7	13	6457	18	657723613	98	95	453	0	454	96	NA	Major	86	74	80	33	0	8	6
One Dance	Drake, WizKid, Kyla	3	2016	4	4	43257	24	2713922350	433	107	3631	0	26	104	C#	Major	77	36	63	1	0	36	5
Enchanted	Taylor Swift	1	2010	1	1	4564	16	621660989	24	101	113	0	40	164	G#	Major	45	24	62	8	0	16	3
Save Your Tears	The Weeknd	1	2020	3	20	12688	13	1591223784	197	115	112	0	200	118	NA	Major	68	61	82	2	0	50	3
Sure Thing	Miguel	1	2010	5	25	13801	19	950906471	137	125	435	6	285	81	B	Minor	68	51	60	3	0	19	10
Every Breath You Take - Remastered 2003	The Police	1	1983	1	6	22439	19	1593270737	211	74	929	0	129	117	C#	Major	82	73	45	54	0	7	3
The Night We Met	Lord Huron	1	2015	2	2	18515	35	1410088830	70	82	939	1	162	174	D	Major	45	10	37	97	25	64	4
We Found Love	Rihanna, Calvin Harris	2	2011	1	1	36843	21	1235005533	321	91	4607	1	58	128	C#	Major	73	60	77	3	0	11	4
When I Was Your Man	Bruno Mars	1	2012	12	5	2420	11	1661187319	0	0	806	0	0	145	NA	Major	60	43	27	94	0	14	4
Let Me Down Slowly	Alec Benjamin	1	2018	5	25	5897	19	1374581173	0	0	885	0	0	150	C#	Minor	65	51	55	73	0	14	3
Am I Dreaming (Metro Boomin & A$AP Rocky, Roisee)	A$AP Rocky, Metro Boomin, Roisee	3	2023	6	2	727	16	94186466	17	60	28	1	44	90	A	Minor	60	13	53	4	0	21	4
Do I Wanna Know?	Arctic Monkeys	1	2013	1	1	33783	26	1788326445	133	92	2733	1	26	85	F	Major	55	42	53	17	0	22	3
Demons	Imagine Dragons	1	2012	1	1	26694	13	1840364617	65	82	3425	4	13	180	D#	Major	33	38	71	20	0	28	5
<fd><fd><fd><fd><fd><fd><fd><fd><fd><fd><fd><fd>	YOASOBI	1	2023	4	12	356	16	143573775	35	102	8	1	117	166	C#	Major	57	84	94	11	0	37	9
Reminder	The Weeknd	1	2016	11	25	6518	17	684675814	45	85	238	1	47	160	G#	Major	71	40	50	16	0	16	22
Shake It Off	Taylor Swift	1	2014	1	1	21335	13	1113838873	328	70	1378	9	20	160	G	Major	65	95	80	5	0	41	16
Why'd You Only Call Me When You're High?	Arctic Monkeys	1	2013	1	1	23389	29	1267333350	54	70	1089	2	1	92	D	Major	70	81	63	4	0	8	4
SNAP	Rosa Linn	1	2022	3	19	3202	18	726307468	148	80	226	24	0	170	NA	Major	56	53	64	11	0	45	6
Shape of You	Ed Sheeran	1	2017	1	6	32181	10	3562543890	33	0	6808	7	0	96	C#	Minor	83	93	65	58	0	9	8
Night Changes	One Direction	1	2014	11	17	7124	18	1131090940	60	20	2	0	NA	120	G#	Major	67	40	52	86	0	12	4
Fin de Semana	Oscar Maydon, Junior H	2	2023	1	13	592	14	307370144	11	84	6	1	30	98	NA	Major	70	37	54	6	0	9	8
Creep	Radiohead	1	1992	9	21	36724	7	1271293243	146	72	6807	5	80	92	G	Major	53	12	34	1	0	12	4
Car's Outside	James Arthur	1	2019	10	18	794	10	265882712	38	25	61	0	263	150	A	Major	34	24	56	4	0	11	3
Apocalypse	Cigarettes After Sex	1	2017	3	21	13091	17	841749534	61	96	790	2	116	94	F	Major	37	17	47	2	46	11	3
Cheques	Shubh	1	2023	5	19	67	8	47956378	7	10	0	0	57	90	E	Minor	74	36	63	26	0	27	5
Pink + White	Frank Ocean	1	2016	8	20	21574	30	806397070	112	68	266	1	39	160	A	Major	54	54	55	67	0	42	11
Circles	Post Malone	1	2019	8	30	19664	16	2132335812	391	73	633	3	37	120	NA	Major	70	59	75	24	0	9	4
Just The Way You Are	Bruno Mars	1	2010	1	1	21106	13	1641426668	82	0	2946	0	0	109	F	Major	63	46	85	1	0	9	5
Take Me To Church	Hozier	1	2013	9	13	23804	31	2135158446	187	99	4623	1	0	129	E	Minor	57	41	66	63	0	12	5
Bebe Dame	Fuerza Regida, Grupo Frontera	2	2022	12	16	849	22	367316268	27	129	21	7	111	157	G	Major	54	75	60	30	0	7	5
You Belong With Me (Taylor���s Ve	Taylor Swift	1	2021	4	9	2619	12	350381515	47	90	1	0	7	130	F#	Major	63	49	73	5	0	9	3
Titi Me Pregunt<ef><bf>	Bad Bunny	1	2022	5	6	9037	42	1264310836	124	133	139	14	166	107	F	Minor	65	19	72	10	0	13	25
Better Than Revenge (Taylor's Version)	Taylor Swift	1	2023	7	7	86	11	30343206	3	33	3	0	1	146	B	Minor	50	67	89	0	0	19	8
Shut up My Moms Calling	Hotel Ugly	1	2020	2	10	1788	14	405136812	1	50	19	0	19	139	A	Minor	48	37	41	32	0	10	10
Have You Ever Seen The Rain?	Creedence Clearwater Revival	1	1968	7	1	15890	14	1145727611	71	37	653	0	167	116	NA	Major	74	76	70	7	0	13	3
Es un Secreto	Plan B	1	2010	7	20	492	36	540654286	4	3	19	0	0	95	F#	Minor	84	52	77	12	0	7	4
POLARIS - Remix	Feid, Mora, Saiko, Quevedo	4	2023	6	8	773	33	57312735	20	46	21	8	99	170	G#	Minor	62	55	80	15	0	37	7
Ditto	NewJeans	1	2022	12	19	1154	22	397582059	28	125	11	1	51	134	F#	Minor	81	18	64	3	0	10	11
Take On Me	a-ha	1	1984	10	19	44927	17	1479115056	34	0	5108	6	0	84	F#	Minor	57	86	90	2	0	9	5
Annihilate (Spider-Man: Across the Spider-Verse) (Metro Boomin & Swae Lee, Lil Wayne, Offset)	Swae Lee, Lil Wayne, Offset, Metro Boomin	4	2023	6	2	551	4	86773632	13	46	20	1	10	146	B	Minor	61	20	48	21	0	12	6
Angel Pt 1 (feat. Jimin of BTS, JVKE & Muni Long)	Kodak Black, NLE Choppa, Muni Long, JVKE, Jimin	5	2023	5	1	577	14	133753727	22	18	15	1	0	74	A#	Minor	53	24	67	11	0	10	28
Acr��s	Shakira	1	2023	5	11	955	29	123124076	37	50	79	11	31	144	B	Major	75	35	48	84	0	10	12
AMG	Natanael Cano, Gabito Ballesteros, Peso Pluma	3	2022	11	24	995	19	463564958	12	117	9	5	3	136	B	Minor	77	79	73	15	0	27	10
Phir Aur Kya Chahiye (From "Zara Hatke Zara Bachke")	Arijit Singh, Sachin-Jigar, Amitabha Bhattacharya	3	2023	5	15	178	6	64533040	6	71	1	0	31	100	E	Major	56	53	55	53	0	12	4
S-Class	Stray Kids	1	2023	6	2	290	19	65496046	9	101	5	0	73	105	F	Minor	89	67	78	9	0	7	33
Hits Different	Taylor Swift	1	2023	5	26	547	0	68616963	15	15	6	0	0	106	F	Major	67	24	78	15	0	30	4
Chanel	Becky G, Peso Pluma	2	2023	3	30	681	10	161460990	15	92	21	2	26	132	D	Major	85	53	68	40	0	9	4
Self Love (Spider-Man: Across the Spider-Verse) (Metro Boomin & Coi Leray)	Metro Boomin, Coi Leray	2	2023	6	2	332	5	70106975	18	41	5	0	19	120	A	Major	78	5	30	21	0	13	5
Area Codes	Kaliii, Kaliii	2	2023	3	17	1197	13	113509496	44	34	25	1	171	155	C#	Major	82	51	39	2	0	9	49
Abcdario	Junior H, Eden Mu�<ef>	2	2023	5	13	262	5	89933133	8	60	4	1	109	129	G#	Major	70	42	43	78	0	11	3
Obsessed	Abhijay Sharma, Riar Saab	2	2022	9	29	161	6	71007139	10	79	2	0	42	135	F	Minor	80	85	74	62	0	8	9
Pi��man De<ef><bf>	Semicenk, Do��u	2	2023	6	2	185	3	43522589	5	6	4	1	33	98	A#	Minor	73	45	62	28	0	13	13
FLOWER	JISOO	1	2023	3	31	839	18	232896922	20	110	20	0	69	124	A	Minor	84	64	39	3	0	11	4
All The Way Live (Spider-Man: Across the Spider-Verse) (Metro Boomin & Future, Lil Uzi Vert)	Future, Lil Uzi Vert, Metro Boomin	3	2023	6	2	259	0	37126685	5	17	5	0	0	135	A	Minor	77	28	55	18	0	22	15
Eyes Closed	Ed Sheeran	1	2023	3	23	2915	30	195576623	116	69	107	3	675	107	D	Major	78	39	53	30	0	11	6
Escapism.	RAYE, 070 Shake	2	2022	10	12	5129	25	532336353	116	84	114	18	348	96	D	Major	54	25	74	14	0	9	11
La Jumpa	Arcangel, Bad Bunny	2	2022	11	30	3794	34	538115192	47	77	53	10	8	123	G#	Major	71	58	70	30	0	32	19
Karma (feat. Ice Spice)	Taylor Swift, Ice Spice	2	2023	5	26	588	0	46142772	23	21	31	0	0	90	G#	Major	62	7	62	6	0	58	6
Superhero (Heroes & Villains) [with Future & Chris Brown]	Future, Chris Brown, Metro Boomin	3	2022	12	2	2959	16	401036314	41	69	38	0	36	117	F	Minor	72	45	59	14	0	20	21
Las Morras	BLESSD, Peso Pluma	2	2023	4	4	291	8	127026613	8	78	4	1	1	133	A	Minor	78	90	84	31	0	7	4
CHORRITO PA LAS ANIMAS	Feid	1	2022	12	2	2321	36	345031710	29	65	34	5	3	96	G#	Minor	74	61	83	11	0	35	6
Ch y la Pizza	Fuerza Regida, Natanael Cano	2	2022	12	1	536	10	288101651	10	72	8	3	14	149	G#	Major	66	85	60	40	0	14	13
Snow On The Beach (feat. More Lana Del Rey)	Lana Del Rey, Taylor Swift	2	2023	5	26	359	2	60350538	1	0	9	0	0	110	F#	Minor	66	32	40	81	0	11	3
Players	Coi Leray	1	2022	11	30	4096	6	335074782	118	48	143	0	240	105	F#	Major	95	62	52	3	0	5	16
Bite Me	ENHYPEN	1	2023	5	22	349	69	76767396	8	96	5	0	56	105	C#	Major	80	69	78	28	0	11	14
Stand By Me (feat. Morgan Wallen)	Lil Durk, Morgan Wallen	2	2023	5	26	381	5	46065667	23	82	6	0	113	134	B	Major	76	61	58	6	0	16	3
Normal	Feid	1	2022	7	8	2461	36	459276435	47	66	45	5	6	170	E	Minor	71	59	56	4	0	27	12
Hummingbird (Metro Boomin & James Blake)	James Blake, Metro Boomin	2	2023	6	2	277	1	39666245	1	20	5	0	1	81	F#	Major	59	26	60	46	1	25	13
Seu Brilho Sumiu - Ao Vivo	Israel & Rodolffo, Mari Fernandez	2	2023	3	1	967	5	138517666	7	29	51	1	29	154	F#	Major	63	75	92	31	0	91	5
Bad Habit	Steve Lacy	1	2022	6	29	8186	12	822633917	155	72	131	16	29	169	C#	Major	69	69	51	63	0	38	4
CUFF IT	Beyonc<ef><bf>	1	2022	7	29	7842	10	595900742	215	88	330	26	23	115	G	Major	78	64	69	4	0	7	14
Lilith (feat. SUGA of BTS) (Diablo IV Anthem)	Halsey, Suga	2	2023	6	5	215	6	51985779	6	14	8	2	4	84	A	Minor	43	14	74	1	0	19	8
69	Nicky Jam, Feid	2	2023	5	18	1134	22	57945987	39	14	48	2	3	93	G#	Major	79	58	62	11	0	11	23
Ni��a Bo	Sean Paul, Feid	2	2023	4	21	1305	34	115010040	29	26	43	5	44	91	G	Major	82	47	62	10	0	10	15
Search & Rescue	Drake	1	2023	4	7	2066	6	175097833	58	70	43	0	182	142	A#	Minor	82	54	44	6	0	33	7
AMERICA HAS A PROBLEM (feat. Kendrick Lamar)	Kendrick Lamar, Beyonc<ef><bf>	2	2023	5	19	896	0	57089066	34	2	33	0	1	126	C#	Major	78	20	70	1	0	16	4
Lavender Haze	Taylor Swift	1	2022	10	21	3763	8	488386797	51	43	38	10	1	97	A#	Major	73	10	44	26	0	16	8
Link Up (Metro Boomin & Don Toliver, Wizkid feat. BEAM & Toian) - Spider-Verse Remix (Spider-Man: Across the Spider-Verse )	WizKid, Toian, Metro Boomin, Don Toliver, Beam	5	2023	6	2	197	0	32761689	3	10	3	0	0	101	F	Major	92	59	51	41	51	26	8
Efecto	Bad Bunny	1	2022	5	6	4004	33	1047480053	34	65	43	6	2	98	G	Minor	80	23	48	14	0	6	5
Erro Gostoso - Ao Vivo	Simone Mendes	1	2023	1	27	984	5	153454328	8	57	76	2	49	154	F#	Major	59	63	89	18	0	80	9
Cupido	Tini	1	2023	2	14	1240	24	217672943	51	29	63	4	54	120	A	Major	91	63	58	52	0	31	22
Just Wanna Rock	Lil Uzi Vert	1	2022	10	17	3995	13	457184829	72	27	47	0	0	150	B	Major	49	4	55	7	0	6	3
Unstoppable	Sia	1	2016	1	21	7681	13	939844851	119	66	1145	2	NA	174	A	Major	47	27	78	11	0	10	8
Until I Found You	Stephen Sanchez	1	2021	9	1	4427	4	726434358	69	100	154	20	438	202	A#	Major	34	25	51	69	0	18	4
Rich Flex	Drake, 21 Savage	2	2022	11	4	4657	18	573633020	84	84	42	0	23	153	B	Minor	56	42	52	5	0	36	24
Easy On Me	Adele	1	2021	10	14	10195	20	1406111294	258	87	657	22	9	142	F	Major	60	13	37	58	0	13	3
Cart��o B	MC Caverinha, KayBlack	2	2023	5	11	269	4	71573339	7	2	30	1	11	108	A	Minor	84	55	47	26	0	20	64
Danger (Spider) (Offset & JID)	Offset, JID	2	2023	6	2	214	0	24975653	3	3	6	0	0	143	B	Major	83	25	69	4	0	23	12
Oi Balde - Ao Vivo	Z�� Neto & Crist	1	2023	2	14	845	2	145458418	12	57	47	1	33	108	D	Major	67	55	67	60	0	80	5
The Real Slim Shady	Eminem	1	2000	1	1	20763	27	1424589568	81	53	3271	1	17	104	F	Minor	95	78	66	3	0	4	6
MERCHO	Migrantes, LiL CaKe, Nico Valdi	3	2022	12	16	1267	20	231332117	41	22	56	4	84	93	F#	Minor	84	96	79	43	0	18	11
The Color Violet	Tory Lanez	1	2021	12	10	2585	32	415932686	3	79	21	1	54	105	F#	Minor	65	46	53	16	0	9	5
Glimpse of Us	Joji	1	2022	6	10	6330	6	988515741	109	42	158	3	31	170	G#	Major	44	27	32	89	0	14	5
Mejor Que Yo	Mambo Kingz, DJ Luian, Anuel Aa	3	2023	5	4	675	1	50847624	9	13	11	0	1	178	C#	Minor	62	56	66	18	0	12	5
Curtains	Ed Sheeran	1	2023	5	5	715	0	39893489	37	3	27	0	50	176	F#	Minor	50	44	76	10	0	32	5
UNFORGIVEN (feat. Nile Rodgers)	Nile Rodgers, LE SSERAFIM	2	2023	5	1	327	13	92035115	14	110	9	0	49	104	E	Minor	80	38	88	11	0	11	5
Haegeum	Agust D	1	2023	4	21	244	12	118810253	6	84	10	2	9	85	G	Major	70	83	84	31	0	47	30
Conex��es de M��fia (feat. Rich	Rich The Kid, Matu<ef><bf>	2	2023	4	30	385	4	77233241	17	7	41	1	29	117	F#	Minor	77	69	58	39	0	26	5
MIENTRAS ME CURO DEL CORA	Karol G	1	2023	2	24	1020	35	206399629	15	26	30	6	0	80	NA	Major	52	57	48	86	0	15	39
Never Felt So Alone	Labrinth	1	2023	4	7	1730	3	117747907	46	5	51	0	20	98	F	Major	44	36	41	50	0	38	5
X SI VOLVEMOS	Karol G, Romeo Santos	2	2023	2	2	2127	33	266624541	45	80	53	8	4	178	C#	Minor	79	58	78	34	0	11	25
ceilings	Lizzy McAlpine	1	2022	4	8	3242	9	293186992	67	55	48	0	6	148	A	Major	51	27	33	48	0	22	3
Cupid	Fifty Fifty	1	2023	2	24	526	10	139681964	15	93	30	0	320	120	D	Major	77	94	66	65	0	38	3
I AM	IVE	1	2023	4	10	366	15	123132751	16	102	7	0	55	122	E	Minor	68	38	88	1	0	8	5
Cupid ��� Twin Ver. (FIFTY FIFTY) ��� Spe	sped up 8282	1	1997	1	1	472	2	103762518	0	0	6	0	0	144	F	Major	74	75	73	42	0	9	4
Shorty Party	Cartel De Santa, La Kelly	2	2023	3	4	432	12	162887075	8	14	12	2	33	96	D	Major	93	47	47	33	0	10	36
Super	SEVENTEEN	1	2023	4	24	271	12	91221625	16	103	9	0	55	137	G#	Major	77	35	88	16	0	17	9
Slut Me Out	NLE Choppa	1	2022	4	22	816	4	190490915	21	4	13	0	4	121	F#	Minor	94	71	61	12	0	53	42
Double Fantasy (with Future)	The Weeknd, Future	2	2023	4	21	1169	0	96180277	36	65	28	0	0	119	A	Minor	60	10	57	1	0	50	3
All Of The Girls You Loved Before	Taylor Swift	1	2019	8	23	1282	6	185240616	26	6	19	0	5	96	D	Major	72	40	47	71	0	13	4
