#butterfly - depth ver.

[we-survive-endlessly]

This version 😭😭😭

[neocatharsis]

YUTA 'Depth' The 1st Mini Album

1 LAST SONG https://youtu.be/rBK0VIegwbo

2 Off The Mask https://youtu.be/MrbbjeqyEFQ

3 Save You https://youtu.be/uCKuep3ZpWM

4 BAD EUPHORIA https://youtu.be/6YejoXG9Kec

5 PRISONER https://youtu.be/YGJalXvuLoo

6 Goodbye https://youtu.be/GX3_N_jIux8

7 Butterfly - Depth Ver. https://youtu.be/n-OlVG0RpOQ

[coffeeandbatboys]

AHHHHH CONGRATS ON 300! I know about 3 or 4 songs from your playlist and I, at first, was stuck between where my rosemary goes (i have suddenly blankets the first part of the title my dad would be unimpressed haha!) and my girl, but then! IN THE DEPTHS! I FOUND IT! Can't Take My Eyes Off You nd I'm going to ask for Rex or Fives! Whichever one works the best when you start writing it <3 @eternal-transcience

I'm gonna go with Rex because someone also requested Fives with this song (I'll tag you in it). You get the Gloria ver. and other can have Frankie Valli.

Warnings: Ahsoka and Jesse are a warning. Rex has a major crush on you. Ritzy Amidala Gala (hey that rhymes)

Can't Take My Eyes Off You (Rex x Fem!Reader)

Music sparkled through the air as Senators and military officers milled around the room, sharing war stories and talking politics.

One man stood out to you.

Captain Rex was dressed in a neat set of gray dress uniforms, stalking around the edge of the crowded room as if looking for someone. You nearly choked on your drink because maker, he'd never looked so put together before. You'd always found him attractive, even when you became friends, but damn, this was new.

Your heart pounded when he locked eyes on you. You could swear that his jaw fell open, but your thoughts were interrupted by someone speaking next to you.

Ahsoka called your name for a third time, waving an orange hand in front of your face. You snapped out of your trance and cleared your throat.

"Commander 'Soka! You look amazing!" You gasped. She wore a sparkling maroon dress, similar to the color of her Jedi clothing.

The togruta frowned and tilted her head to the side. "So do you." She narrowed her eyes suspiciously and followed where you'd been staring before they blew wide and she gasped.

"Oh force...you like him!"

"Be quiet!" You hissed, almost clapping a hand over her mouth. "Yes. No! Well…maybe?”

A terrifyingly mischievous smile crossed her face and she bounded off into the crowd. You knew she wouldn't do something to get you in trouble, but you didn't like where this was going.

-

A little while later you heard voices behind you, so you turned only to find Jesse practically hauling Rex towards the outdoor balcony and Ahsoka making a beeline for you.

You gave the commander an accusatory look, but she grabbed your arm anyways, dragging you around the swarm of people until you were on the same balcony.

"Good luck!" She whispered, then shoved you outside and shut the door. Dumbfounded you looked to see Rex standing in the corner.

“Sorry, about…that.” You said, turning to leave.

He caught your hand.

“Don’t go.” Rex murmured. “You…you look beautiful.”

You could feel heat rising to your cheeks.

“You look quite nice yourself.” You countered.

It was his turn to blush. “Thanks. Would you, ah, like to dance?”

You smiled. “Yeah.”

He placed a hand on your waist and took one of yours in his other, then swayed to the gentle melody flowing outside from the gala.

“I guess Jesse and Ahsoka wanted to play matchmaker tonight.” You blurted, unable to stop yourself.

Something, you couldn’t tell what, flickered on his face.

“I suppose it’s pretty unethical for…”

“—a communications officer to fall in love with her captain?” You finished.

“Yeah.” He sighed. “It doesn’t make it wrong, though.”

Hope swelled in your chest as he tilted his head forward. You hadn’t realized how close your lips were until the moment.

“Then why don’t we make it right?” You whispered right as his lips met yours.

The kiss wasn’t rough or needy. It was tender and slow; driven only by love. His arms tightened around you and pulled you closer. Butterflies swirled in your stomach.