PROVENZA	Karol G	1	2022	4	21	6587	34	885093467	114	104	147	11	20	111	C#	Major	87	53	52	66	1	11	5
Princess Diana (with Nicki Minaj)	Nicki Minaj, Ice Spice	2	2023	4	14	1444	4	104992946	0	0	0	0	0	148	A	Major	90	74	68	14	0	10	19
Di Que Si	Grupo Marca Registrada, Grupo Frontera	2	2023	2	3	356	10	147290338	4	64	4	2	37	182	A	Major	57	80	59	8	0	6	5
Shivers	Ed Sheeran	1	2021	9	9	10147	30	1302184087	234	71	543	18	NA	141	D	Major	79	82	86	28	0	4	9
Igualito a Mi Ap<ef><bf>	Fuerza Regida, Peso Pluma	2	2022	12	30	265	6	158950978	8	84	5	1	4	145	E	Minor	76	80	81	19	0	6	9
Shoong! (feat. LISA of BLACKPINK)	TAEYANG, Lisa	2	2023	4	25	351	9	76910644	16	90	10	0	64	110	B	Minor	76	26	70	1	0	41	6
Komang	Raim Laode	1	2022	8	16	158	4	137123880	5	6	1	1	18	134	G	Major	70	35	41	41	0	10	3
DESPECH<ef><bf>	ROSAL�	1	2022	7	28	7613	33	782369383	180	90	422	15	55	130	G	Major	92	78	62	18	0	6	10
Made You Look	Meghan Trainor	1	2022	10	21	3956	6	502574952	142	23	127	3	16	145	A#	Major	84	88	53	35	0	8	7
Watch This - ARIZONATEARS Pluggnb Remix	sped up nightcore, ARIZONATEARS, Lil Uzi Vert	3	2023	2	5	1638	10	207033255	0	0	21	0	0	130	B	Minor	69	36	90	1	10	15	4
No Se Va	Grupo Frontera	1	2022	4	28	924	18	404887295	17	80	22	9	38	173	NA	Major	59	69	53	12	0	23	3
Punto G	Quevedo	1	2022	11	4	1985	35	381161027	34	26	37	5	1	92	B	Minor	75	55	76	25	0	10	15
Lovers Rock	TV Girl	1	2014	6	5	6339	13	466231982	3	1	36	1	37	105	F	Minor	56	57	87	0	1	10	4
METAMORPHOSIS	INTERWORLD	1	2021	11	25	1561	24	357580552	18	78	24	0	30	175	G	Minor	59	15	64	43	90	12	10
Mami Chula	Quevedo, Jhayco	2	2023	4	27	875	4	61105704	17	13	27	0	43	120	G	Minor	80	33	70	22	0	9	4
En Paris	El Chachito, Junior H	2	2022	12	24	406	5	198275403	3	31	2	1	0	139	D#	Minor	70	77	48	37	0	12	5
Set Me Free Pt.2	Jimin	1	2023	3	17	340	13	168448603	4	71	16	1	9	132	NA	Minor	59	56	82	12	0	12	6
I Was Never There	The Weeknd, Gesaffelstein	2	2018	3	29	4188	15	705469769	30	70	142	0	27	114	A#	Major	32	17	74	14	0	17	3
Don't ever say love me (feat. RM of BTS)	RM, Colde	2	2023	5	4	105	0	34502215	5	9	5	0	0	145	B	Minor	54	19	48	36	0	37	5
Shut Down	BLACKPINK	1	2022	9	16	1524	17	482175240	53	120	62	0	2	110	NA	Major	82	67	69	0	0	18	4
Gato de Noche	Nengo Flow, Bad Bunny	2	2022	12	22	2651	30	304118600	21	55	32	3	0	94	G#	Major	89	61	66	17	0	36	16
Call Out My Name	The Weeknd	1	2018	3	29	11087	6	1449799467	151	107	801	1	105	134	C#	Major	45	17	60	21	0	33	4
Like Crazy (English Version)	Jimin	1	2023	3	24	373	19	173627354	4	72	5	0	5	120	G	Major	62	32	76	0	0	39	4
Rosa Pastel	Jasiel Nu��ez, Peso P	2	2023	2	2	200	4	90025258	8	77	2	1	1	123	G	Minor	70	86	68	24	0	11	4
Sunroof	Nicky Youre, Dazy	2	2021	12	3	3741	17	652704649	156	35	110	19	0	131	A#	Major	77	84	71	35	0	15	4
Lose Yourself - Soundtrack Version	Eminem	1	2002	1	1	32502	21	1829992958	247	54	5567	1	51	171	D	Major	70	6	73	1	0	36	26
Superman	Eminem, Dina Rae	2	2002	5	26	7615	14	655466831	18	51	1005	0	0	130	E	Minor	80	64	76	2	0	20	6
Mas Rica Que Ayer	Mambo Kingz, DJ Luian, Anuel Aa	3	2023	3	2	1208	34	146409671	10	41	20	0	1	94	B	Major	82	53	67	34	0	9	8
People Pt.2 (feat. IU)	IU, Agust D	2	2023	4	7	209	4	95816024	4	45	11	2	24	89	G	Minor	73	44	57	39	0	32	6
REMIX EXCLUSIVO	Feid	1	2023	3	17	1235	9	117206995	20	8	15	0	6	87	F	Minor	65	71	56	4	0	15	20
Arc��ngel: Bzrp Music Sessions, Vol	Arcangel, Bizarrap	2	2023	3	22	654	3	100409613	11	3	18	1	1	124	B	Minor	72	79	78	55	0	15	30
DOGTOOTH	Tyler, The Creator	2	2023	3	27	1479	0	80758350	23	0	18	0	33	78	G#	Major	71	80	65	51	0	22	32
10:35	Ti��sto, Tate M	2	2022	11	1	4942	26	325592432	190	104	147	18	63	120	G#	Major	70	70	79	7	0	18	10
SORRY NOT SORRY	Tyler, The Creator	2	2023	3	31	709	0	58473276	8	1	13	0	0	96	F#	Minor	48	50	80	40	0	37	20
HAPPY	NF	1	2023	3	25	660	0	52722996	22	7	11	0	78	106	G	Major	73	22	86	31	0	12	4
La Bebe	Yng Lvcas	1	2021	12	24	489	17	191945597	4	11	5	1	2	170	D	Minor	78	75	46	62	0	12	35
I Know - PR1SVX Edit	Kanii, PR1ISVX	2	2023	3	24	407	0	77377503	16	15	5	0	1	134	B	Minor	67	11	76	8	47	30	7
Late Night Talking	Harry Styles	1	2022	5	20	7461	8	743693613	166	42	199	16	58	115	A#	Major	71	90	73	30	0	11	5
Le�	Mar��lia Mendo	1	2022	12	9	993	4	267789608	30	84	88	1	28	130	F#	Major	74	79	87	45	0	30	3
Save Your Tears (with Ariana Grande) (Remix)	Ariana Grande, The Weeknd	2	2020	3	20	9161	5	1221813483	240	98	468	3	10	118	NA	Major	65	63	79	3	0	10	3
Something in the Orange	Zach Bryan	1	2022	4	22	3282	12	449701773	67	84	46	16	117	110	G	Major	59	22	38	42	0	12	3
VOID	Melanie Martinez	1	2023	3	29	596	0	67070410	29	9	12	0	52	100	A	Major	72	42	66	18	4	19	4
Dijeron Que No La Iba Lograr	Fuerza Regida, Chino Pacas	2	2023	3	14	320	6	116334601	5	48	2	1	9	142	G	Minor	70	76	79	26	0	11	7
Midnight Rain	Taylor Swift	1	2022	10	21	2612	4	433356509	19	29	21	0	0	140	NA	Major	64	18	37	72	0	12	7
If We Ever Broke Up	Mae Stephens	1	2023	2	10	2040	4	165584767	81	27	66	9	444	116	G	Major	90	96	73	62	0	9	4
You Proof	Morgan Wallen	1	2022	5	13	2128	9	367814306	37	88	9	0	14	120	A	Major	73	64	85	25	0	61	3
LA INOCENTE	Feid, Mora	2	2022	4	1	2598	37	477033549	28	57	43	8	85	92	F	Minor	76	46	79	31	0	7	6
Malas Decisiones	Kenia OS	1	2022	10	26	542	2	156214700	23	2	21	0	0	110	G#	Minor	81	64	79	5	0	31	3
Murder In My Mind	Kordhell	1	2022	1	21	2459	20	448843705	20	68	50	0	22	120	A#	Major	71	57	97	1	0	13	11
Gangsta's Paradise	Coolio, L.V.	2	1995	7	11	10624	17	1357608774	21	0	386	0	NA	80	G#	Major	63	40	61	9	0	56	6
CAIRO	Karol G, Ovy On The Drums	2	2022	11	13	2418	26	294352144	52	66	55	1	16	115	F	Minor	95	43	69	47	0	9	31
I Love You So	The Walters	1	2014	11	28	7536	7	972164968	44	19	135	0	6	76	A#	Major	58	46	67	65	0	13	4
Dark Red	Steve Lacy	1	2017	2	20	10431	7	920045682	71	53	181	0	10	172	F#	Major	60	77	78	45	0	12	6
Say You Won't Let Go	James Arthur	1	2016	9	9	15722	16	2420461338	231	37	1509	0	13	99	A#	Major	40	45	56	69	0	9	5
The Hills	The Weeknd	1	2015	5	27	25744	4	1947371785	122	94	1992	0	18	136	NA	Minor	36	12	57	9	0	14	8
Heart To Heart	Mac DeMarco	1	2019	5	10	1640	0	244658767	27	27	29	1	1	150	G#	Minor	90	64	14	67	35	11	10
Peaches (from The Super Mario Bros. Movie)	Jack Black	1	2023	4	7	34	0	68216992	0	0	0	0	0	92	A#	Minor	71	41	31	79	0	10	5
Marisola - Remix	Duki, NICKI NICOLE, Cris Mj, Standly, Stars Music Chile	5	2022	12	15	1845	16	223582566	20	8	30	2	0	95	C#	Major	77	72	87	17	0	7	5
LOKERA	Brray, Rauw Alejandro, Lyanno	3	2022	7	25	3301	30	471819764	72	64	64	6	3	102	B	Minor	83	58	83	21	0	10	5
Low	SZA	1	2022	12	9	1911	0	272377463	23	71	14	0	9	145	NA	Minor	70	34	55	43	0	16	6
Numb	Linkin Park	1	2003	3	24	20111	5	1361425037	39	0	7341	0	0	110	A	Major	50	24	86	0	0	64	4
Tormenta (feat. Bad Bunny)	Gorillaz, Bad Bunny	2	2023	2	24	1529	0	149778242	32	18	39	2	0	95	NA	Major	64	30	77	46	0	38	6
on the street (with J. Cole)	j-hope, J. Cole	2	2023	3	3	615	2	116599790	22	82	8	0	9	94	B	Minor	68	81	82	53	0	9	13
One Thing At A Time	Morgan Wallen	1	2022	12	2	811	4	148469433	11	58	5	0	21	142	G	Major	61	92	91	0	0	26	3
Miss You	Robin Schulz, Oliver Tree	2	2022	8	5	5730	10	497225336	108	16	197	3	165	145	F#	Minor	59	20	74	1	0	15	5
Ain���t Tha	Morgan Wallen	1	2023	3	3	356	4	88791109	4	20	0	0	0	121	F#	Minor	64	67	80	0	0	36	3
Thinkin��� B	Morgan Wallen	1	2023	3	3	604	6	125917280	22	101	0	0	66	140	D#	Minor	66	43	76	49	0	12	3
Private Landing (feat. Justin Bieber & Future)	Don Toliver, Future, Justin Bieber	3	2023	2	23	1190	0	105062254	29	3	18	0	19	137	C#	Minor	84	44	67	8	0	11	6
Everything I Love	Morgan Wallen	1	2023	1	31	579	0	95623148	11	54	0	0	103	104	G#	Major	56	72	85	0	0	15	3
Heaven	Niall Horan	1	2023	2	17	1553	2	144584800	61	6	48	0	150	92	F	Major	57	68	76	7	0	33	3
LET GO	Central Cee	1	2022	12	15	2301	20	298063749	49	23	110	0	8	146	D	Minor	74	51	45	86	0	21	38
Sial	Mahalini	1	2023	1	23	134	4	166570053	4	6	0	0	23	120	D	Major	56	20	43	89	0	12	4
I Wrote The Book	Morgan Wallen	1	2023	1	31	430	0	83021468	15	17	0	0	0	144	D	Major	68	83	81	9	0	8	4
Apna Bana Le (From "Bhediya")	Arijit Singh, Sachin-Jigar	2	2022	11	5	86	0	139836056	11	101	0	0	48	94	A	Major	59	44	56	80	0	6	3
SPIT IN MY FACE!	ThxSoMch	1	2022	10	31	629	14	303216294	32	3	9	0	0	94	G#	Major	73	65	79	5	2	11	6
PLAYA DEL INGL�	Myke Towers, Quevedo	2	2022	12	15	1701	15	221409663	30	15	34	2	47	113	G	Minor	79	66	74	8	0	11	5
Man Made A Bar (feat. Eric Church)	Morgan Wallen, Eric Church	2	2023	3	3	329	0	58890931	14	35	1	0	0	148	E	Major	50	49	76	12	0	12	3
Red Ruby Da Sleeze	Nicki Minaj	1	2023	3	3	1168	0	81419389	45	11	20	0	21	98	C#	Major	70	29	73	12	0	11	26
Kahani Suno 2.0	Kaifi Khalil	1	2022	5	31	162	6	156777415	1	10	1	0	1	140	B	Major	58	26	38	91	0	10	4
Nobody Gets Me	SZA	1	2022	12	9	2536	6	284908316	59	100	58	13	2	100	G	Major	36	28	28	81	0	18	3
PERO T<ef><bf>	Karol G, Quevedo	2	2023	2	23	387	11	93438910	11	15	14	3	1	140	F#	Major	86	68	79	39	0	11	29
Hype Boy	NewJeans	1	2022	8	1	892	17	363472647	20	119	12	2	7	100	E	Minor	59	78	94	27	0	29	23
Bloody Mary	Lady Gaga	1	2011	1	1	3909	0	372476382	66	26	277	3	734	100	A	Minor	59	49	65	2	0	13	3
Monoton�	Ozuna, Shakira	2	2022	10	19	3645	15	380726517	118	34	150	4	19	132	NA	Minor	87	82	70	42	0	21	5
<fd><fd><fd>98 Braves	Morgan Wallen	1	2023	3	3	282	0	56533272	6	15	0	0	0	142	D	Major	49	48	67	10	0	26	3
WANDA	Quevedo	1	2023	1	20	888	22	175399345	11	24	7	1	7	176	E	Minor	72	96	63	25	0	21	7
Thought You Should Know	Morgan Wallen	1	2022	5	6	968	4	203221468	16	53	1	0	61	140	F#	Major	53	51	70	49	0	14	3
In The End	Linkin Park	1	2000	10	24	25065	6	1624165576	63	0	6808	2	0	105	D#	Minor	55	40	90	1	0	32	6
Zona De Perigo	Leo Santana	1	2022	12	8	531	4	134294498	20	1	71	2	0	135	F	Major	81	97	77	75	0	35	3
Lovezinho	Treyce	1	2022	7	28	242	0	70069745	12	2	13	0	4	128	E	Minor	82	61	59	30	0	12	4
I Like You (A Happier Song) (with Doja Cat)	Post Malone, Doja Cat	2	2022	6	3	5281	14	609293408	94	21	80	15	38	101	F	Major	74	43	69	12	0	12	7
Neverita	Bad Bunny	1	2022	5	6	2590	30	671365962	20	64	35	6	0	122	A#	Major	88	43	50	7	0	14	5
Vista Al Mar	Quevedo	1	2022	9	8	1769	34	362361576	16	19	21	3	4	105	NA	Minor	76	49	56	80	12	10	13
Sem Alian��a no	MC Xenon, Os Gemeos da Putaria	2	2022	12	23	454	4	93587665	6	1	21	0	1	83	C#	Major	53	40	36	73	0	11	33
Enemy (with JID) - from the series Arcane League of Legends	Imagine Dragons, League of Legends, JID, Arcane	4	2021	9	3	6180	7	1223481149	122	88	580	21	10	77	B	Minor	72	59	76	24	0	42	28
Revenge	XXXTENTACION	1	2017	8	25	3600	11	1022258230	7	0	203	0	2	140	B	Minor	75	18	25	78	0	11	26
Bombonzinho - Ao Vivo	Israel & Rodolffo, Ana Castela	2	2022	11	3	1254	6	263453310	26	69	73	2	6	158	C#	Major	65	72	95	31	0	92	5
LA CANCI�	J Balvin, Bad Bunny	2	2019	6	28	6398	31	1435127549	177	109	305	3	5	176	G	Major	75	43	65	15	0	11	32
Qu�� Ago	Yuridia, Angela Aguilar	2	2022	10	20	660	15	236857112	19	59	18	5	52	98	B	Major	73	88	57	56	0	5	2
Love Again	The Kid Laroi	1	2023	1	27	1283	0	147538971	57	4	48	0	0	107	B	Minor	66	47	40	72	0	11	3
After Hours	The Weeknd	1	2020	2	19	8084	6	698086140	45	115	218	1	221	109	F	Minor	66	16	57	10	1	12	3
About Damn Time	Lizzo	1	2022	7	15	2332	2	723894473	0	0	25	0	0	109	A#	Minor	84	72	74	10	0	34	7
Born With A Beer In My Hand	Morgan Wallen	1	2023	3	3	203	0	34450974	5	9	0	0	0	148	NA	Major	53	61	81	5	0	36	4
<fd><fd><fd><fd><fd><fd><fd><fd><fd><fd><fd><fd><fd><fd><fd><fd><fd><fd><fd><fd><fd>	Fujii Kaze	1	2020	5	20	685	14	403097450	24	94	9	0	23	158	F#	Minor	60	52	76	17	0	19	5
Besos Moja2	Wisin & Yandel, ROSAL�	2	2022	9	29	2460	13	309483971	53	7	56	3	1	94	F	Minor	74	64	73	6	0	10	6
Maan Meri Jaan	King	1	2022	10	12	288	6	319566866	11	80	1	0	8	96	F#	Minor	70	40	51	35	0	10	4
Moscow Mule	Bad Bunny	1	2022	5	6	4572	33	909001996	74	113	85	9	2	100	F	Minor	80	29	67	29	0	12	3
My Universe	Coldplay, BTS	2	2021	9	24	6127	13	1061966512	0	0	0	0	0	105	A	Major	58	42	68	1	0	14	4
Devil Don���	Morgan Wallen	1	2023	3	3	166	0	32526947	2	10	0	0	0	125	NA	Major	53	32	66	38	0	9	3
LLYLM	ROSAL�	1	2023	1	27	1838	0	124988687	105	41	114	1	59	170	F#	Minor	56	56	63	13	0	19	27
I'm Not Here To Make Friends	Sam Smith, Calvin Harris, Jessie Reyez	3	2023	1	27	1890	0	103787664	86	1	49	0	9	115	NA	Major	70	84	90	17	0	41	6
TRUSTFALL	P!nk	1	2023	1	27	2098	16	134255790	88	24	101	7	451	122	G#	Major	64	25	89	0	0	15	9
ANTIFRAGILE	LE SSERAFIM	1	2022	10	17	761	12	301051721	23	95	11	0	3	105	A#	Minor	88	82	80	8	0	11	8
Boy's a liar	PinkPantheress	1	2022	11	30	1225	0	156338624	27	0	28	13	0	133	F	Major	66	74	84	25	0	21	4
VIBE (feat. Jimin of BTS)	TAEYANG, Jimin	2	2023	1	13	415	2	152850295	15	40	21	1	15	100	NA	Major	79	60	68	7	0	26	4
Shirt	SZA	1	2022	10	28	3469	0	309653982	71	95	31	0	2	120	D#	Minor	82	55	45	15	3	9	10
Lift Me Up - From Black Panther: Wakanda Forever - Music From and Inspired By	Rihanna	1	2022	10	28	3311	0	297328960	129	31	212	1	41	177	A	Major	25	17	30	90	0	13	3
STAR WALKIN' (League of Legends Worlds Anthem)	Lil Nas X	1	2022	9	22	2616	0	332506354	113	17	208	0	192	142	D	Minor	64	31	72	15	0	9	5
Sex, Drugs, Etc.	Beach Weather	1	2016	11	4	3006	16	480507035	47	60	87	12	124	144	E	Minor	57	47	84	1	1	52	4
Boy With Luv (feat. Halsey)	Halsey, BTS	2	2019	4	12	4260	0	1065580332	113	92	259	0	1	120	B	Minor	65	80	86	9	0	19	10
Hey, Mickey!	Baby Tate	1	2016	9	27	482	0	122763672	9	1	12	4	3	135	D	Major	92	73	51	55	0	15	6
Calm Down	R�<ef>	1	2022	2	9	4013	10	445763624	107	44	750	22	NA	107	B	Major	81	82	78	38	0	12	4
Jhoome Jo Pathaan	Arijit Singh, Vishal Dadlani, Sukriti Kakar, Vishal-Shekhar, Shekhar Ravjiani, Kumaar	6	2022	12	22	138	4	1365184	13	78	2	0	0	105	G	Major	82	62	74	10	0	33	7
Escapism. - Sped Up	RAYE, 070 Shake	2	2022	11	25	1368	0	184308753	12	1	11	0	8	108	F#	Minor	44	38	77	9	0	9	20
Space Song	Beach House	1	2015	1	1	17852	4	789753877	69	76	335	0	NA	147	NA	Minor	51	62	79	22	13	14	3
Dreamers [Music from the FIFA World Cup Qatar 2022 Official Soundtrack]	BTS, Jung Kook, FIFA Sound	3	2022	11	20	889	20	323358833	11	78	35	0	21	115	NA	Major	71	34	88	16	0	44	4
Te Felicito	Shakira, Rauw Alejandro	2	2022	4	21	4796	9	606361689	124	66	212	13	1	174	F	Major	70	57	64	23	0	8	32
Mu��	Steve Aoki, Tini, La Joaqui	3	2023	1	12	658	6	120972253	33	7	53	2	0	90	A#	Minor	68	83	71	3	0	31	8
TV	Billie Eilish	1	2022	7	21	3009	2	338564981	68	89	65	0	25	141	E	Minor	41	9	25	84	1	14	4
I'm Not The Only One	Sam Smith	1	2014	1	1	17492	3	1606986953	136	24	1959	0	30	82	F	Major	68	50	49	56	0	8	4
Heather	Conan Gray	1	2020	3	20	6170	7	1301799902	82	1	231	0	2	92	F	Major	47	25	43	62	0	32	3
Besharam Rang (From "Pathaan")	Vishal-Shekhar, Shilpa Rao, Caralisa Monteiro, Kumaar, Vishal Dadlani, Shekhar Ravjiani	6	2022	12	12	130	4	140187018	21	79	2	0	0	116	G#	Minor	77	65	80	6	0	15	4
One Kiss (with Dua Lipa)	Calvin Harris, Dua Lipa	2	2017	6	2	27705	10	1897517891	537	122	2726	6	NA	124	A	Minor	79	59	86	4	0	8	11
Sugar Rush Ride	TOMORROW X TOGETHER	1	2023	1	27	359	0	107642809	12	56	13	0	13	125	A#	Minor	71	83	89	1	0	17	9
Pink Venom	BLACKPINK	1	2022	8	19	1963	16	551305895	57	119	77	1	13	90	NA	Major	80	71	69	2	0	27	10
WAIT FOR U (feat. Drake & Tems)	Drake, Future, Tems	3	2022	4	27	5491	14	556585270	128	84	75	0	35	83	C#	Major	46	34	64	31	0	7	34
Don't Start Now	Dua Lipa	1	2019	10	31	27119	0	2303033973	532	77	1535	3	8	124	B	Minor	79	68	79	1	0	10	8
After Dark	Mr.Kitty	1	2014	8	8	1776	14	646886885	1	9	3	0	0	140	G#	Major	58	4	60	7	41	8	3
Eu Gosto Assim - Ao Vivo	Gustavo Mioto, Mari Fernandez	2	2022	9	16	1473	4	222612678	27	64	66	1	4	154	NA	Major	64	61	91	15	0	72	4
INDUSTRY BABY (feat. Jack Harlow)	Jack Harlow, Lil Nas X	2	2021	7	23	13315	0	1814349763	300	47	690	0	NA	150	D#	Minor	74	89	70	2	0	5	6
MIDDLE OF THE NIGHT	Elley Duh<ef><bf>	1	2020	1	10	4057	8	872137015	78	21	240	1	52	186	E	Minor	41	9	61	2	0	12	5
Atlantis	Seafret	1	2015	4	22	3045	6	571386359	43	53	134	1	32	166	G#	Minor	40	23	48	5	0	12	3
PUNTO 40	Baby Rasta, Rauw Alejandro	2	2022	9	22	3006	12	304079786	54	32	66	2	0	107	NA	Major	87	20	83	0	4	31	9
Evoque Prata	DJ Escobar, MC MENOR SG, MC MENOR HR	3	2022	9	9	852	0	174006928	14	1	50	0	0	87	G	Major	87	52	52	31	0	28	24
How Do I Say Goodbye	Dean Lewis	1	2022	8	5	2163	15	284785823	72	97	58	0	154	82	G#	Major	40	39	64	21	0	7	7
Blind	SZA	1	2022	12	9	1484	0	163284000	22	51	12	0	0	114	A	Minor	46	60	28	91	0	21	4
Die For You	Joji	1	2022	11	4	1703	0	246390068	38	45	36	16	0	148	G#	Major	47	15	52	38	13	29	5
Doja	Central Cee	1	2022	7	20	4169	44	482257456	57	44	183	1	11	140	F#	Major	91	97	57	38	0	40	29
Gatita	Bellakath	1	2022	10	3	1054	0	168684524	9	0	15	0	1	101	G	Major	90	76	81	15	24	33	6
Rumble	Skrillex, Flowdan, Fred again..	3	2022	1	17	2849	0	78489819	39	45	27	0	1	140	C#	Minor	81	6	84	5	23	6	6
Niagara Falls (Foot or 2) [with Travis Scott & 21 Savage]	Travis Scott, 21 Savage, Metro Boomin	3	2022	12	2	1602	0	195516622	12	22	12	0	2	88	G	Minor	49	24	66	19	0	18	29
Yonaguni	Bad Bunny	1	2021	6	4	9644	28	1260594497	120	86	164	4	0	180	C#	Major	64	44	65	28	0	14	12
Super Freaky Girl	Nicki Minaj	1	2022	8	12	4827	0	428685680	104	17	76	9	2	133	D	Major	95	91	89	6	0	31	24
Running Up That Hill (A Deal With God)	Kate Bush	1	1985	9	16	21811	0	1024858327	117	1	676	3	0	108	A#	Minor	63	20	55	72	0	6	6
Dream On	Aerosmith	1	1973	1	5	168	0	838586769	0	0	5	0	0	80	F	Minor	39	24	43	39	0	23	3
Limbo	Freddie Dredd	1	2022	8	11	688	0	199386237	14	1	17	0	2	75	B	Minor	80	46	62	3	6	11	46
Where Are You Now	Lost Frequencies, Calum Scott	2	2021	7	30	10565	44	972509632	238	122	557	17	58	121	F#	Minor	67	26	64	52	0	17	10
WORTH NOTHING	Twisted, Oliver Tree	2	2022	9	28	1612	0	213438580	34	54	34	0	2	140	D	Minor	58	17	62	18	0	20	8
Bad Habits	Ed Sheeran	1	2020	9	3	12755	8	1555511105	344	97	945	15	NA	126	B	Minor	81	59	90	5	0	36	3
KICK BACK	Kenshi Yonezu	1	2022	10	12	574	4	210038833	38	101	26	0	0	102	C#	Major	58	29	94	0	0	9	11
Evergreen (You Didn���t Deserve Me A	Omar Apollo	1	2022	4	8	2499	0	227918678	70	0	49	0	0	82	A	Major	70	31	34	60	1	11	4
Good Days	SZA	1	2020	12	24	10426	2	826623384	133	109	182	1	10	121	C#	Minor	46	53	78	23	0	72	6
Levitating (feat. DaBaby)	Dua Lipa, DaBaby	2	2020	3	27	15894	8	1802514301	198	13	544	0	60	103	F#	Minor	70	92	83	1	0	7	6
Woman	Doja Cat	1	2021	6	25	9424	0	1329090101	202	50	463	4	NA	108	F	Minor	82	88	76	9	0	12	9
Shut up My Moms Calling - (Sped Up)	Hotel Ugly	1	2022	9	14	713	7	181831132	2	4	6	0	0	85	F	Minor	65	36	47	31	0	12	10
Ferrari	James Hype, Miggy Dela Rosa	2	2022	3	14	7758	28	462791599	173	79	175	0	168	125	C#	Minor	84	70	69	1	0	5	5
You're On Your Own, Kid	Taylor Swift	1	2022	10	21	2537	2	348647203	8	18	20	0	1	120	D	Major	69	40	39	41	0	13	6
Kesariya (From "Brahmastra")	Pritam, Arijit Singh, Amitabh Bhattacharya	3	2022	7	17	292	6	366599607	26	98	4	0	0	94	NA	Major	58	44	57	57	0	10	3
Agudo M��gi	Styrx, utku INC, Thezth	3	1930	1	1	323	0	90598517	4	0	14	0	0	130	F#	Minor	65	49	80	22	4	7	5
Payphone	Maroon 5, Wiz Khalifa	2	2012	1	1	14143	4	1479264469	56	38	1891	1	NA	110	E	Major	74	51	74	2	0	29	4
All I Want for Christmas Is You	Mariah Carey	1	1994	10	28	25653	0	1449779435	387	132	2094	0	NA	150	G	Major	34	33	63	16	0	7	4
Last Christmas	Wham!	1	1984	1	1	22153	0	1159176109	274	111	1302	0	NA	107	B	Minor	74	88	65	28	0	46	3
Rockin' Around The Christmas Tree	Brenda Lee	1	1958	1	1	14994	0	769213520	191	168	206	0	NA	140	G#	Major	70	85	41	71	0	45	5
Jingle Bell Rock	Bobby Helms	1	1957	1	1	10326	0	741301563	165	99	104	0	NA	119	D	Major	74	78	37	84	0	6	3
It's Beginning To Look A Lot Like Christmas	Michael Bubl<ef><bf>	1	2011	10	14	12353	0	807561936	35	0	549	0	0	93	E	Major	35	38	23	91	0	29	3
Santa Tell Me	Ariana Grande	1	2013	12	13	9408	0	834129063	231	106	439	0	NA	133	G	Major	46	53	63	5	0	30	18
It's the Most Wonderful Time of the Year	Andy Williams	1	1963	10	14	8879	0	663832097	182	107	160	0	1	202	G	Major	24	76	60	77	0	12	4
Let It Snow! Let It Snow! Let It Snow!	Dean Martin	1	1959	11	16	6512	0	446390129	88	1	277	0	0	134	C#	Major	45	72	24	91	0	18	4
Snowman	Sia	1	2017	1	1	5140	0	690104769	85	110	500	0	NA	105	C#	Major	72	33	51	48	0	9	3
Underneath the Tree	Kelly Clarkson	1	2013	10	25	6596	0	485285717	144	99	251	0	0	160	G#	Major	51	69	81	0	0	21	5
Feliz Navidad	Jos�� Felic	1	1970	11	1	3788	0	520034544	21	3	10	0	0	148	D	Major	50	96	82	47	0	34	4
Holly Jolly Christmas	Michael Bubl<ef><bf>	1	2011	10	14	7655	0	476244795	5	0	291	0	0	151	G	Major	65	70	47	87	0	9	4
Mistletoe	Justin Bieber	1	2011	1	1	9577	0	629173063	195	111	310	0	0	162	F#	Minor	67	88	54	51	0	9	4
Sleigh Ride	The Ronettes	1	1963	11	22	10114	0	404664135	114	74	262	0	0	92	D	Major	53	84	77	40	0	32	3
Seek & Destroy	SZA	1	2022	12	9	1007	0	98709329	5	31	1	0	0	152	C#	Major	65	35	65	44	18	21	7
Love Language	SZA	1	2022	12	9	1127	0	110849052	16	63	8	0	0	65	A	Minor	71	55	26	85	0	13	8
Happy Xmas (War Is Over)	John Lennon, The Harlem Community Choir, The Plastic Ono Band, Yoko Ono	4	1971	12	1	10829	0	460492795	130	1	390	0	0	147	D	Major	33	39	61	32	0	77	3
Used (feat. Don Toliver)	SZA, Don Toliver	2	2022	12	8	1042	0	94005786	7	29	3	0	0	150	A#	Minor	73	71	69	53	0	32	9
A Holly Jolly Christmas - Single Version	Burl Ives	1	1952	1	1	7930	0	395591396	108	120	73	0	0	140	NA	Major	67	81	36	64	0	15	3
The Christmas Song (Merry Christmas To You) - Remastered 1999	Nat King Cole	1	1946	11	1	11500	0	389771964	140	72	251	0	0	139	C#	Major	36	22	15	84	0	11	4
Wonderful Christmastime - Edited Version / Remastered 2011	Paul McCartney	1	1979	11	16	1685	0	403939487	1	0	29	0	0	95	B	Major	75	74	58	36	0	9	3
Do They Know It's Christmas? - 1984 Version	Band Aid	1	1984	11	25	14169	0	481697415	209	30	449	0	0	115	NA	Major	60	23	57	0	2	27	3
Ghost in the Machine (feat. Phoebe Bridgers)	SZA, Phoebe Bridgers	2	2022	12	9	1634	0	110073250	16	20	4	0	0	125	F#	Major	62	59	43	84	3	11	5
Special	SZA	1	2022	12	9	906	0	88092256	6	21	3	0	0	76	NA	Major	60	19	20	78	0	11	5
Merry Christmas Everyone	Shakin' Stevens	1	1984	1	1	1087	0	351636786	90	35	5	0	0	101	C#	Minor	72	91	87	14	0	13	3
Let It Snow! Let It Snow! Let It Snow!	Frank Sinatra, B. Swanson Quartet	2	1950	1	1	10585	0	473248298	126	108	406	0	0	143	D	Major	60	86	32	88	0	34	6
SOS	SZA	1	2022	12	9	827	0	73981293	6	18	1	0	0	119	G	Minor	51	51	66	67	0	9	23
Open Arms (feat. Travis Scott)	SZA, Travis Scott	2	2022	12	8	1420	4	155653938	13	87	17	0	46	78	A	Major	67	22	59	76	1	15	16
White Christmas	Bing Crosby, John Scott Trotter & His Orchestra, Ken Darby Singers	3	1942	1	1	11940	0	395591396	73	79	123	0	0	96	A	Major	23	19	25	91	0	40	3
Driving Home for Christmas - 2019 Remaster	Chris Rea	1	1986	1	1	888	0	429504768	50	0	6	0	0	180	A	Major	51	87	58	36	0	18	4
Christmas (Baby Please Come Home)	Darlene Love	1	1963	11	22	9122	0	242767149	121	58	212	0	0	126	D#	Major	34	35	76	39	0	8	5
Gone Girl	SZA	1	2022	12	9	892	0	65362788	3	17	2	0	0	150	F	Major	43	42	44	57	0	15	6
F2F	SZA	1	2022	12	9	989	0	67540165	5	9	1	0	0	90	D	Major	53	47	74	9	0	34	4
Notice Me	SZA	1	2022	12	9	819	0	62019074	14	22	0	0	0	160	F	Major	72	78	68	28	0	11	12
Merry Christmas	Ed Sheeran, Elton John	2	2017	11	10	2209	0	135723538	72	90	141	0	0	114	NA	Major	59	60	94	24	0	10	4
It's Beginning to Look a Lot Like Christmas (with Mitchell Ayres & His Orchestra)	Perry Como, The Fontane Sisters, Mitchell Ayres & His Orchestra	3	1958	1	1	6290	0	295998468	89	39	158	0	0	113	G	Major	73	72	32	77	0	15	5
My Only Wish (This Year)	Britney Spears	1	2000	11	7	6952	0	261116938	115	53	286	0	0	147	NA	Major	67	69	72	17	0	19	3
Antidepresan	Mabel Matiz, Mert Demir	2	2022	11	4	313	2	136689549	10	6	7	1	9	100	B	Minor	70	92	59	3	0	10	3
Wild Flower (with youjeen)	RM	1	2022	12	2	353	2	135611421	2	74	14	0	2	155	G#	Major	49	42	77	3	0	12	9
I Hate U	SZA	1	2021	12	3	4094	0	356709897	66	96	43	0	0	107	G	Minor	54	41	39	51	0	11	16
Raindrops (Insane) [with Travis Scott]	Travis Scott, Metro Boomin	2	2022	12	2	880	0	110649992	3	7	10	0	0	112	G#	Major	80	15	54	9	0	38	5
SPIT IN MY FACE!	ThxSoMch	1	2022	10	31	573	0	301869854	1	0	18	0	24	166	C#	Major	70	57	57	9	20	11	7
Deck The Hall - Remastered 1999	Nat King Cole	1	1959	1	1	3299	0	127027715	65	39	41	0	0	107	F#	Minor	69	96	36	81	0	8	4
Smoking on my Ex Pack	SZA	1	2022	12	9	811	0	57144458	6	11	3	0	0	81	G#	Major	47	33	68	24	0	22	38
Conceited	SZA	1	2022	12	9	899	0	56870689	2	14	2	0	0	150	C#	Major	79	77	46	5	0	11	7
Snow On The Beach (feat. Lana Del Rey)	Taylor Swift, Lana Del Rey	2	2022	10	21	2415	0	323437194	33	57	30	0	11	110	A	Major	66	19	32	69	0	12	4
Maroon	Taylor Swift	1	2022	10	21	2304	0	317726339	12	16	14	0	0	108	G	Major	64	4	40	6	0	10	6
Tubar��o Te	Dj LK da Esc��cia, Tchakabum, mc jhenny, M	4	2022	9	28	1003	0	116144341	21	0	44	0	0	130	E	Minor	89	48	74	30	0	7	36
Bejeweled	Taylor Swift	1	2022	10	21	2699	0	328207708	39	35	22	2	0	164	G	Major	70	39	56	6	0	9	7
Tarot	Bad Bunny, Jhay Cortez	2	2022	5	6	2482	20	608228647	27	77	22	2	0	114	B	Minor	80	42	68	2	0	66	4
You Make It Feel Like Christmas (feat. Blake Shelton)	Gwen Stefani, Blake Shelton	2	2005	9	20	2577	0	180577478	108	56	30	0	0	93	F	Major	63	93	88	1	0	12	4
Desesperados	Chencho Corleone, Rauw Alejandro	2	2021	6	25	6821	34	809306935	83	58	128	7	0	90	C#	Minor	87	51	69	36	0	9	8
Too Late	SZA	1	2022	12	8	714	0	49262961	0	9	2	0	0	128	B	Major	45	35	68	78	0	39	8