A blissful smile graced his features when you pulled away.

“Do you think anyone would miss us if we continued this elsewhere?” You asked.

He took your hand once again as his smile grew.

“Lead the way, beautiful.”

[lyrics365]

Butterfly (Depth Ver.)

They never ever 消せはしない My color 夢の中で徨ってたんだ Just while crying 決められたルール 価値観 My number geugeommani nae sesangi aninikka Let me do now 荒れた System 誰かもうわからない 自分自身がもう We gotta fight now この声で Right now 誰が何を言おうと I don’t care そう一歩 Keep on Even if I fall Get up 書き換えろ My life を飛んで Like a butterfly (Oh Oh Oh Oh) Let me fly Let me fly Let me fly I’m not done yet (Oh Oh Oh…

[phantom-remix]

listened to yuta's album. +liked 2 songs (save you and butterfly - depth ver.) but i was pleasantly surprised by how listenable even the songs i didn't quite like were? some of them felt like they were holding back something (the choruses especially) (understandable for a debut album but a bit of a shame to me) but even so most songs had nice parts i liked just fine. there's a vision i can see and respect

[sunrenity]

butterflies ✶ enhypen ( hyung line )

s  —  enhypen get butterflies, either by seeing you or thinking about you. would they try to deny their feelings, or would they accept them?

p  enhypen hyung line x gn!reader  .  g  fluff  .  wc  1164 (1.1k)  .  bookshelf

a/n. first post!! i've had fun writing this, like i LOVE how it turned out 🫶. this is inspired by stray kids' 'butterflies'. should i do a maknae line ver? (please give me some tips on how to write🧍‍♀️.)

— read maknae line here.

이희승ㅤ✦ㅤlee heeseung

heeseung finds himself entrapped in a subtle dance of emotions each time he locks eyes with you. initially brushing off the flutter in his stomach as nothing more than fleeting nerves, he immerses himself in the meticulous process of perfecting dance routines and harmonizing vocals.

yet, the persistent butterflies, delicate and insistent, refuse to fade into the background of his consciousness.

in quiet moments, unnoticed by others, heeseung allows himself stolen glances, contemplating the nature of the warmth he feels when your presence graces his line of vision. is it a fleeting admiration for your undeniable talent, or does it signify the delicate bloom of something deeper, more profound?

the passage of days into weeks does little to diminish the undeniable realization that begins to take root within him, coloring his stoic facade with a hint of vulnerability.

one evening, the rehearsal studio becomes an intimate witness to the internal turmoil heeseung grapples with. the dim glow of fading practice lights casts shadows on the polished floors as he musters the courage to confront the sentiment growing like a silent melody within his heart. sweating from both physical exertion and the nervous anticipation of vulnerability, he stands before you with a slight, nervous smile that peels back the layers of his typically composed demeanor.

in that moment, heeseung confesses with a blend of trepidation and sincerity, "i've been feeling these butterflies around you, and i think... i might be falling for you."

박종성ㅤ✦ㅤpark jay

jay finds himself immersed in the gentle ebb and flow of emotions whenever he gazes upon the stars under the celestial canvas. he's been drawn to the cosmic dance above for a while now, and the nightly ritual of stargazing has become a cherished routine, an unspoken acknowledgment of your shared admiration for the vast expanse of the universe.

as the two of you lay on the soft grass beneath the starlit sky, almost every evening (or whenever the relentless schedules permit), jay can't help but feel the tender warmth that the twinkling stars cast upon your faces. the celestial bodies, like silent witnesses to the unfolding drama of the heart, shimmer with an ethereal glow that mirrors the luminescence of emotions within him.

but, jay harbors a secret — a prolonged crush that has matured into a love that he both embraces and fears. for a considerable stretch of time, he has been navigating the delicate equilibrium between admiration and affection, all the while donning his charismatic exterior to mask the vulnerability that accompanies harboring deep feelings for you.