Party	Bad Bunny, Rauw Alejandro	2	2022	5	6	3185	4	614555082	38	64	37	3	36	97	A	Major	83	47	80	2	0	24	9
Run Rudolph Run - Single Version	Chuck Berry	1	1958	1	1	8612	0	245350949	120	30	52	0	1	152	G	Minor	69	94	71	79	0	7	8
Jingle Bells - Remastered 1999	Frank Sinatra	1	1957	1	1	4326	0	178660459	32	3	65	0	0	175	G#	Major	51	94	34	73	0	10	5
Far	SZA	1	2022	12	9	680	0	51641685	2	15	1	0	0	116	D	Major	61	48	55	67	0	16	8
On Time (with John Legend)	John Legend, Metro Boomin	2	2022	12	2	398	0	78139948	2	2	6	0	2	80	F	Minor	33	51	59	76	0	44	6
GAT��	Maldy, Karol G	2	2022	8	25	3328	13	322336177	39	50	57	3	1	93	B	Minor	63	34	86	26	0	21	39
<fd><fd><fd>abcdefu	Gayle	1	2021	8	13	7215	0	1007612429	170	12	575	18	NA	122	E	Major	70	42	54	30	0	37	5
Sacrifice	The Weeknd	1	2022	1	7	4440	0	326792833	81	77	133	0	NA	122	G	Major	70	91	79	3	0	7	10
Is There Someone Else?	The Weeknd	1	2022	1	7	2881	6	391251368	13	89	34	0	3	135	A	Minor	70	60	58	4	0	16	3
Fingers Crossed	Lauren Spencer Smith, Lauren Spencer Smith, Lauren Spencer Smith	3	2022	1	5	2235	0	349585590	65	7	70	16	6	109	F	Major	60	45	47	62	0	31	5
Out of Time	The Weeknd	1	2022	1	7	3711	0	339659802	49	88	62	0	NA	93	NA	Minor	65	82	74	27	0	32	5
Do It To It	Cherish, ACRAZE	2	2021	8	20	12403	0	674772936	183	63	465	0	11	125	B	Minor	85	64	81	2	5	7	9
We Don't Talk About Bruno	Adassa, Mauro Castillo, Stephanie Beatriz, Encanto - Cast, Rhenzy Feliz, Diane Guerrero, Carolina Gaitan	7	2021	11	19	2785	0	432719968	95	89	44	0	NA	206	NA	Minor	58	83	45	36	0	11	8
Pepas	Farruko	1	2021	6	24	14114	17	1309887447	252	109	965	20	NA	130	G	Major	76	44	77	1	0	13	3
How Do I Make You Love Me?	The Weeknd	1	2022	1	7	1915	0	119238316	7	47	15	0	0	121	G	Minor	80	62	51	2	0	9	8
Gasoline	The Weeknd	1	2022	1	7	2297	0	116903579	11	29	14	0	0	123	F#	Minor	74	35	73	0	0	21	5
Infinity	Jaymes Young	1	2017	6	23	4375	0	888046992	24	0	396	0	0	122	B	Minor	67	50	67	15	0	30	4
Less Than Zero	The Weeknd	1	2022	1	7	2800	0	200660871	18	77	61	0	1	143	NA	Major	53	50	79	0	0	8	3
Take My Breath	The Weeknd	1	2021	8	6	2597	0	130655803	17	80	38	0	0	121	A#	Minor	70	35	77	1	0	26	4
good 4 u	Olivia Rodrigo	1	2021	5	14	15563	6	1887039593	259	55	461	1	NA	166	F#	Minor	56	68	66	28	0	11	18
Here We Go��� Again (feat. Tyler, the Cr	The Weeknd, Tyler, The Creator	3	2022	1	7	1420	0	88103848	7	18	7	0	0	135	C#	Major	41	27	64	36	0	60	3
Best Friends	The Weeknd	1	2022	1	7	1292	0	101114984	3	18	14	0	0	87	E	Minor	49	49	59	44	0	35	21
Kiss Me More (feat. SZA)	SZA, Doja Cat	2	2021	4	9	15867	0	1575467011	382	65	497	0	12	111	G#	Major	77	74	66	30	0	13	3
I Heard You're Married (feat. Lil Wayne)	The Weeknd, Lil Wayne	2	2022	1	7	1178	0	91656026	9	10	9	0	0	110	D	Major	75	85	84	10	0	31	19
Need To Know	Doja Cat	1	2021	6	11	6672	0	1042568408	125	36	150	0	NA	130	C#	Major	66	19	61	30	0	9	7
MONTERO (Call Me By Your Name)	Lil Nas X	1	2020	9	18	12329	0	1735441776	275	19	738	0	NA	179	G#	Minor	61	76	51	30	0	38	15
love nwantiti (ah ah ah)	Ckay	1	2019	7	26	5669	2	726837877	74	0	262	14	NA	93	F	Minor	74	53	73	61	0	13	4
Dawn FM	The Weeknd	1	2022	1	7	811	0	53933526	1	8	6	0	0	78	A	Minor	27	10	49	62	0	49	5
Surface Pressure	Jessica Darrow	1	2021	11	19	1756	0	267758538	38	48	20	0	0	180	D	Major	65	37	58	2	0	4	31
Starry Eyes	The Weeknd	1	2022	1	7	1014	0	74601456	1	17	11	0	0	86	A	Minor	28	13	41	50	0	19	3
THATS WHAT I WANT	Lil Nas X	1	2021	9	17	7963	0	920797189	173	7	298	0	4	88	C#	Minor	74	55	85	1	0	5	22
One Right Now (with The Weeknd)	The Weeknd, Post Malone	2	2021	11	5	4771	0	539595276	68	18	75	0	1	97	C#	Major	68	72	78	4	0	7	5
Beggin	M��ne	1	2017	12	8	8559	0	1367810478	183	64	964	9	75	134	B	Minor	71	59	80	13	0	36	5
Mon Amour - Remix	Aitana, zzoilo	2	2020	9	21	3221	2	578207856	67	13	139	0	40	116	D	Major	75	36	76	12	0	10	10
Lo Siento BB:/ (with Bad Bunny & Julieta Venegas)	Julieta Venegas, Bad Bunny, Tainy	3	2021	10	5	3423	26	775542072	61	65	53	6	0	170	E	Minor	64	14	70	9	0	9	8
MONEY	Lisa	1	2021	9	10	2566	13	863625566	44	109	131	0	NA	140	C#	Minor	83	40	55	16	0	14	23
The Motto	Ti��sto, Ava	2	2021	11	4	9151	6	656013912	240	107	268	0	5	118	G	Minor	75	46	76	3	0	9	4
Happier Than Ever	Billie Eilish	1	2021	7	30	8476	0	1056760045	138	133	283	0	NA	65	NA	Major	31	31	24	76	0	14	4
Moth To A Flame (with The Weeknd)	The Weeknd, Swedish House Mafia	2	2021	10	22	7495	17	611994237	114	172	284	2	NA	120	NA	Minor	56	16	67	0	0	11	4
traitor	Juan Cruz Toledo, Huilen Toledo	2	2021	5	21	5257	6	1230855859	85	43	134	0	NA	176	D#	Major	29	12	33	68	0	12	5
Toxic	BoyWithUke	1	2021	9	10	1795	0	582981380	34	23	118	0	NA	180	G#	Minor	59	69	61	84	0	46	36
drivers license	Olivia Rodrigo	1	2021	1	8	12685	3	1858144199	185	61	485	0	NA	144	A#	Major	59	21	43	76	0	10	7
Malvad�<ef><bf>	Xam��, Gustah, Neo B	3	2021	11	30	648	1	240684449	14	3	81	0	0	133	F#	Minor	82	52	61	38	0	14	27
All Too Well (10 Minute Version) (Taylor's Version) (From The Vault)	Taylor Swift	1	2021	11	12	4635	5	583687007	50	49	30	1	2	93	NA	Major	63	21	52	28	0	9	3
Don���t Break My	The Weeknd	1	2022	1	7	1184	0	63803529	1	5	6	0	0	122	A#	Major	77	25	62	34	0	23	3
Oh My God	Adele	1	2021	11	19	4431	0	466214729	105	7	199	0	0	88	C#	Major	53	55	73	9	0	3	5
Entre Nosotros (Remix) [con Nicki Nicole]	Lit Killah, Maria Becerra, Tiago pzk, NICKI NICOLE	4	2022	1	5	759	3	236940480	32	0	12	0	0	170	F	Minor	70	61	44	40	0	37	4
A Tale By Quincy	The Weeknd	1	2022	1	7	733	0	41924466	0	2	2	0	0	94	F	Minor	46	55	50	71	0	10	11
I AM WOMAN	Emmy Meli	1	2021	11	18	2795	0	225259194	45	0	107	0	0	170	A#	Major	65	46	47	12	0	13	16
Medallo	Justin Quiles, Lenny Tav��rez, BL	3	2021	10	27	2780	2	393230256	54	21	57	1	0	90	E	Minor	79	79	70	57	0	66	8
It'll Be Okay	Shawn Mendes	1	2021	12	1	1950	0	287201015	56	8	104	0	10	78	G	Major	40	7	29	62	0	9	3
Softcore	The Neighbourhood	1	2018	3	9	3947	12	599770206	33	102	93	0	30	94	D	Major	57	36	58	5	0	15	3
Super Gremlin	Kodak Black	1	2021	10	30	2551	0	342779426	52	15	35	0	1	73	D	Major	83	11	41	0	0	36	14
Volv<ef><bf>	Aventura, Bad Bunny	2	2021	8	3	5375	10	673801126	138	24	133	0	1	176	C#	Major	73	79	86	42	0	7	18
Todo De Ti	Rauw Alejandro	1	2020	11	2	11975	8	1168642797	188	75	268	6	16	128	D#	Minor	81	57	63	40	1	10	4
Love Nwantiti - Remix	Ckay, AX'EL, Dj Yo!	3	2019	8	30	2696	0	540539717	42	2	57	0	NA	120	G#	Major	58	44	60	44	9	5	6
Smokin Out The Window	Bruno Mars, Anderson .Paak, Silk Sonic	3	2021	11	5	4963	0	383550148	63	40	76	0	0	82	D	Major	63	85	62	6	0	35	4
Meet Me At Our Spot	THE ANXIETY, Willow, Tyler Cole	3	2020	3	13	6734	0	530511203	47	14	90	0	1	95	D	Major	77	40	47	2	0	9	3
Every Angel is Terrifying	The Weeknd	1	2022	1	7	715	0	37307967	0	1	2	0	0	118	NA	Major	44	52	94	11	0	4	29
Tacones Rojos	Sebastian Yatra	1	2021	10	22	3047	9	510876816	77	31	85	5	28	123	B	Minor	75	93	86	8	0	14	3
Peaches (feat. Daniel Caesar & Giveon)	Justin Bieber, Daniel Caesar, Giveon	3	2021	3	19	14140	0	1445941661	231	52	612	6	NA	90	NA	Major	63	49	68	38	0	42	18
Dakiti	Bad Bunny, Jhay Cortez	2	2020	10	30	11215	21	1763363713	189	166	525	9	25	110	E	Minor	73	14	57	40	0	11	5
Tiago PZK: Bzrp Music Sessions, Vol. 48	Bizarrap, Tiago pzk	2	2021	12	29	1678	12	374191487	20	4	15	1	3	96	C#	Minor	66	76	82	47	0	10	32
L��<ef><bf>	Stromae	1	2022	1	9	2035	0	108809090	41	122	394	0	2	88	D	Minor	56	58	55	35	0	23	11
Nost��l	Chris Brown, Rvssian, Rauw Alejandro	3	2021	9	8	2780	2	436695353	86	76	59	0	16	98	A	Minor	73	60	85	17	0	24	5
Better Days (NEIKED x Mae Muller x Polo G)	NEIKED, Mae Muller, Polo G	3	2021	9	24	4091	0	421040617	105	2	73	13	1	110	NA	Minor	72	67	68	0	0	14	4
Life Goes On	Oliver Tree	1	2020	7	17	2868	0	501541661	43	15	116	0	NA	80	NA	Major	70	57	49	19	0	12	8
Sad Girlz Luv Money Remix (feat. Kali Uchis)	Kali Uchis, Amaarae, Moliy	3	2021	9	16	3643	0	354065229	69	3	70	0	3	110	C#	Minor	86	31	53	43	0	11	6
Butter	BTS	1	2021	5	21	4779	6	1143647827	180	135	223	0	5	110	G#	Major	79	70	36	0	0	6	11
pushin P (feat. Young Thug)	Young Thug, Future, Gunna	3	2022	1	7	3517	0	311395144	54	28	43	0	0	78	C#	Minor	77	49	42	1	1	13	19
You Right	Doja Cat, The Weeknd	2	2021	6	24	5073	0	672656250	83	9	100	0	4	129	G#	Major	83	44	62	2	0	8	6
deja vu	Olivia Rodrigo	1	2021	4	1	7545	4	1256880657	117	39	141	0	46	181	A	Major	44	22	60	61	0	42	9
Dynamite	BTS	1	2020	8	21	8528	5	1692897992	239	163	583	0	NA	114	F#	Minor	75	74	77	1	0	9	10
TO THE MOON	Jnr Choi	1	2021	11	5	2979	0	245095641	44	0	159	0	0	144	D	Major	74	39	65	5	1	11	35
Lost in the Fire	The Weeknd, Gesaffelstein	2	2019	1	11	7731	2	686734357	110	145	447	0	46	101	D	Major	66	18	68	9	0	12	4
Salimo de Noche	Trueno, Tiago pzk	2	2021	10	21	1057	0	261414174	17	5	21	0	0	84	D	Major	67	78	63	29	0	12	5
Volando - Remix	Sech, Bad Bunny, Mora	3	2021	7	8	3272	19	610045621	101	34	70	1	2	154	F#	Major	66	63	69	21	0	11	7
Leave The Door Open	Bruno Mars, Anderson .Paak, Silk Sonic	3	2021	3	5	14417	0	1115880852	237	123	569	0	10	148	F	Major	59	72	62	18	0	9	3
Knife Talk (with 21 Savage ft. Project Pat)	Drake, Project Pat, 21 Savage	3	2021	9	3	5199	0	594482982	45	43	45	0	3	146	F	Minor	85	22	37	13	0	7	30
Don't Be Shy	Ti��sto, Kar	2	2021	8	1	6026	0	566954746	171	51	187	1	21	120	B	Minor	77	51	79	20	0	26	6
Love Grows (Where My Rosemary Goes)	Edison Lighthouse	1	1970	1	1	2877	0	BPM110KeyAModeMajorDanceability53Valence75Energy69Acousticness7Instrumentalness0Liveness17Speechiness3	16	0	54	0	0	110	A	Major	53	75	69	7	0	17	3
LA FAMA (with The Weeknd)	The Weeknd, ROSAL�	2	2021	11	11	4640	3	374706940	81	93	507	6	4	136	NA	Minor	77	82	30	95	0	13	5
The Family Madrigal	Olga Merediz, Stephanie Beatriz, Encanto - Cast	3	2021	11	19	1150	0	184937148	20	38	12	0	0	141	C#	Major	59	56	63	12	0	6	36
Phantom Regret by Jim	The Weeknd	1	2022	1	7	768	0	31959571	1	1	3	0	0	108	A	Minor	46	23	48	75	30	14	4
Dos Oruguitas	Sebastian Yatra	1	2021	11	19	925	0	167076418	24	47	74	0	0	94	NA	Major	42	47	36	76	0	9	5
Freaks	Surf Curse	1	2015	5	10	3006	3	824420218	23	21	121	0	13	180	A	Major	35	41	94	0	63	5	5
Acapulco	Jason Derulo	1	2021	9	1	3098	0	363467642	111	5	182	1	0	122	A#	Major	77	51	79	5	0	16	5
Daddy Issues	The Neighbourhood	1	2015	10	30	9771	4	1127468248	42	70	384	0	3	85	A#	Major	59	33	52	7	15	12	3
thought i was playing	21 Savage, Gunna	2	2022	1	7	807	0	60680939	3	0	5	0	0	148	C#	Major	68	29	73	0	0	7	7
ELEVEN	IVE	1	2021	12	1	521	1	247737946	17	89	11	0	0	120	A	Major	83	59	73	6	0	5	11
Mood (feat. Iann Dior)	24kgoldn, Iann Dior	2	2020	7	24	12854	0	1699402402	237	27	636	0	NA	91	G	Minor	70	76	72	22	0	27	4
What Else Can I Do?	Stephanie Beatriz, Diane Guerrero	2	2021	11	19	802	0	154797871	13	27	8	0	0	120	E	Major	72	54	71	26	0	10	4
DANCE CRIP	Trueno	1	2021	11	17	731	0	198883004	14	14	24	0	4	106	NA	Major	86	86	79	11	0	8	9
Miserable Man	David Kushner	1	2022	1	7	788	0	124407432	13	0	32	1	0	110	A#	Major	63	31	35	93	0	29	3
happier	Olivia Rodrigo	1	2021	5	21	3069	4	850608354	25	46	105	0	45	169	F#	Major	39	36	45	81	0	8	13
Praise God	Kanye West	1	2021	8	29	4651	0	376333030	24	6	105	0	0	118	C#	Major	80	21	55	1	0	26	17
Get Into It (Yuh)	Doja Cat	1	2021	6	25	4999	0	516784627	43	19	73	12	0	92	G#	Minor	91	79	66	32	0	9	16
Before You Go	Lewis Capaldi	1	2019	11	1	8327	24	1608045237	205	130	625	0	25	112	D#	Major	45	19	60	63	0	9	6
Sky	Playboi Carti	1	2020	12	25	3297	3	506778838	25	3	52	0	1	140	D	Major	79	56	91	26	0	13	21
Rolling in the Deep	Adele	1	2010	11	29	35684	6	1472799873	195	125	6280	2	78	105	G#	Major	73	52	76	13	0	5	3
Sobrio	Maluma	1	2021	7	8	3506	10	513643924	103	76	100	1	1	178	F	Major	76	63	77	14	0	15	22
Peru	Ed Sheeran, Fireboy DML	2	2021	12	23	2999	0	261286503	60	17	154	0	22	108	G	Minor	96	71	42	57	0	8	9
favorite crime	Olivia Rodrigo	1	2021	5	21	3681	0	783706581	20	21	99	0	7	173	A	Major	40	19	29	86	0	34	4
Thunder	Prezioso, Gabry Ponte, LUM!X	3	2021	5	7	4846	10	422691058	54	16	259	0	13	101	C#	Major	67	40	90	3	0	34	6
The Business	Ti�<ef><bf>	1	2020	1	1	14311	0	1062345656	255	32	582	0	14	120	G#	Minor	80	24	62	41	2	11	23
positions	Ariana Grande	1	2020	10	23	8207	0	1252563873	175	55	95	0	2	144	NA	Major	73	66	80	44	0	9	12
I WANNA BE YOUR SLAVE	M��ne	1	2021	3	19	4873	0	851070493	65	88	434	3	13	133	C#	Major	75	96	61	0	0	18	4
Vai L�� Em Casa	Mar��lia Mendon��a, George Henrique &	2	2021	10	22	772	0	263894529	7	3	89	0	0	158	G#	Minor	46	62	83	53	0	97	28
The Feels	TWICE	1	2021	10	1	1150	0	345903614	20	99	44	0	2	120	A	Major	81	92	90	9	0	8	7
HEARTBREAK ANNIVERSARY	Giveon	1	2020	2	21	5398	4	951637566	111	127	210	0	37	129	NA	Major	61	59	46	56	0	13	5
No Lie	Sean Paul, Dua Lipa	2	2016	11	18	7370	0	956865266	92	127	1219	0	62	102	G	Major	74	45	89	5	0	26	13