nights spent under the celestial glow have become a solace, providing a backdrop for introspection and a canvas for the constellation of emotions swirling within his heart. the stars, steadfast in their silent witness, seem to echo the rhythm of his heartbeat as he grapples with the profound depth of his feelings.

as jay lies beside you on the grass beneath the twinkling stars, the realization crystallizes — he's been crushing for a while now, he knows that, and the warmth he feels goes beyond admiration. it's love, a sentiment that he's both embraced and, at times, feared. tonight, under the vast expanse of the starlit sky, jay confronts the fear of rejection, contemplating the delicate dance of confessing his affection amidst the cosmic ballet above.

with a steadying breath, he finally breaks the celestial silence, "i've been captivated by more than just the stars. i think... i might be in love with you."

심재윤ㅤ✦ㅤsim jake

jake, immersed in the ebb and flow of his own emotions, contemplates the depth of his feelings whenever he envisions confessing his heart under the sun-kissed sky at the beach. he's attuned to the rhythm of your shared moments and has crafted a plan to unfold his sentiments on a day when both of you are free, granting the much-anticipated respite from hectic schedules.

understanding your affinity for the beach, jake orchestrates a day off, a precious interlude where the soft sands and rhythmic waves become witnesses to the silent symphony of emotions swirling within him. his dog, layla, a loyal companion with a cream-colored coat, joins the seaside escapade, knowing well how much you adore the gentle and playful collie, and, in a humorous yet sincere acknowledgment, he often quips that layla might love you more than he does.

as you stroll along the shore with layla frolicking at your side, jake finds solace in the natural backdrop of the beach, a canvas where he hopes to paint the confession he's long been nurturing. the salty breeze carries a mix of anticipation and nerves as they traverse the stretch of sand, layla's playful antics echoing the buoyant atmosphere.

under the golden hues of the setting sun, jake musters the courage to express the feelings that have been gently ripening within him. amidst the tranquility of the beach, he turns to you, the soft sand beneath your feet mirroring the shifting landscape of his emotions.

with layla at his side, embodying the bridge between affection and devotion, jake confesses, "i've noticed how layla looks at you, and sometimes i think she loves you even more than i do. but, truth be told, i might be head over heels for you. layla and i share that sentiment, and i can't help but hope you feel the same way."

박성훈ㅤ✦ㅤpark sunghoon

sunghoon orchestrates a memorable day at the amusement park, a carefully curated backdrop for the revelation of his burgeoning feelings. taking charge of the day, he insists on covering all expenses, a gesture that reflects both his affections and the desire to create an unforgettable experience for you.

the vibrant lights and playful melodies of the amusement park become the setting for sunghoon's carefully crafted confession. despite your protests, he insists on paying for everything, a subtle manifestation of the depth of his emotions that he's yet to unveil.

amid the laughter and thrill of the rides, sunghoon notices a game booth featuring a fluffy penguin plushie. he senses an opportunity to leave a lasting imprint on your heart. determined, he engages in the challenge and emerges victorious, winning the penguin plushie with a triumphant smile.

presenting the adorable plushie to you, sunghoon articulates the sentiment behind the seemingly innocent gift. "i thought you might want something to remember today. this penguin will always be a reminder of me," he says, his words carrying a depth beyond the playful atmosphere of the amusement park.

as you hold the soft penguin plushie, sunghoon's eyes meet yours, revealing a vulnerability beneath his meticulous exterior. the bustling sounds of the amusement park provide a lively backdrop as he musters the courage to express the feelings that have been quietly blossoming within him.

"today has been incredible, and i wanted to make sure you have something to remember it by. maybe this penguin can be a reminder of the day i realized how much you mean to me," sunghoon confesses, the sincerity in his voice echoing the genuine affection that has guided every gesture throughout the day.

© sunrenity , don't plagiarize, steal or repost my work on any platform !