OUT OUT (feat. Charli XCX & Saweetie)	Charli XCX, Jax Jones, Joel Corry, Saweetie	4	2021	8	13	6890	0	427486004	122	11	201	0	1	124	G#	Minor	79	79	84	2	0	5	5
Pope Is a Rockstar	SALES	1	2016	4	20	1966	0	156658366	4	2	50	0	0	90	E	Minor	73	31	45	85	24	11	3
2055	Sleepy hallow	1	2021	4	14	2226	0	624515457	29	0	44	0	0	161	F#	Minor	78	65	52	46	0	12	31
Bored	Billie Eilish	1	2017	3	30	4204	0	777765388	39	45	250	0	0	120	G	Major	60	11	33	90	0	8	5
Happier Than Ever - Edit	Billie Eilish	1	2021	7	28	1959	0	412795151	19	0	38	0	0	81	NA	Major	45	12	57	7	0	23	3
Astronaut In The Ocean	Masked Wolf	1	2019	1	1	7191	0	1138474110	146	18	478	0	7	150	E	Minor	78	47	70	18	0	15	9
Ley Seca	Anuel Aa, Jhay Cortez	2	2021	9	2	2012	0	355219175	101	12	38	0	0	105	G#	Major	76	58	84	10	0	13	10
Every Summertime	NIKI	1	2021	8	10	1211	2	290228626	30	2	5	0	6	79	F#	Major	63	76	67	38	0	6	4
Talking To The Moon	Bruno Mars	1	2010	10	4	7109	2	1062956628	5	0	862	0	0	146	C#	Minor	52	7	61	51	0	11	3
you broke me first	Tate McRae	1	2020	4	17	6638	0	1180094974	167	19	318	0	1	124	E	Major	64	8	37	79	0	9	5
The Nights	Avicii	1	2014	1	1	17354	8	1456081449	92	122	1282	0	55	126	F#	Major	53	66	85	2	0	24	4
Take My Breath	The Weeknd	1	2021	8	6	6392	0	432702334	174	73	344	0	0	121	G#	Major	75	53	74	2	0	11	5
Way 2 Sexy (with Future & Young Thug)	Drake, Future, Young Thug	3	2021	9	3	5481	0	489945871	144	30	86	0	0	136	B	Minor	80	33	60	0	0	32	14
C��	Rauw Alejandro	1	2021	6	25	2636	3	465959382	36	82	39	0	5	102	A	Minor	77	26	63	58	0	11	5
Enemy - from the series Arcane League of Legends	Imagine Dragons, League of Legends, Arcane	3	2021	10	27	824	0	1223481149	8	8	8	2	0	77	G	Major	73	54	74	23	0	41	23
Dance Monkey	Tones and I	1	2019	5	10	24529	0	2864791672	533	167	3595	6	NA	98	F#	Minor	82	54	59	69	0	18	10
Lucid Dreams	Juice WRLD	1	2017	6	15	14749	0	2288695111	188	34	710	0	5	84	B	Minor	44	22	48	38	0	33	24
Qu�� M�<ef><bf>	J Balvin, Maria Becerra	2	2021	1	28	8087	0	720825549	92	34	131	0	0	102	G#	Major	89	77	82	3	0	17	11
All of Me	John Legend	1	2013	8	1	27221	0	2086124197	308	118	4534	2	77	120	G#	Major	42	33	26	92	0	13	3
Smells Like Teen Spirit - Remastered 2021	Nirvana	1	1991	9	10	49991	9	1690192927	265	121	12367	4	160	117	C#	Major	52	73	91	0	0	11	7
Arcade	Duncan Laurence	1	2019	3	7	6646	0	991336132	107	47	584	1	NA	72	A	Minor	45	27	33	82	0	14	4
Fair Trade (with Travis Scott)	Drake, Travis Scott	2	2021	9	3	5403	6	593917618	118	116	96	0	3	168	C#	Major	67	29	47	5	0	22	26
Bar	Tini, L-Gante	2	2021	11	11	755	4	200972675	22	3	0	0	0	94	C#	Major	52	68	69	13	0	33	8
The Rumbling (TV Size)	SiM	1	2022	1	10	254	0	71014967	0	4	23	0	0	145	G#	Major	41	65	88	0	0	26	5
family ties (with Kendrick Lamar)	Kendrick Lamar, Baby Keem	2	2021	8	27	6308	5	560222750	114	15	63	0	2	134	C#	Major	71	14	61	1	0	23	33
Mr. Brightside	The Killers	1	2003	9	23	51979	15	1806617704	306	99	5063	2	120	148	C#	Major	35	24	93	0	0	10	8
Blessed-Cursed	ENHYPEN	1	2022	1	10	246	0	77337771	2	12	10	0	0	127	E	Minor	60	40	89	9	0	60	6
AM Remix	J Balvin, Nio Garcia, Bad Bunny	3	2021	6	24	6556	0	528544703	93	5	67	1	0	172	F#	Minor	74	79	66	11	0	8	16
Streets	Doja Cat	1	2019	11	7	5728	0	865640097	85	87	179	0	12	90	B	Major	75	19	46	21	4	34	8
Shallow	Lady Gaga, Bradley Cooper	2	2018	9	27	16636	12	2159346687	368	155	2854	6	121	96	G	Major	57	30	40	38	0	26	3
Polaroid Love	ENHYPEN	1	2022	1	10	461	0	211372494	10	56	17	0	0	138	G	Minor	74	65	67	46	0	36	4
Leave Before You Love Me (with Jonas Brothers)	Marshmello, Jonas Brothers	2	2021	4	28	4893	4	651732901	143	24	110	0	70	120	G	Major	72	67	72	0	0	13	4
Permission to Dance	BTS	1	2021	7	9	1801	2	608334048	77	134	74	0	2	125	A	Major	70	65	74	1	0	34	4
Friday (feat. Mufasa & Hypeman) - Dopamine Re-Edit	Riton, Nightcrawlers, Mufasa & Hypeman, Dopamine	4	2021	1	15	12043	0	863756573	209	54	710	0	18	123	D	Major	82	80	86	1	0	30	13
RAPSTAR	Polo G	1	2021	4	9	4731	0	797402345	141	12	78	0	0	81	F#	Major	79	44	54	41	0	13	24
'Till I Collapse	Eminem, Nate Dogg	2	2002	5	26	22923	0	1695712020	78	46	2515	1	0	171	C#	Major	55	10	85	7	0	8	20
Memories	Maroon 5	1	2019	9	20	9974	2	1759567999	272	67	1066	1	19	91	B	Major	77	60	32	84	0	8	5
Se Le Ve	Arcangel, De La Ghetto, Justin Quiles, Lenny Tav��rez, Sech, Dalex, Dimelo Flow, Rich Music	8	2021	8	12	1560	0	223319934	72	0	0	0	0	84	G	Minor	56	61	76	10	0	14	11
25k jacket (feat. Lil Baby)	Gunna, Lil Baby	2	2022	1	7	620	0	54937991	17	3	3	0	0	115	F	Minor	90	74	54	16	0	13	28
When I���m Gone (with Katy	Katy Perry, Alesso	2	2021	12	29	3270	0	226897599	89	21	65	0	0	125	NA	Major	69	70	89	4	0	49	3
Esque��a-Me Se For C	Mar��lia Mendon��a, Maiara &	2	2021	10	14	580	0	258316038	24	92	93	0	0	122	F#	Minor	80	62	69	28	0	13	7
Mi��n	Tini, Maria Becerra	2	2021	4	29	3406	16	596152090	61	23	70	1	0	92	D	Major	85	92	54	16	0	29	7
S��	Anuel Aa, Myke Towers, Jhay Cortez	3	2021	11	18	903	0	177129919	30	26	15	0	0	90	F#	Minor	63	75	75	17	0	11	8
MAMIII	Karol G, Becky G	2	2022	2	10	6809	28	716591492	151	102	175	5	29	94	E	Minor	84	90	70	9	0	14	8
Still D.R.E.	Dr. Dre, Snoop Dogg	2	1999	1	1	33966	0	1210599487	141	78	6591	1	0	93	B	Major	81	53	78	18	0	6	24
Stay Alive (Prod. SUGA of BTS)	Jung Kook	1	2022	2	11	590	5	246376690	4	113	20	0	1	130	D	Minor	51	50	76	30	0	10	7
Boyfriend	Dove Cameron	1	2022	2	11	3766	0	496311364	76	0	102	0	2	180	G	Minor	35	23	61	23	0	19	6
The Joker And The Queen (feat. Taylor Swift)	Ed Sheeran, Taylor Swift	2	2022	2	11	1430	0	146789379	46	1	34	0	0	134	NA	Major	53	31	31	92	0	28	3
The Next Episode	Dr. Dre, Snoop Dogg	2	1999	1	1	31762	0	843309044	142	40	5451	1	953	95	D#	Minor	92	31	89	3	0	8	25
Light Switch	Charlie Puth	1	2022	1	19	4049	0	500340342	119	6	85	1	1	184	F#	Major	69	91	63	11	0	9	31
City of Gods	Kanye West, Alicia Keys, Fivio Foreign	3	2022	2	11	2096	0	107255472	34	3	30	0	0	147	G#	Minor	47	50	80	10	0	32	38
Brividi	Mahmood, Blanco	2	2022	2	2	1175	0	135079152	34	1	31	0	0	123	G	Major	52	44	60	40	0	26	3
Lost	Frank Ocean	1	2012	1	1	29499	11	822239726	124	27	587	0	4	123	A#	Minor	91	49	61	3	0	17	22
In Da Club	50 Cent	1	2002	1	1	30427	7	1202722675	235	106	5221	1	35	90	F#	Minor	90	79	71	26	0	7	37
she's all i wanna be	Tate McRae	1	2022	2	4	2711	0	343197054	105	12	51	0	12	160	D	Minor	61	65	64	1	0	12	4
Ginseng Strip 2002	Yung Lean	1	2013	8	16	4310	0	240769997	13	0	113	1	3	115	C#	Major	60	37	71	8	0	48	4
All For Us - from the HBO Original Series Euphoria	Labrinth, Zendaya	2	2019	8	4	5342	0	426204830	33	123	7	0	4	141	D#	Major	37	17	67	2	0	34	9
Notion	The Rare Occasions	1	2016	8	5	2393	0	421135627	22	13	65	0	6	160	A	Major	31	30	88	7	0	8	8
Formula	Labrinth	1	2019	10	4	3444	7	554875730	24	85	102	0	1	145	B	Major	57	23	66	4	6	15	4
Mount Everest	Labrinth	1	2019	6	21	5443	0	467727006	45	1	80	0	12	89	NA	Minor	46	43	43	23	8	8	22
Excuses	Intense, AP Dhillon, Gurinder Gill	3	2020	7	24	272	4	327498031	7	21	2	0	0	95	F	Minor	84	49	72	8	0	15	8
Cigarettes	Juice WRLD	1	2021	12	10	975	0	185408548	11	0	10	0	0	160	D	Major	60	47	62	3	0	38	4
Cay�� La Noche (feat. Cruz Cafun��, Abhir Hathi, Bejo, EL IMA)	Quevedo, La Pantera, Juseph, Cruz Cafun��, B��jo, Abhir Hathi	7	2022	1	14	1034	1	245400167	19	5	12	0	0	174	F	Minor	67	74	75	44	0	7	30
California Love - Original Version (Explicit)	Dr. Dre, 2Pac, Roger	3	1995	12	28	18773	0	579395142	128	17	1663	0	0	92	G	Major	77	76	84	3	0	38	4
Forgot About Dre	Eminem, Dr. Dre	2	1999	1	1	19067	0	675039469	78	15	1674	0	3	134	G#	Major	93	61	74	9	0	17	8
Down Under (feat. Colin Hay)	Luude, Colin Hay	2	2021	11	19	3541	2	252871192	57	13	50	1	7	172	B	Minor	31	4	86	1	0	28	17
Mujeriego	Ryan Castro	1	2021	12	17	1492	0	231996128	44	63	91	0	24	80	A	Major	76	92	62	6	0	8	13
HUMBLE.	Kendrick Lamar	1	2017	3	30	33206	1	1929770265	284	114	1481	0	5	150	C#	Minor	91	42	60	0	0	9	12
Stan	Eminem, Dido	2	1999	11	21	17115	0	918915401	83	63	4180	0	0	80	F#	Minor	78	53	74	4	0	45	21
Contection	GODZZ__-, Zakaria	2	2020	1	16	6955	0	1180896317	65	45	398	0	1	166	A#	Minor	81	83	75	14	0	29	34
Swim	Chase Atlantic	1	2017	10	4	2742	0	498960285	5	1	62	0	0	120	G#	Major	67	8	54	27	0	8	4
A Tu Merced	Bad Bunny	1	2020	2	29	4214	11	685071800	21	20	40	0	0	92	NA	Major	86	89	79	17	0	11	6
Numb Little Bug	Em Beihold	1	2022	1	28	2026	0	258714692	47	3	42	12	6	85	G#	Minor	74	61	52	30	0	26	9
212	Mainstreet, Chefin	2	2022	1	15	352	0	143139338	10	0	39	0	0	154	D	Minor	79	86	52	66	0	9	7
Problem�	Alvaro Diaz, Rauw Alejandro	2	2021	10	22	1517	0	209768491	42	7	15	0	4	92	D	Minor	73	37	74	28	0	14	6
Bussin	Nicki Minaj, Lil Baby	2	2022	2	11	847	0	64714573	25	0	14	0	0	140	B	Major	89	75	70	6	0	13	5
Worst Day	Future	1	2022	2	11	910	0	50746620	20	3	24	0	0	89	C#	Major	65	60	60	11	0	10	40
Malvada	Z�� Fe	1	2022	1	28	601	0	154119539	28	73	64	0	0	135	F	Minor	89	89	86	16	0	8	5
Hrs and Hrs	Muni Long	1	2021	11	19	1800	0	181328253	43	36	46	13	4	140	G#	Minor	51	66	53	60	0	11	18
Alien Blues	Vundabar	1	2015	7	24	1930	0	370068639	3	0	28	0	1	82	D#	Major	47	44	76	8	91	9	3
Thinking Out Loud	Ed Sheeran	1	2014	1	1	33032	0	2280566092	363	129	3895	0	28	79	D	Major	78	58	45	47	0	18	3
Still Don't Know My Name	Labrinth	1	2019	10	4	6332	0	563902868	47	116	266	0	0	88	F	Major	31	31	63	47	27	21	12
Christmas Tree	V	1	2021	12	24	509	9	317622165	8	106	6	0	8	139	F	Major	44	18	38	70	0	12	4
Mal Feito - Ao Vivo	Mar��lia Mendon��a, Hugo & G	2	2022	1	14	971	2	291709698	35	104	93	1	0	124	NA	Minor	73	68	83	55	0	90	7
When I R.I.P.	Labrinth	1	2019	10	4	2578	0	203680270	8	67	66	0	0	80	G#	Minor	39	45	55	73	0	9	21
Do We Have A Problem?	Nicki Minaj, Lil Baby	2	2022	2	4	1064	0	81350745	42	1	26	0	0	120	C#	Minor	84	54	51	47	0	12	40
Forever	Labrinth	1	2019	10	4	3618	0	282883169	21	86	138	0	2	80	E	Minor	56	19	46	92	72	11	3
Gospel (with Eminem)	Eminem, Dr. Dre	2	2022	2	4	1040	0	64787943	8	0	29	0	0	117	C#	Major	92	62	86	11	0	24	24
Se��o	Shawn Mendes, Camila Cabello	2	2019	6	19	15010	2	2484812918	453	50	1785	1	8	117	A	Minor	76	77	52	4	0	8	3
NEW MAGIC WAND	Tyler, The Creator	2	2019	5	16	4708	0	461437791	13	7	55	0	1	140	F	Minor	62	46	73	10	0	67	11
Adore You	Harry Styles	1	2019	12	6	13454	1	1439191367	246	71	519	2	5	99	G#	Major	68	57	77	2	0	10	5
La Santa	Daddy Yankee, Bad Bunny	2	2020	2	29	4890	20	759208783	52	42	100	0	0	93	C#	Major	74	59	87	3	0	8	5
Something In The Way - Remastered 2021	Nirvana	1	1991	9	24	9514	0	368646862	45	27	1197	0	43	106	G#	Major	44	8	20	74	42	11	3
Sweetest Pie	Dua Lipa, Megan Thee Stallion	2	2022	3	11	3501	0	299634472	69	2	51	11	0	124	G	Major	81	68	63	17	0	10	22
Bam Bam (feat. Ed Sheeran)	Camila Cabello, Ed Sheeran	2	2022	3	4	6111	4	756907987	185	40	492	9	35	95	G#	Major	76	96	70	18	0	33	4
Una Noche en Medell�	Cris Mj	1	2022	1	21	5415	32	682475162	46	16	53	1	2	96	A#	Minor	87	82	53	10	0	5	8
Envolver	Anitta	1	2021	11	11	4673	2	546191065	123	113	180	1	4	92	E	Minor	81	40	73	15	0	9	8
Starlight	Dave	1	2022	3	3	1856	3	229473310	29	40	31	1	1	124	G	Major	95	36	37	35	0	10	28
Hati-Hati di Jalan	Tulus	1	2022	3	3	200	2	202677468	12	4	0	0	0	72	F#	Major	64	76	44	70	9	12	4
I'm Tired - From "Euphoria" An Original HBO Series	Labrinth	1	2022	2	4	1888	0	121913181	26	1	58	0	0	71	NA	Minor	28	26	20	19	0	30	3
DAN��A	Mc Pedrinho, Pedro Sampaio	2	2022	2	1	911	2	208166039	45	0	99	1	1	135	A	Minor	78	55	57	4	0	10	8
Yo Voy (feat. Daddy Yankee)	Zion & Lennox	1	2004	5	4	2954	2	527033089	18	82	0	0	5	95	A#	Major	81	56	70	4	0	5	24
Residente: Bzrp Music Sessions, Vol. 49	Residente, Bizarrap	2	2022	3	3	461	0	94616487	7	11	13	0	0	71	C#	Minor	59	70	74	56	0	11	40
Jordan	Ryan Castro	1	2021	4	30	2844	2	394030335	29	2	35	1	0	180	A#	Minor	80	71	68	6	0	10	37
Nail Tech	Jack Harlow	1	2022	2	18	2939	0	193443895	42	0	24	0	0	150	E	Minor	65	11	58	0	0	12	9
Chale	Eden Mu�<ef>	1	2022	2	18	695	11	299648208	16	41	13	1	1	189	G#	Major	55	86	44	40	0	7	4
DARARI	Treasure	1	2022	2	15	328	0	182978249	10	21	7	0	9	85	NA	Major	72	55	64	49	0	7	4
Ya No Somos Ni Seremos	Christian Nodal	1	2022	2	18	866	16	319757142	27	84	32	7	11	140	G	Major	59	73	45	44	0	34	3
Thinking with My Dick	Kevin Gates, Juicy J	2	2013	7	16	1550	0	109091573	0	0	14	0	0	81	NA	Major	77	68	70	6	0	17	20
Freaky Deaky	Tyga, Doja Cat	2	2022	2	25	1729	0	153240879	26	1	19	0	0	104	D	Minor	80	24	65	2	0	9	4
this is what falling in love feels like	JVKE	1	2021	9	3	2005	0	346127840	16	5	43	0	7	129	B	Major	42	33	44	62	0	8	6
La Zona	Bad Bunny	1	2020	2	29	1188	0	312622938	13	1	15	0	1	94	C#	Minor	76	81	80	20	0	25	4
Bohemian Rhapsody - Remastered 2011	Queen	1	1975	10	31	40112	3	2197010679	321	162	5691	8	17	71	NA	Minor	41	23	40	27	0	30	5
Hope	XXXTENTACION	1	2018	3	16	3659	0	1200808494	11	10	267	0	7	146	A	Minor	59	23	46	66	0	15	6