[t-shrt]

kpop tag game

tagged by @luvdsc 💘💘💘💘 will only talk abt kpop n not krnb (dpr live, sik-k, crush, zion t etc) cos they’re two different things & i’d say i’m much more into krnb but let’s talk about kpop! 🖤:-) my faves shift quite a bit so this wud b how it is right nw!

fandoms: nct (ot21), iu, blackpink, itzy, red velvet  ult bias: my ult alws comes from my fave kpop group atm & right now its haechan lol ult group: in love w nct rn lol other groups/soloists: taeyeon, twice, snsd, iz*one, loona, seventeen, sunmi, exo, bts biggest wreckers: mark (hate to say this cos he was literally my ult), jaehyun, johnny, doyoung, jaemin, jisung. rose for bp (bias jennie) + chaeryeong for itzy (bias ryujin) albums i own: none lol i do digital favorite songs: (bruh here we go… in no particular order)

nct (including wayv!): long slow distance, no longer, make your day, superhuman, white night, try again (jaehyun), baby don’t like it, whiplash, regular, up to you, boom (dream), bad alive, coming home, purple (taeil), love again

iu: can’t love you anymore, bbibbi, blueming, lullaby, twenty-three, palette, ending scene, friday, good day (japanese ver.), you & i, dlwlrma, through the night, not spring; love; or cherry blossoms, give you my heart, the red shoes, red queen, last night story

taeyeon: i, lonely (with jonghyun)

iz*one: violeta, fiesta

itzy: icy, not shy

bts: love is not over, run, butterfly, save me, i like it, all night, hold me tight, autumn leaves, stigma, first love

blackpink: don’t know what to do, solo (jennie)

red velvet: rookie, bad boy, peek-a-boo, russian roulette

wjsn: miracle, secret

loona: hi high, eclipse

seventeen: mansae, pretty u, very nice, adore u

exo: love me right, call me baby, tempo, blooming day

others: that xx (gd), feel special (twice), 365 fresh (triple h), i swear (sistar), 200% (akmu), so-so (baek a yeon), night rather than day (exid), who’s your mama (jyp lmaooo)

(i used to listen to snsd & tts religiously years back but in recent years i havent so unfortunately it won’t make it in this list😭)

favorite album: hyyh pt. 1 (bts), nct #127 neozone

concerts i’ve been to: exo…. dassit

kpop doppelgänger: couple of my best friends said i look like haein from laboum loll + some aspects of snsd tiffany’s personality (bubbliness etc)

@luvdsc​​: my immediate reaction is blackpink lisa And yeah ok I’m sticking with her 💗💗You also remind me clc sorn in terms of looks, I TGINK YOUR PERSONALITY MATCHES LISA SO WELL TOO??? LIKE YES you both have bde, lisa is the type to walk around and strut her stuff and kill any man around her and they’d thank her if they weren’t already dead; same energy; but then she gets soft for her friends, And is like wild and meme-y, you both have fratboy energy; you’d be wearing those thigh high black boots and lbd and buying some wine at the local grocery store calmly after breaking like ten boys’ hearts an hour ago, that’s the type of vibe you give off, all in a days’ work, must be exhausting, you deserve all the wine

@strangelypoetic​ ​: vibe/personality wise u kinda remind me of jungwoo!! and changmin (the boyz)!!! like u can be bubbly and lively and cheerful and a bit of a clown (lmao i mean that in a loving way).... a little bit quirky..... but also u have many layers and facets and u may not be what ppl perceive u to be..... like u have a lot of depth and complexity esp in terms of emotions

tagging @strangelypoetic​ 🖤🖤🖤🖤

[blossom-hwa]

Stray Kids Mobile Masterlist

Let me know if any links aren’t working!

✨ – series

⭐  – fluff

💔 – angst

🌙 – triggers

Drabbles Masterlist

~ ~ ~

Whispers of Nature

→ Nature’s forces work in peculiar ways.

Take a Turn Through the Night

→ Moments at night - and in love.

.

Brave | nature spirit!au | ⭐, 💔, 🌙

→ Through tears, heartbreak, and a bit of love, Chan teaches you how to be brave once again. [ Whispers of Nature ]

Breathe, and Live | single dad!au | ⭐, 💔, 🌙

→ You and Chan learn, together, to care for the little boys you love.

Worn-Out Soles | fantasy, royalty!au | ⭐, 💔, 🌙

→ When your sister brings news of your disappearance to Chan's doorstep, there's only one thing he can do. Follow you into the depths of hell to bring you back—or die trying.