Levitating	Dua Lipa	1	2020	3	27	9833	0	797196073	233	82	531	1	1	103	F#	Minor	69	90	88	5	0	29	8
Wake Me Up - Radio Edit	Avicii	1	2013	1	1	50887	34	1970673297	315	160	6284	1	46	124	D	Major	53	66	78	0	0	16	5
jealousy, jealousy	Olivia Rodrigo	1	2021	5	21	3257	0	665765558	10	0	70	0	0	164	A#	Minor	70	71	58	24	0	7	13
Mon��y so	YEAT	1	2021	9	10	1473	0	263779030	2	0	12	0	10	138	D	Major	69	35	57	12	0	10	9
Demasiadas Mujeres	C. Tangana	1	2020	10	8	2226	0	339473453	36	2	11	0	14	126	A	Minor	67	37	46	13	0	10	39
Something Just Like This	The Chainsmokers, Coldplay	2	2017	2	22	23375	21	2204080728	336	188	2692	3	30	103	B	Minor	61	47	65	3	0	17	4
Closer	The Chainsmokers, Halsey	2	2016	5	31	28032	0	2591224264	315	159	2179	0	44	95	G#	Major	75	64	52	41	0	11	3
O.O	NMIXX	1	2022	2	22	290	0	135444283	9	66	10	0	0	200	B	Minor	39	28	77	4	0	6	29
Somebody That I Used To Know	Gotye, Kimbra	2	2011	1	1	42798	0	1457139296	217	136	6508	1	NA	129	NA	Major	86	75	52	54	0	10	4
Tom's Diner	AnnenMayKantereit, Giant Rooks	2	2019	6	28	2605	0	236872197	15	48	50	0	3	98	F#	Minor	68	33	43	38	0	36	14
First Class	Jack Harlow	1	2022	4	8	8737	0	694525298	163	32	137	15	12	107	G#	Major	91	32	56	3	0	11	10
Plan A	Paulo Londra	1	2022	3	23	1105	0	240661097	32	0	19	0	0	174	NA	Major	58	56	83	5	0	7	4
Fuera del mercado	Danny Ocean	1	2022	2	17	2499	21	421365166	68	24	43	1	0	92	G#	Major	45	27	67	32	0	13	14
X ��LTIMA	Daddy Yankee, Bad Bunny	2	2022	3	25	2697	1	349746291	55	3	32	0	0	90	G	Major	81	59	83	9	0	11	5
When You're Gone	Shawn Mendes	1	2022	3	31	2092	0	255120451	75	11	44	0	14	147	F	Major	60	58	69	2	0	58	4
In My Head	Lil Tjay	1	2022	4	1	1185	0	190981339	21	0	31	0	0	143	C#	Major	68	41	55	16	0	10	12
Wait a Minute!	Willow	1	2015	1	11	11985	0	924193303	79	80	250	3	10	101	D#	Minor	76	63	71	3	0	10	3
LOVE DIVE	IVE	1	2022	4	5	753	8	305771063	28	124	13	0	1	118	C#	Minor	70	54	71	0	0	33	4
Pantysito	Feid, Alejo, Robi	3	2022	3	18	2995	0	273005485	49	17	30	0	0	98	G	Minor	83	63	74	14	0	16	6
Chance	Paulo Londra	1	2022	4	6	225	0	89566512	11	0	7	0	0	138	C#	Minor	72	22	46	24	0	9	6
Cool for the Summer	Demi Lovato	1	2015	1	1	9243	0	677389855	155	5	577	0	6	114	F	Minor	59	30	62	1	0	8	4
psychofreak (feat. WILLOW)	Camila Cabello, Willow	2	2022	4	7	918	0	75476209	24	0	52	0	0	180	G	Minor	63	45	64	34	0	9	8
Angel Baby	Troye Sivan	1	2021	9	9	1959	9	408843328	52	25	32	0	10	145	B	Major	56	41	57	1	0	13	3
Vampiro	Matu��, Wiu,	3	2022	1	30	540	4	187772591	26	3	39	0	0	115	G#	Minor	78	63	64	1	0	7	4
Si Quieren Frontear	De La Ghetto, Duki, Quevedo	3	2022	3	31	859	0	178512385	14	0	11	0	0	82	A#	Major	79	48	84	13	0	21	23
Right On	Lil Baby	1	2022	4	8	1116	0	101780047	31	9	15	0	1	166	D	Major	70	22	61	2	0	10	34
Me Arrepent<ef><bf>	Ak4:20, Cris Mj, Pailita	3	2022	3	30	273	2	118381354	12	2	4	0	0	92	NA	Major	86	91	79	29	0	60	16
That's Hilarious	Charlie Puth	1	2022	4	8	686	2	146363130	11	6	12	0	15	108	F#	Major	71	55	44	74	0	11	6
Soy El Unico	Yahritza Y Su Esencia	1	2022	3	25	226	0	126443991	5	0	4	0	1	84	E	Minor	71	63	45	45	0	11	3
RUMBAT�	Daddy Yankee	1	2022	3	25	1264	0	157990698	20	4	52	0	1	95	D#	Minor	69	90	91	6	0	35	4
sentaDONA (Remix) s2	Lu��sa Sonza, MC Frog, Dj Gabriel do Borel, Davi K	4	2022	3	17	870	0	176290831	32	0	49	0	0	135	D#	Minor	93	77	45	25	0	13	27
Falling	Harry Styles	1	2019	12	13	7556	0	1023187129	124	24	254	0	8	110	E	Major	57	6	27	84	0	9	3
Sigue	Ed Sheeran, J Balvin	2	1996	11	24	1370	0	106933107	46	8	60	0	0	88	G	Major	89	59	64	5	0	19	7
Fim de Semana no Rio	teto	1	2022	3	30	315	2	139193812	27	2	31	0	0	119	C#	Minor	87	28	50	12	0	10	10
MANIAC	Stray Kids	1	2022	3	18	651	0	212234990	6	188	20	0	0	120	C#	Major	58	71	80	15	0	7	41
There's Nothing Holdin' Me Back	Shawn Mendes	1	2016	9	23	12382	0	1714490998	229	57	1370	2	71	122	D	Major	86	97	80	36	0	9	6
IDGAF (with blackbear)	Blackbear, BoyWithUke	2	2022	3	18	625	0	197643795	10	2	13	0	1	98	F	Major	78	83	75	41	0	27	8
Golden	Harry Styles	1	2019	12	13	8429	1	807015863	85	24	200	0	2	140	E	Minor	45	25	84	21	0	13	6
Get Lucky - Radio Edit	Pharrell Williams, Nile Rodgers, Daft Punk	3	2013	1	1	52898	0	933815613	203	1	8215	0	0	116	F#	Minor	79	87	81	4	0	10	4
Ain't Shit	Doja Cat	1	2021	6	25	3436	0	499710590	32	6	46	0	1	124	D#	Major	86	62	49	51	0	35	21
Nobody Like U - From "Turning Red"	Jordan Fisher, Josh Levi, Finneas O'Connell, 4*TOWN (From Disney and Pixar���s Turning Red), Topher Ngo, Grayson Vill	6	2022	2	25	918	0	120847157	34	39	30	0	0	105	A	Minor	91	73	72	13	0	9	15
Still Life	BIGBANG	1	2022	4	5	181	0	53909146	16	14	7	0	0	118	G#	Major	68	24	58	44	0	6	3
Photograph	Ed Sheeran	1	2014	6	20	18778	3	2236667932	228	105	2453	0	84	108	E	Major	61	20	38	61	0	10	5
Love Yourself	Justin Bieber	1	2015	11	9	22730	5	2123309722	289	87	2430	0	36	100	E	Major	61	53	38	84	0	28	44
N95	Kendrick Lamar	1	2022	5	13	5542	0	301242089	52	16	65	0	206	140	D#	Minor	81	39	66	38	0	12	14
About Damn Time	Lizzo	1	2022	4	14	9021	0	723894473	242	49	272	21	24	109	A#	Minor	84	72	74	10	0	34	7
Die Hard	Kendrick Lamar, Blxst, Amanda Reifer	3	2022	5	13	4627	0	237351106	38	13	32	0	0	101	C#	Minor	78	40	74	36	0	17	27
Despu��s de la P	Bad Bunny	1	2022	5	6	2229	0	461558540	27	44	24	0	5	78	F	Major	56	61	90	36	0	18	31
Un Ratito	Bad Bunny	1	2022	5	6	1112	6	417230415	7	30	13	1	1	93	NA	Minor	79	22	55	31	0	12	5
United In Grief	Kendrick Lamar	1	2022	5	13	2575	0	156898322	4	5	12	0	51	87	G#	Major	52	32	83	24	0	17	43
Father Time (feat. Sampha)	Kendrick Lamar, Sampha	2	2022	5	13	3107	0	127309180	4	0	22	0	0	153	A#	Minor	55	50	78	19	0	11	35
Yo No Soy Celoso	Bad Bunny	1	2022	5	6	1179	0	313113297	7	21	11	0	0	142	NA	Major	87	93	59	28	0	17	5
Rich Spirit	Kendrick Lamar	1	2022	5	13	3486	0	173702135	20	10	33	0	0	96	A#	Minor	85	41	43	39	0	12	21
Cooped Up (with Roddy Ricch)	Post Malone, Roddy Ricch	2	2022	5	12	2942	0	271666301	42	28	43	0	0	125	NA	Major	50	39	78	4	0	11	33
Me Fui de Vacaciones	Bad Bunny	1	2022	5	6	1443	0	305650299	9	11	22	1	0	85	A#	Major	71	43	65	23	0	9	5
Silent Hill	Kendrick Lamar, Kodak Black	2	2022	5	13	3028	0	123216717	22	0	23	0	0	140	C#	Minor	92	78	57	46	0	14	9
La Corriente	Tony Dize, Bad Bunny	2	2022	5	6	1796	8	479655659	8	25	18	1	0	196	B	Minor	66	58	79	23	0	22	20
Count Me Out	Kendrick Lamar	1	2022	5	13	2729	0	126191104	3	7	13	0	1	134	G	Major	78	51	43	69	0	14	9
Andrea	Buscabulla, Bad Bunny	2	2022	5	6	1195	0	344055883	8	30	13	1	1	103	C#	Minor	80	45	62	76	0	10	38
Dos Mil 16	Bad Bunny	1	2022	5	6	892	3	338422004	10	24	11	0	0	130	C#	Major	82	50	67	12	0	13	5
We Cry Together	Kendrick Lamar, Taylour Paige	2	2022	5	13	1635	0	68895644	4	1	6	0	0	108	B	Major	65	52	69	31	0	8	36
Savior	Kendrick Lamar, Sam Dew, Baby Keem	3	2022	5	13	2291	0	86176890	9	0	8	0	0	123	G#	Major	61	66	71	53	0	32	46
Un Coco	Bad Bunny	1	2022	5	6	1029	28	403231558	5	28	9	0	0	152	B	Major	84	74	69	21	0	18	6
Otro Atardecer	Bad Bunny, The Mar�<ef>	2	2022	5	6	1681	7	319546754	10	30	13	0	33	108	D	Major	78	55	60	59	0	7	4
Worldwide Steppers	Kendrick Lamar	1	2022	5	13	1480	0	61739839	1	0	5	0	0	72	A#	Minor	56	56	47	76	0	8	36
Aguacero	Bad Bunny	1	2022	5	6	829	0	283359161	4	15	10	0	0	121	F#	Minor	86	67	65	42	0	35	7
Purple Hearts	Kendrick Lamar, Ghostface Killah, Summer Walker	3	2022	5	13	2308	0	76831876	7	0	7	0	0	138	D#	Minor	57	71	82	19	0	15	29
Un Verano Sin Ti	Bad Bunny	1	2022	5	6	1004	1	283332261	8	12	9	0	0	188	F	Minor	50	41	50	69	0	12	6
ULTRA SOLO	Polima WestCoast, Pailita	2	2022	2	14	1367	0	307752576	48	4	34	1	0	110	C#	Major	80	26	85	23	0	11	21
Ens����ame	Bad Bunny	1	2022	5	6	1112	3	279737940	7	25	12	0	0	105	G#	Major	81	77	79	19	0	47	8
El Apag�	Bad Bunny	1	2022	5	6	1209	0	212351890	9	7	14	0	1	118	G#	Major	63	60	70	5	0	9	31
Callaita	Bad Bunny, Tainy	2	2019	5	31	9539	15	1304313953	162	116	355	7	0	176	D	Major	61	24	62	60	0	24	31
Dua Lipa	Jack Harlow	1	2022	5	6	1992	0	150500965	35	0	3	0	0	158	B	Major	83	41	65	0	10	11	8
Agosto	Bad Bunny	1	2022	5	6	897	0	246127838	6	20	8	0	0	115	C#	Minor	85	72	58	9	0	49	12
House Of Memories	Panic! At The Disco	1	2016	1	15	2948	0	582863434	10	2	150	0	0	110	B	Minor	51	48	82	0	0	5	3
Mr. Morale	Kendrick Lamar, Tanna Leone	2	2022	5	13	1860	0	58687425	1	0	3	0	0	174	A	Major	73	26	54	30	0	34	32
That That (prod. & feat. SUGA of BTS)	PSY, Suga	2	2022	4	29	802	0	212109195	16	81	23	0	0	130	E	Major	91	91	96	3	0	3	9
In The Stars	Benson Boone	1	2022	4	29	2224	8	382199619	48	40	87	1	210	78	A#	Major	36	30	54	34	0	14	5
Rich - Interlude	Kendrick Lamar	1	2022	5	13	1103	0	41210087	0	0	0	0	0	104	G	Major	44	74	42	88	0	9	9
SUPERMODEL	M��ne	1	2022	5	13	2265	0	231657891	93	12	173	11	3	121	G	Major	64	80	88	0	0	12	6
Stefania (Kalush Orchestra)	KALUSH	1	2022	3	10	555	0	53729194	10	4	4	0	0	105	D	Major	83	32	82	14	0	12	4
Thousand Miles	The Kid Laroi	1	2022	4	22	2050	0	244741137	52	9	46	0	1	81	G	Major	38	20	66	9	0	9	8
Crown	Kendrick Lamar	1	2022	5	13	1493	0	42485571	2	0	10	0	0	170	C#	Minor	37	14	24	80	0	11	4
Auntie Diaries	Kendrick Lamar	1	2022	5	13	1545	0	37778188	1	0	4	0	0	78	G	Major	43	60	38	76	1	48	38
PUFFIN ON ZOOTIEZ	Future	1	2022	4	29	2350	0	254218729	28	42	23	0	0	125	G#	Major	88	28	66	6	0	13	31
Mirror	Kendrick Lamar	1	2022	5	13	1929	0	53603447	2	0	4	0	0	92	E	Minor	66	29	65	23	0	8	7
Beautiful Girl	Luciano	1	2022	4	22	710	4	160035717	16	11	18	0	0	140	B	Minor	84	61	42	31	0	9	9
Paulo Londra: Bzrp Music Sessions, Vol. 23	Bizarrap, Paulo Londra	2	2022	4	25	928	0	164163229	19	0	7	0	0	96	NA	Major	61	32	90	25	0	10	9
Savior - Interlude	Kendrick Lamar	1	2022	5	13	1194	0	37091576	0	0	3	0	0	118	F	Minor	66	83	43	84	0	19	19
Pasoori	Shae Gill, Ali Sethi	2	2022	2	6	349	6	284249832	10	22	3	0	0	92	B	Minor	71	67	60	7	0	6	4
Mother I Sober (feat. Beth Gibbons of Portishead)	Kendrick Lamar, Beth Gibbons	2	2022	5	13	1890	0	33381454	3	0	2	0	0	140	G#	Minor	49	50	37	87	0	11	35
TUS L��GR	Sech, Mora	2	2022	4	1	1308	2	184622518	23	16	9	0	5	174	C#	Major	68	45	71	18	0	11	25
Where Did You Go?	MNEK, Jax Jones	2	2022	1	26	4531	0	300983101	135	74	119	1	18	127	A#	Major	77	53	78	19	0	29	4
I Tried to Tell Y'all	Ugly Dray, Tesla Jnr	2	2022	5	6	1657	0	121077868	15	3	3	0	0	96	B	Major	71	37	52	62	0	11	36
Honest (feat. Don Toliver)	Justin Bieber, Don Toliver	2	2022	4	29	1351	0	106919680	26	1	17	0	0	150	G#	Minor	82	82	66	13	0	11	6
ZOOM	Jessi	1	2022	4	13	608	0	136996305	5	29	14	0	0	100	F#	Major	87	46	60	1	0	13	16
SloMo	Chanel	1	2021	12	24	1211	0	65719930	31	0	19	0	2	105	C#	Minor	73	59	81	13	0	9	6
FEARLESS	LE SSERAFIM	1	2022	5	2	629	0	229497852	18	75	9	0	0	104	G	Major	86	43	62	5	0	13	14
10 Things I Hate About You	Leah Kate	1	2022	3	23	1301	0	185550869	23	1	15	0	0	154	G#	Major	54	45	79	1	0	17	5
SPACE MAN	Sam Ryder	1	2022	2	22	1329	0	54682594	42	51	32	0	0	80	B	Major	47	33	83	18	0	10	5
With you	HA SUNG WOON, Jimin	2	2022	4	24	343	2	240580042	4	35	11	1	1	150	D#	Major	53	14	43	64	0	13	3
Iris	The Goo Goo Dolls	1	1998	3	31	13101	9	1284942608	137	5	582	0	0	156	B	Minor	32	49	72	0	0	9	4
The Heart Part 5	Kendrick Lamar	1	2022	5	8	2939	0	71423324	29	0	30	0	0	98	G#	Minor	76	79	81	18	0	6	34
San Lucas	Kevin Kaarl	1	2019	11	7	407	1	244891912	5	0	5	0	0	92	G	Major	58	27	36	86	0	9	3
This Love (Taylor���s Ve	Taylor Swift	1	2022	5	6	1492	0	132171975	26	2	15	0	2	144	E	Major	47	7	50	32	0	7	4
Good Looking	Suki Waterhouse	1	2017	10	20	2264	0	184706613	11	6	25	0	1	150	E	Major	37	27	56	8	0	13	3
Flowers	Lauren Spencer Smith	1	2021	8	9	801	0	184826429	42	9	24	1	1	138	D#	Major	70	31	44	84	0	9	39
Yet To Come	BTS	1	2022	6	10	829	0	302006641	32	110	26	0	0	172	C#	Major	56	68	89	4	0	33	19
Run BTS	BTS	1	2022	6	10	736	0	330881149	5	132	17	0	3	77	G#	Major	72	70	82	2	0	4	17
Music For a Sushi Restaurant	Harry Styles	1	2022	5	20	4449	1	334733572	80	11	66	0	1	107	B	Major	72	36	72	26	6	11	4
Matilda	Harry Styles	1	2022	5	20	3218	3	366214458	29	10	79	0	0	114	D	Major	51	39	29	90	0	10	4
For Youth	BTS	1	2022	6	10	327	0	114546317	5	40	12	0	0	117	D	Major	63	29	51	43	0	25	4
Daylight	Harry Styles	1	2022	5	20	2775	0	290833204	21	11	40	0	0	146	NA	Major	69	63	45	48	0	18	4
Vegas (From the Original Motion Picture Soundtrack ELVIS)	Doja Cat	1	2022	5	6	4576	0	448500832	79	13	93	0	17	160	G#	Minor	80	74	60	8	0	14	26
Cash In Cash Out	Pharrell Williams, Tyler, The Creator, 21 Savage	4	2022	6	10	2313	0	136676504	34	0	29	0	0	120	G	Major	88	15	56	1	0	8	6
Potion (with Dua Lipa & Young Thug)	Calvin Harris, Dua Lipa, Young Thug	3	2022	5	27	3983	0	190625045	73	45	119	0	0	100	B	Minor	82	76	70	16	0	8	5
Born Singer	BTS	1	2022	6	10	279	0	79095270	0	18	6	0	0	158	G#	Minor	60	68	84	4	0	24	11
Little Freak	Harry Styles	1	2022	5	20	2302	0	273194684	20	3	39	0	0	142	D#	Major	56	40	54	72	0	10	4
La Llevo Al Cielo (Ft. ��engo F	Nengo Flow, Anuel Aa, Chris Jedi, Chencho Corleone	4	2022	5	20	3559	3	333146475	36	1	31	0	1	170	A	Minor	80	77	85	11	0	17	14
True Love	Kanye West, XXXTENTACION	2	2022	5	27	2129	0	194902696	23	1	44	1	0	84	F	Minor	71	39	86	2	0	51	25
Satellite	Harry Styles	1	2022	5	20	3291	5	311482393	43	28	79	0	208	139	NA	Major	58	30	46	14	0	9	3
Pass The Dutchie	Musical Youth	1	1982	1	1	5328	0	195918494	54	76	900	0	0	151	G	Major	73	88	67	20	0	32	5
Villano Antillano: Bzrp Music Sessions, Vol. 51	Bizarrap, Villano Antillano	2	2022	6	8	1401	0	248511839	26	16	17	0	1	128	C#	Minor	82	42	75	6	0	63	6
Love Of My Life	Harry Styles	1	2022	5	20	1933	0	233671263	13	2	31	0	0	118	G	Major	56	20	54	67	0	6	5
Grapejuice	Harry Styles	1	2022	5	20	1986	0	199587884	7	1	15	0	0	183	F	Major	65	88	72	36	14	20	3
So Good	Halsey	1	2022	6	9	1057	0	91781263	51	14	19	0	0	83	D#	Minor	63	29	62	4	0	18	4
Belly Dancer	BYOR, Imanbek	2	2022	2	18	5115	13	383835984	109	38	301	1	33	122	C#	Major	85	42	80	6	0	17	14
Keep Driving	Harry Styles	1	2022	5	20	2094	1	236060709	8	1	18	0	0	165	A	Major	72	90	48	32	0	18	23
Cinema	Harry Styles	1	2022	5	20	2171	0	189236868	18	1	28	0	0	106	A	Minor	83	90	64	35	5	9	4
Die Young (feat. 347aidan)	Sleepy hallow, 347aidan	2	2022	5	25	896	0	160845341	19	0	15	0	0	77	B	Major	81	68	58	83	0	11	34
Only Love Can Hurt Like This	Paloma Faith	1	2014	1	1	5148	0	588955257	90	22	365	0	114	91	G#	Major	57	30	89	10	0	33	8
Hold My Hand	Lady Gaga	1	2022	5	3	2528	0	238350348	63	8	270	2	105	148	G	Major	51	21	63	5	0	41	3
Daydreaming	Harry Styles	1	2022	5	20	1900	1	187703102	15	1	23	0	0	114	E	Minor	71	90	81	31	2	13	3
Numb	Marshmello, Khalid	2	2022	6	10	3879	2	295307001	107	76	86	1	9	120	NA	Minor	91	63	77	12	1	10	5
Nos Comemos (feat. Ozuna)	Ozuna, Tiago pzk	2	2022	6	2	896	0	138334433	0	0	2	0	0	92	F#	Major	83	56	82	10	0	9	5
Me and Your Mama	Childish Gambino	1	2016	11	10	8775	0	445590495	33	60	107	1	0	118	F	Major	56	25	45	1	3	7	3
Crazy What Love Can Do	David Guetta, Ella Henderson, Becky Hill	3	2022	3	18	5290	0	286739476	139	73	142	0	5	123	E	Minor	60	46	71	3	0	16	4
SLOW DANCING IN THE DARK	Joji	1	2018	9	12	10211	0	1122364376	38	79	65	0	1	89	D#	Major	52	28	48	54	1	19	3
Antes de Perderte	Duki	1	2022	6	2	584	8	157136970	12	1	8	0	1	110	F	Minor	81	61	93	49	0	12	11
Boyfriends	Harry Styles	1	2022	5	20	1517	0	137070925	26	2	30	0	0	118	NA	Major	42	32	20	94	0	11	4
295	Sidhu Moose Wala	1	2021	5	15	246	4	183273246	4	106	0	0	7	90	B	Minor	68	54	76	21	0	11	20
Tak Ingin Usai	Keisya Levronka	1	2022	5	13	220	4	184807630	16	5	0	0	6	130	NA	Major	49	14	40	82	0	11	3
En El Radio Un Cochinero	Victor Cibrian	1	2022	5	13	514	0	164856284	5	36	1	0	0	154	F#	Minor	70	97	62	47	0	10	4
Master of Puppets (Remastered)	Metallica	1	1986	3	3	6080	0	704171068	112	198	406	1	0	105	E	Minor	54	59	83	0	44	20	4
BREAK MY SOUL	Beyonc<ef><bf>	1	2022	6	21	9724	0	354614964	222	61	259	14	2	115	C#	Minor	70	87	88	4	0	26	8
ULTRA SOLO REMIX	De La Ghetto, Feid, Polima WestCoast, Paloma Mami, Pailita	5	2022	6	16	2341	0	279717388	37	2	38	2	0	110	C#	Major	91	59	82	8	0	6	8
Massive	Drake	1	2022	6	17	5263	0	195628667	66	89	61	0	11	125	E	Minor	51	5	68	12	2	15	6
Betty (Get Money)	Yung Gravy	1	2022	6	10	2402	0	221752937	45	2	26	0	1	102	C#	Major	73	62	75	0	0	34	8
Ojos Marrones	Lasso	1	2022	2	6	795	11	263280370	26	18	15	1	4	120	G#	Minor	81	72	65	4	0	14	4
POP!	Nayeon	1	2022	6	24	571	0	213505179	19	21	14	0	2	97	D	Major	80	36	86	4	0	3	5
Layla	Sch��rze, DJ R	2	2022	3	24	832	3	130419412	18	124	24	1	0	140	F	Minor	44	41	92	0	0	44	7
MORE	j-hope	1	2022	7	1	565	0	155795783	6	52	11	0	0	97	D	Major	78	31	72	1	0	11	4
Sweet Child O' Mine	Guns N' Roses	1	1987	1	1	41231	1	1553497987	228	151	6720	3	99	125	F#	Major	45	67	90	9	11	10	5
Last Last	Burna Boy	1	2022	5	12	4526	12	293466523	156	275	150	3	128	88	D#	Minor	80	55	56	13	0	8	9
SNAP	Rosa Linn	1	2022	3	19	1818	0	711366595	3	0	63	0	353	170	NA	Major	56	52	64	11	0	45	7
Sticky	Drake	1	2022	6	17	2814	0	191448892	38	105	25	0	2	137	A#	Minor	88	8	49	9	0	9	14
Hot Shit (feat. Ye & Lil Durk)	Kanye West, Lil Durk, Cardi B	3	2022	7	1	1601	0	85924992	11	0	2	0	0	157	A	Major	88	52	69	0	0	8	23
Ai Preto	L7nnon, DJ Biel do Furduncinho, Bianca	3	2022	6	3	894	4	176103902	28	0	54	0	0	130	F#	Major	95	83	57	54	0	10	25
La Loto	Anitta, Tini, Becky G	3	2022	7	6	945	0	121189256	49	3	57	0	0	90	C#	Major	85	80	83	10	0	8	11
die first	Nessa Barrett	1	2022	6	24	767	0	131746175	25	0	22	0	0	183	G#	Minor	44	44	67	7	0	12	13
Afraid To Feel	LF System	1	2022	5	2	5898	5	244790012	129	55	128	0	101	128	C#	Major	58	68	91	2	0	27	11
Baile no Morro	Mc Vitin Da Igrejinha, MC Tairon, DJ Win	3	2022	6	10	685	2	129314708	17	0	24	0	30	130	D#	Minor	71	78	40	46	0	7	45
c��mo dormi	Rels B	1	2022	8	4	1452	35	331511413	16	15	20	0	0	126	C#	Major	63	56	43	24	0	12	23
Bad Decisions (with BTS & Snoop Dogg)	Snoop Dogg, BTS, Benny Blanco	3	2022	8	5	1456	0	219196651	53	2	33	0	0	120	NA	Major	77	94	87	2	0	23	12
STAYING ALIVE (feat. Drake & Lil Baby)	Drake, DJ Khaled, Lil Baby	3	2022	8	5	2107	0	170732845	51	1	50	0	0	130	E	Minor	72	18	46	7	0	28	8
Caile	Luar La L	1	2020	12	18	1494	2	273914335	17	12	15	0	0	122	NA	Major	70	46	76	30	0	9	45
Si Te La Encuentras Por Ah<ef><bf>	Feid	1	2022	8	5	1379	4	179061440	23	10	18	0	0	172	G#	Minor	74	46	58	15	0	13	8
GIVENCHY	Duki	1	2022	7	20	625	4	185236961	13	18	12	0	0	103	G#	Major	61	38	62	14	0	23	40
ALIEN SUPERSTAR	Beyonc<ef><bf>	1	2022	7	29	2688	0	171788484	39	47	36	0	0	122	A#	Minor	55	46	64	0	0	17	10
Mary On A Cross	Ghost	1	2019	9	13	2668	2	387080183	38	266	78	0	141	130	B	Major	47	56	90	0	0	10	4
Attention	NewJeans	1	2022	8	1	799	12	264717480	14	141	9	0	1	105	A#	Minor	81	70	65	24	0	8	4
THE SHADE	Rex Orange County	1	2022	3	11	1189	6	244928911	17	10	16	0	4	120	F	Major	90	73	51	39	0	9	6
Come Back Home - From "Purple Hearts"	Sofia Carson	1	2022	7	12	367	0	97610446	28	67	195	0	0	145	G	Major	56	43	53	24	0	12	4
El Rescate	Grupo Marca Registrada, Junior H	2	2022	7	22	527	4	287278853	10	43	3	1	0	99	G	Minor	79	64	59	28	0	11	14
Heartless	Kanye West	1	2008	1	1	17504	34	887906111	63	39	1315	0	2	88	A#	Minor	79	66	65	5	0	25	14
Stay With Me (with Justin Timberlake, Halsey, & Pharrell)	Calvin Harris, Halsey, Pharrell Williams, Justin Timberlake	4	2022	7	15	3113	0	123473120	54	6	124	1	0	126	A	Major	81	90	73	28	0	29	4
Siempre Pendientes	Peso Pluma, Luis R Conriquez	2	2022	8	15	685	5	295152154	15	79	4	2	0	136	NA	Major	77	71	75	33	1	13	4
JGL	Luis R Conriquez, La Adictiva	2	2022	2	18	782	9	323455692	15	33	6	1	0	113	G#	Major	70	97	59	55	0	27	12
Don't You Worry	David Guetta, Shakira, Black Eyed Peas	3	2022	6	16	2442	0	240918092	81	4	248	1	6	132	B	Major	82	49	88	20	0	21	3
Pipoco	Melody, Ana Castela, Dj Chris No Beat	3	2022	5	20	1112	4	191873381	22	2	65	1	3	135	G#	Major	77	74	74	47	0	34	8
Hold Me Closer	Elton John, Britney Spears	2	2017	11	10	4967	0	284216603	165	10	177	4	73	126	NA	Major	67	49	77	11	0	19	11
Forget Me	Lewis Capaldi	1	2022	9	9	2520	4	239411309	93	95	84	9	202	102	C#	Minor	67	72	74	30	0	36	4
After LIKE	IVE	1	2022	8	22	767	12	265548837	20	129	11	0	12	125	NA	Major	68	80	92	10	0	9	12
Bound 2	Kanye West	1	2013	1	1	19806	7	703301727	33	11	274	0	0	149	C#	Major	37	28	66	14	0	9	5
B.O.T.A. (Baddest Of Them All) - Edit	Interplanetary Criminal, Eliza Rose	2	2022	6	15	5153	6	244585109	102	53	113	12	0	137	NA	Major	74	71	89	24	61	15	5
Talk that Talk	TWICE	1	2022	8	26	615	0	189476119	14	77	15	1	2	120	D#	Minor	77	78	91	14	0	33	12
BILLIE EILISH.	Armani White	1	2022	1	20	2537	0	277132266	49	1	67	11	1	100	C#	Major	90	75	50	11	0	9	26
Ferxxo 100	Feid	1	2022	6	3	1647	30	278920007	20	49	23	2	2	164	G#	Minor	70	58	57	25	0	15	7
KU LO SA - A COLORS SHOW	Oxlade	1	2022	6	10	2019	8	222410722	117	72	107	1	7	93	A#	Minor	65	79	66	31	0	22	7
Prohibidox	Feid	1	2022	9	13	1473	12	185392587	25	36	25	1	0	180	C#	Minor	65	52	80	5	0	6	25
Static	Steve Lacy	1	2022	7	15	1613	0	202452860	21	15	13	0	0	79	C#	Major	34	22	31	43	63	10	7
The Scientist	Coldplay	1	2002	8	5	30992	6	1608164312	124	25	7827	1	0	146	F	Major	56	21	44	73	0	11	2
Sparks	Coldplay	1	2000	7	10	10826	4	624101957	24	0	805	0	0	103	C#	Major	37	17	27	75	5	10	3
Talk	YEAT	1	2022	9	2	920	0	148461629	10	1	8	0	0	140	E	Minor	70	26	76	8	0	54	23
XQ Te Pones As<ef><bf>	Yandel, Feid	2	2022	9	13	308	0	47093942	6	1	6	0	0	92	A#	Major	81	48	70	13	0	15	7
Selfish	PnB Rock	1	2016	6	23	2468	0	380319238	15	0	0	0	0	102	C#	Minor	64	4	60	11	0	19	4
Sin Se�<ef>	Ovy On The Drums, Quevedo	2	2022	7	22	1097	2	209106362	18	10	13	1	1	118	B	Minor	82	75	85	33	1	11	4
Lady Mi Amor	Feid	1	2022	9	13	330	0	53987404	3	0	2	0	0	93	D	Major	78	75	62	6	0	15	6
Poland	Lil Yachty	1	2022	6	23	1584	0	115331792	38	0	24	0	0	150	F	Minor	70	26	56	14	83	11	5
THE LONELIEST	M��ne	1	2022	10	7	1585	5	225093344	78	65	328	1	198	130	D	Major	52	24	60	0	0	8	3
Bye Bye	Marshmello, Juice WRLD	2	2022	10	14	766	0	84697729	16	0	9	0	0	83	D#	Minor	65	24	53	6	0	51	4
BABY OTAKU	Fran C, Polima WestCoast, Nickoog Clk, Pablito Pesadilla	4	2022	8	18	836	0	159240673	14	1	13	0	0	102	A	Major	84	43	75	5	0	6	8
Nxde	(G)I-DLE	1	2022	10	17	430	6	170709584	14	116	9	0	11	136	E	Minor	73	65	91	4	0	48	18
Miss You	Southstar	1	1982	5	16	2020	0	154356956	77	10	119	0	40	145	A	Major	66	24	58	17	0	19	5
we fell in love in october	girl in red	1	2018	11	21	6858	0	723043854	31	21	15	0	4	130	G	Major	57	24	37	11	18	16	3
2 Be Loved (Am I Ready)	Lizzo	1	2022	7	14	3682	6	247689123	41	0	158	2	68	156	G	Major	72	92	77	9	0	8	11
Celestial	Ed Sheeran	1	2022	9	29	1639	0	176474912	86	14	80	0	37	123	D	Major	57	50	85	5	0	16	4
Typa Girl	BLACKPINK	1	2022	9	16	452	10	235549288	2	129	13	0	1	132	G	Major	92	53	62	7	0	63	10
I Really Want to Stay at Your House	Rosa Walton, Hallie Coggins	2	2020	12	18	668	1	140430339	0	0	31	0	NA	125	D#	Minor	49	13	74	0	0	9	4
California Breeze	Lil Baby	1	2022	10	14	991	0	85559365	36	38	13	0	3	162	F	Minor	74	22	67	0	0	11	46
Bamba (feat. Aitch & BIA)	Luciano, Aitch, B�	3	2022	9	22	869	7	146223492	14	12	12	2	28	138	A#	Major	80	82	81	14	0	13	36
Casei Com a Putaria	MC Ryan SP, Love Funk, Mc Paiva ZS	3	2022	7	1	648	4	187701588	0	0	30	0	0	161	A#	Minor	59	62	60	12	0	5	44
Major Distribution	Drake, 21 Savage	2	2022	11	4	1545	0	154863153	22	7	15	0	0	131	G#	Minor	91	23	55	1	0	7	32
Pussy & Millions (feat. Travis Scott)	Drake, Travis Scott, 21 Savage	3	2022	11	4	1930	0	191333656	24	8	17	0	1	122	E	Minor	75	45	63	6	0	35	12
Vigilante Shit	Taylor Swift	1	2022	10	21	1948	0	253650850	12	9	16	0	0	80	E	Minor	80	16	28	17	0	12	39
Question...?	Taylor Swift	1	2022	10	21	1608	0	223064273	10	3	12	0	0	109	G	Major	75	11	50	20	0	30	17
On BS	Drake, 21 Savage	2	2022	11	4	1338	0	170413877	9	20	7	0	0	158	A	Major	84	33	36	2	0	39	59
Mastermind	Taylor Swift	1	2022	10	21	1936	0	218320587	7	5	13	0	0	126	E	Major	66	12	35	55	0	9	14
Circo Loco	Drake, 21 Savage	2	2022	11	4	1794	0	141720999	26	9	17	0	3	104	C#	Major	73	25	61	1	0	32	7
Labyrinth	Taylor Swift	1	2022	10	21	1597	0	187339835	6	3	15	0	0	110	NA	Major	48	15	31	80	22	12	4
Spin Bout U	Drake, 21 Savage	2	2022	11	4	1652	2	198365537	26	52	10	0	95	130	G	Major	77	20	70	1	0	16	5
Sweet Nothing	Taylor Swift	1	2022	10	21	1747	0	186104310	9	6	13	0	2	177	NA	Major	34	39	16	97	0	12	5
Would've, Could've, Should've	Taylor Swift	1	2022	10	21	1715	0	177503916	4	5	8	0	0	158	G	Major	48	55	84	43	0	15	12
Con La Brisa	Ludwig Goransson, Foudeqush	2	2022	11	4	486	0	71095708	8	1	7	0	0	114	D	Minor	62	25	44	51	33	14	3
Privileged Rappers	Drake, 21 Savage	2	2022	11	4	1007	0	112436403	6	5	3	0	0	144	F	Major	93	62	61	0	0	12	20
The Astronaut	Jin	1	2022	10	28	481	9	203436468	10	100	15	1	27	125	F	Major	54	22	76	0	0	14	3
BackOutsideBoyz	Drake	1	2022	11	4	1045	0	93367537	8	5	2	0	0	142	F	Minor	85	40	43	4	0	39	32
Broke Boys	Drake, 21 Savage	2	2022	11	4	1060	0	106249219	3	8	5	0	0	120	D	Major	64	11	53	1	0	25	27
The Great War	Taylor Swift	1	2022	10	21	1274	0	181382590	1	6	11	0	0	96	F	Major	57	55	74	22	0	8	4
My Mind & Me	Selena Gomez	1	2022	11	3	953	0	91473363	61	13	37	1	0	144	A	Major	60	24	39	57	0	8	3
Bigger Than The Whole Sky	Taylor Swift	1	2022	10	21	1180	0	121871870	4	0	8	0	0	166	F#	Major	42	7	24	83	1	12	6
A Veces (feat. Feid)	Feid, Paulo Londra	2	2022	11	3	573	0	73513683	2	0	7	0	0	92	C#	Major	80	81	67	4	0	8	6
En La De Ella	Feid, Sech, Jhayco	3	2022	10	20	1320	0	133895612	29	26	17	0	0	97	C#	Major	82	67	77	8	0	12	5
Alone	Burna Boy	1	2022	11	4	782	2	96007391	27	18	32	1	0	90	E	Minor	61	32	67	15	0	11	5

This dataset contains information about the most popular songs on Spotify in 2023. It includes variables like track_name (the name of the song) released_year (when the song was released), in_spotify_playlists (how many playlists the song is in), or bpm (beats-per-minute, or tempo of the song)

Task 3

First, let’s practice selecting and filtering. For now, don’t worry about using the pipe - we’re getting to it. Just use the assignment operator to save progress in-between the different steps of the task.

1. Load the tidyverse package and read the spotify data into R by running the the code in the first codechunk of this section. Make sure to save the dataset into and object named spotify_data.

2. Create a smaller version of the dataset called spotify_small, that only contains the columns track_name, released_year.

3. Modify spotify_small to only keep the tracks that were published in 2023.

Hint

To select columns from a dataset, you need to use the dplyr::select() function

Next

When using select() you need to specify the .data argument and then list the names of the columns that you want to keep.

Next

dplyr::filter() works in a similar way to select(), but instead of listing the columns, you specify the logical assertion that matches the condition.

Solution

Load tidyverse:

library(tidyverse)

Select columns and filter:

spotify_small <- dplyr::select(.data = spotify_data, track_name, released_year)
spotify_small <- dplyr::filter(.data = spotify_small, released_year == 2023)

One-function pipelines

If you’ve done the previous task, you probably wrote a couple of lines of code where you had specify the the dataset name multiple times and use the assignment operator <- at least twice. This is fine for now, but can get very tedious once your code starts growing.

That’s where the the pipe comes in. Here’s a comparison of a general form of a code without and with the pipe:

# without the pipe
function_for_modifying(x = object_to_be_modified)

# with the pipe
object_to_be_modified |> function_for_modifying(x = _)

Let’s try to convert the first line of code from Task 2 into a piped function. If you completed the task, the first line should look like this:

dplyr::select(.data = spotify_data, track_name, released_year)

Note that we’ve left out the assignment operator for now, just so we can focus on the process of converting this into piped format. To re-write the above code into one that uses the pipe, we would write:

spotify_data |> dplyr::select(.data = _, track_name, released_year)

Two key changes occurred here:

1. spotify_data was moved to the very beginning of the code and is followed by the pipe.
2. The .data argument now doesn’t specify the dataset name. Instead, it’s an underscore.

We can read the piped code as:

Take the object called spotify_data and then pipe it into the .data argument of the select() function.

Pipe placeholder _

The underscore “_” is used as a placeholder for the object that we’re piping into an argument. In the example above it helps R figure out where exactly you want spotify_data to be piped - specifically into the .data argument. A common mistake when starting to work with the pipe is to start the line with an object, pipe it into a function, and then specify that object name again in the relevant argument. For example:

spotify_data |> dplyr::select(.data = spotify_data, track_name, released_year)

Error in `dplyr::select()`:
! Can't subset columns with `spotify_data`.
✖ `spotify_data` must be numeric or character, not a <spec_tbl_df/tbl_df/tbl/data.frame> object.

As you can see, this throws an error. The .data argument is specified already within the function, so the pipe throws it into the next available argument. In this case, it thinks that spotify_data is a column we want to select, and then complains because it’s not the correct object type. We’ll come back to this idea in the next section, but for now remember to use the underscore to indicate which argument you want to pipe into.

Task 4

Let’s practice writing some one-line piped commands.

1. Take the object called spotify_data and then pipe it into the .data argument of the dplyr::filter function that filters tracks with only one artist (this information is stored in the column artist_count).
2. Take the object called my_numbers and then pipe it into the x argument of the round function that rounds the object to 3 decimal places.
3. Convert the following line of code into one that uses the pipe: rnorm(n = 10, mean = 0, sd = 1) . Do this by taking the number 10 and then piping it into the n argument.

Hint

All three parts can be completed using the same strategy:

1. Start the line by defining the object you want to work with (in this case, number 10 can also be considered an object)
2. Add the pipe
3. Write the rest of the code as you normally would BUT put the underscore into the argument where the object at the beginning of the line would normally be.

Solution

1:

spotify_data |> dplyr::filter(.data = _, artist_count == 1)

2:

my_numbers |> round(x = _, digits = 3)

3:

10 |> rnorm(n = _, mean = 0, sd = 1)

 [1] -0.2656781 -0.2424619 -0.8011361 -1.1900093  0.2272254 -0.4935397
 [7] -0.1068559  1.1166075  0.1915267  1.1718000

Piping into named and unnamed arguments

There are two ways to use the pipe operator:

1. Piping into a named argument and using the placeholder operator _ to indicate which argument we’re piping into or
2. Piping into the first unnamed argument.

Let’s unpack this. We’ve used the first way above. Coming back to the round() function, it looks like this:

my_numbers |> round(x = _, digits = 2)

Same rules apply as in the first section - we can switch around the order of arguments just fine, because both arguments are named:

my_numbers |> round(digits = 2, x = _)

We can also pipe into an argument that doesn’t sequentially come as first (in the example above, we moved x to the second place but it’s sequentially first in the documentation)

2 |> round(x = my_numbers, digits = _)

What we can’t however do, is to use the placeholder with an unnamed argument. If we try, R gives us a piece of its mind:

my_numbers |> round(_, digits = 2)

Error: pipe placeholder can only be used as a named argument

Which takes us to the second way of using the pipe, that is piping into the first unnamed argument. For example, we can run:

my_numbers |> round(digits = 2)

[1]  7.07  4.99 13.71 11.87 11.31

It looks like we’ve completely left out the x argument, but that’s not quite what happened. The argument is still there, it’s just unnamed, and it takes on the value of the object that we’re piping. It’s the equivalent of doing this:

round(my_numbers, digits = 2)

[1]  7.07  4.99 13.71 11.87 11.31

In the absence of the placeholder _, the object gets piped into the first argument that we leave unnamed. In other words, the object on the left side of the pipe operator hops into the first argument in sequence that doesn’t have it’s name explicitly written out.

Take this example:

2 |> round(x = my_numbers)

[1]  7.07  4.99 13.71 11.87 11.31

Here, x is named. The next argument in the sequence is the digits argument, so that’s where number 2 hops over.

As always with unnamed arguments, this can create some tricky situations:

2 |> round(my_numbers)

[1] 2 2 2 2 2

Here, all of the arguments are unnamed (i.e. neither x nor digits is explicitly written out). R searches through the sequence of arguments, finds x as the first one, sees that it’s unnamed, and so it sends 2 into the x argument, leaving my_numbers as digits. As before, the result is not what we want.

Let’s practice!

Question 1

Which argument is the object my_numbers being piped into in the following example:

Hint

Try running these bits of code in your quarto doc if you get stuck.

my_numbers |> round(3, x = _)

x digits

Question 2

Which argument is the object my_numbers being piped into in the following example:

my_numbers |> round(3)

x digits

Question 3

Which argument is the object 5 being piped into in the following example:

5 |> rnorm(mean = 5, sd = 1)

mean n sd

Question 4

Which argument is the object 5 being piped into in the following example:

5 |> rnorm(n = 5)

n mean sd

Question 5

Which argument is the object 8 being piped into in the following example:

8 |> rnorm(10, 7)

n mean sd

Question 6

What will be the output of the following code:

6 |> rnorm(10, 7, _)

10 numbers drawn from a distribution with mean of 7 and SD of 6 6 numbers drawn from a distribution with mean of 10 and SD of 7 7 numbers drawn from a distribution with mean of 6 and SD of 10 An error

Question 7

What will be the output of the following code:

my_numbers |> round()

Object my_numbers will remain unchanged Object my_numbers will be rounded to 0 decimal places An error

Key points

There are 2 ways to use the pipe:

1. With a pipe placeholder _ and a named argument.

2. By piping into the first unnamed argument.

When using the placeholder, the we must always name the argument into which we’re piping. As long as our arguments are named, we can switch around the order (that said, there is rarely a good reason for doing so…). If we don’t use the placeholder, the piped object will jump into the first argument that we leave unnamed.

Multi-function pipelines

Now the real magic begins.

Let’s revisit the code you wrote for Task 2. It would look something akin to this:

spotify_small <- dplyr::select(.data = spotify_data, track_name, released_year)
spotify_small <- dplyr::filter(.data = spotify_small, released_year == 2023)

We’ve already converted the first line into a piped command, so let’s have a look again:

spotify_data |> dplyr::select(.data = _, track_name, released_year)

Again, I’m leaving out the assignment operator for now, but we’ll add it back in when we finish our code. We’ve just learned that we don’t need to use the placeholder _, but we need to make sure that the piped object jumps into the correct argument. The first argument in the select() function is .data . Therefore, unless we tell R otherwise, spotify_data will be piped into the .data argument if we leave this argument unnamed. That’s a lot of words to say that we can do this:

spotify_data |> dplyr::select(track_name, released_year)

Now we can add second line, which will filter the dataset:

spotify_data |> 
  dplyr::select(track_name, released_year) |> 
  dplyr::filter(released_year == 2023)

I’ve moved the line with select() to a new line to make it a little easier to read² . Then I’ve written a pipe at the end of that line, and added the filter line without specifying the dataset again. So what’s being piped where?

• spotify_data, in its original form, is being piped into the .data argument of the select() function

• The result of the select() line is then being piped into the first unnamed argument of the filter() function on the next line. Same as with select(), the first unnamed argument of filter() is also .data.

What’s being piped?

The key point here is that it’s not spotify_data that’s being piped into filter(). Instead, it’s the modified version of spotify_data that no longer contains many of the original columns. If we continued with another piped command, the next function in the pipeline would receive modified spotify_data that only contains the columns track_name and released_year, and only the rows where released_year is equal to 2023.

Finally, let’s add the assignment operator back in to save our progress:

spotify_small <- spotify_data |> 
  dplyr::select(track_name, released_year) |> 
  dplyr::filter(released_year == 2023)

We can translate the above pipeline as:

create an object called spotify_small by following these steps <- take spotify_data AND THEN |>
  select the columns track_name and released_year AND THEN |> 
  only keep rows where released_year is equal to 2023

Keeping the pipeline going

Every step in the coding pipeline relies on the previous step. This is no different from what you’ve been doing all this time, even without the pipe. If you want to run computations on a filtered dataset, you need to make sure that the filtered version of said dataset already exists.

Let’s practice assembling some more pipelines.

Task 5

1. Run the code below to read in some new data - this is the same data we’ve used in Tutorial 1.
2. Using piped commands, create a filtered dataset from my_data that only contains rows where the pet is a dog and age is above 70. Then select columns pet , n_siblings and score. Save this new dataset into object called dog_data .
3. Using the original my_data again, create a version of the dataset that only has columns age, pet and n_siblings . Then filter only rows where score is above 100. Save this new dataset into object called sibling_data .

my_data <- readr::read_csv("data/tutorial_01_data.csv")

Hint

If you’re getting errors on the 3rd step and you’re sure you’re doing everything according to instructions, have a look at the solution. Just this once. Trust me.

Solution

2:

dog_data <- my_data |> 
  dplyr::filter(pet == "dog", age > 70) |> 
  dplyr::select(pet, n_siblings, score)

3:

Actually this task cannot be completed in a way the instructions are written. Your first instinct may have been to try this:

sibling_data <- my_data |> 
  dplyr::select(age, pet, n_siblings) |> 
  dplyr::filter(score > 100) 

Error in `dplyr::filter()`:
ℹ In argument: `score > 100`.
Caused by error:
! object 'score' not found

But, as you see, this solution throws an error. If you study the message, you’ll notice that it says “object score not found”. In the first step of the pipeline, we only selected the columns age, pet and n_siblings. But then in the following step, we’re trying to filter based on score which has been removed from the dataset in the step before. So based on the instructions, the task is impossible. If we wanted to complete this task, we would need to not fillow the instructions and switch around the lines with select and filter:

sibling_data <- my_data |> 
  dplyr::filter(score > 100) |> 
  dplyr::select(age, pet, n_siblings)

Debugging pipelines

In this final section, you’ll get a chance to practice debugging some piped code. There are many common mistakes that even R veterans make from time to time. This way, you can get used to seeing some errors before they get a chance to sneak up on you and attack when you least expect it.

Task 6

Inspect the code in the codechunks below. Each has something wrong with it and won’t run. The code uses datasets that are built into the dplyr package, so you don’t need to load any new datasets - you can inspect each dataset in your quarto doc as long as you’ve loaded tidyverse .

Exercise 1:

band_instruments |> 
  dplyr::filter(name == "John") |> 
  dplyr::select(_, plays)

Hint

The pipe placeholder can only be used with…

Solution

The pipe placeholder can only be used with named arguments. So we would either need to name the .data argument:

band_instruments |> 
  dplyr::filter(name == "John") |> 
  dplyr::select(.data = _, plays) # add .data here

or remove the placeholder

band_instruments |> 
  dplyr::filter(name == "John") |> 
  dplyr::select(plays) # remove placeholder

Exercise 2:

band_members |> dplyr::select(band_members, "band" )

Hint

Which argument is the object band_members being piped into?

Solution

The object band_members is going into .data, which is the first argument, however it seems like the object name is already occupying that space, so band_members is being used twice here. We need to either remove the second mention of band_members or replace it with a named argument and a placeholder:

band_members |> dplyr::select("band" ) # remove second mention 
band_members |> dplyr::select(.data = _, "band" ) # or replace with a placeholder and a named argument

Exercise 3:

starwars |> 
  dplyr::select(hair_color, mass, homeworld) |> 
  dplyr::mutate(
    score = height*mass
  )

Hint

Do we have all the variables we need at every step of the way?

Solution

score is being calculated by multiplying height and mass, but height was not selected in the previous step. We need to add. this variable into the first step of the pipeline:

starwars |> 
  dplyr::select(hair_color, mass, homeworld, height) |> # height added into select()
  dplyr::mutate(
    score = height*mass
  )

Exercise 4:

starwars |> 
  dplyr::filter(height < 90) 
  dplyr::select(name)

Hint

How do we link piped commands?

Solution

The second line of the of the pipeline is missing a pipe at the end. This is very easy mistake to make if you’re copying and adapting bits of code. We need to add the pipe for this work again:

starwars |> 
  dplyr::filter(height < 90) |>  # pipe added here
  dplyr::select(name)

Exercise 5:

storms |> 
  dplyr::filter(year == 1979) |> 
  dplyr::select(name, status, _) |> 

Hint

Are we done yet?

Solution

Another common mistake is to keep a pipe hanging - there’s a pipe at the end of the final line, but no more code follows. This pipe needs to be removed.

storms |> 
  dplyr::filter(year == 1979) |> 
  dplyr::select(name, status, _) # pipe removed from here 

Once we’ve done that, we get a new error, once again about the placeholder. We need to remove it, or as above, add a name of the argument to which it belongs.

storms |> 
  dplyr::filter(year == 1979) |> 
  dplyr::select(name, status) # remove placeholder

ChallengR

Are you up for a small challenge? ChallengRs are always optional, and will never be assessed - they’re only there to inspire you to try new things!

No Solutions

There are no solutions to these ChallengR tasks. If you get stuck, ask us for help in your practicals or at the Help Desk, and we’ll be happy to point you in the right direction.

Task 7

Your task is to assemble and run a coding pipeline based on the instructions below. Once your pipeline is complete, run the code chunk below - the codechunk will reveal a password which you can enter to Canvas and earn 2500 Kahoot points.

Using spotify_data, write a pipeline with the following steps.

1. Select the columns with track name, release year, number of spotify playlists, pace of the track (beats per minute), and track key
2. Keep only the tracks that were released before the year 2000
   
3. Calculate a new variable called coolness. Do so by:
   • multiplying beats per minute with the number of spotify playlists and dividing this by 1000
   • rounding the result to 3 decimal place (this step can be completed with a pipe, but you can use whatever way you prefer)
4. Keep only tracks where coolness value is between 500 and 800, and the track is in the E key.

Save the results of your pipeline by creating an object called orca_party_track

If you’ve completed the steps above correctly, run the code below exactly as it is - don’t change anything! If you completed the task correctly, it will reveal a password that will grant you 2500 Kahoot points.

orca_party_track |> 
  dplyr::select(-track_name) |> 
  paste0(collapse = "_")

It’s important that you copy and paste the password exactly as it is into Canvas, otherwise it will be evaluated as incorrect.

That’s all for today! Fantastic work!

Footnotes

1. Unless you’re using a university computer, in which case I’m (probably) contractually obliged to un-recommend snacks and beverages.

2. If you press “ENTER” or “RETURN” at the end of a line with a pipe, R will automatically create indents in your code. It makes the code more organised and understandable.