.

Dawn | royalty!au, fantasy!au | ⭐, 💔, 🌙

→ For many, twenty-one signals a new beginning. But for some, it only marks the end of freedom.

miami nights | slice of life | ⭐, 🌙

→ Miami is boring. Minho is less boring. Put two and two together and this city still sucks, but maybe having Minho is enough.

Moonstruck | nature spirit!au | ✨, ⭐, 💔, 🌙

→ In a village of moonlight, far, far away, they tell the story of a peasant beauty with a heart of gold and the moonlit boy who loved her.  [ Whispers of Nature ]

Time and Time Again | reincarnation!au, soulmate!au | ⭐, 💔, 🌙

→ A vengeful god curses one hundred lifetimes of your love.

Wish You Were Sober | university!au, party!au | 💔, 🌙

→ When the night is gone and over, you know you won’t see him again. That’s how you know this needs to end.

Riptide Prince | pirate!au | 💔, 🌙

→ Pirates attack, but with the blood comes an old memory.

.

Calling You | slice of life!au | ⭐, 💔, 🌙

→ Calling Hyunjin only affirms your love for him and his for you. [ Taeyong (NCT) Ver. ]

A Cinderella Story | nobility!au, bridgerton!au | ⭐

→ You regale Hyunjin with a tale of a Cinderella story - only he doesn’t quite realize it just yet. 

.

Bloom | nature spirit!au | ✨,⭐, 💔, 🌙

→ The trickster fae are known for destruction, not growth, but one repenting fae helps a mortal bloom. [ Whispers of Nature ]

For You | high school!au | ⭐, 💔

→ Even if your dreams diverge, you’ll still love your best friend. Always. [ Long Way Home ]

.

Constellation | nature spirit!au | ✨, ⭐, 💔

→ You swear an oath to return your fallen star to the sky.  [ Whispers of Nature ]

.

Verdance | nature spirit!au | ✨, ⭐, 💔

→ When a prince appears under your mother’s tree, you finally learn what it is worth to love. [ Whispers of Nature ]

Some People are Dreams | slice of life!au | ⭐, 💔

→ A collection of people who felt like dreams: some who were, and one who was real.

Find Your Way | nobility!au, bridgerton!au | ⭐, 💔

→ Parallels of a fight, several years apart.

.

Look at the Butterflies | magical realism!au | ⭐, 💔

→ Jeongin trades a memory. [ Donghyun (Golden Child) ver. ]

[neocatharsis]

YUTA 'Butterfly (Depth Ver.)' Live Sketch Movie

[kimchi-noodles]

[Lyrics] Kujira (WhaleDontSleep) - 夜桜 (YOZAKURA / Evening Cherry Blossoms)

Music  Kujira (WhaleDontSleep) Illust Bete MIX＆Mastering  Kagome-P guitar solo fuminsho

flower ver. | meychan ver.

Romaji and English lyrics under the cut!

Romaji:

Mado no soto  Te ni iretara Kage no kage  Mou jikan da yo

Kono mama toke atte itsuka kuru wakare o Ima wa mada Te ni irete shimattara manzoku shite shimau Me no mae ni wa kimi no kami

Yozakura ga chitte  BABY Sore de  Haru o owari ni shiyou ka nante Minamo ni yurete tomatta chou wa mou inai Koakuma ga naita sei de Bokura Uousaou shika nai ne Sou da Natsu no nioi ga mou kono machi ni kiteru

Nijimu me to yuuhi no oku Koko wa mada bokura no jikan da

Yozakura ga chitte  BABY Sore de  Haru o owari ni shiyou ka nante Minamo ni yurete tomatta chou wa mou inai Koakuma ga naita sei de Bokura Uousaou shika nai ne Sou da Natsu no nioi ga mou kono machi ni kiteru

English:

Outside the window, into my hands A shadow of a shadow; our time is already up

Our farewell that will someday come after coming to terms with each other Right now, it has yet to come If we take it then we’ll finally be satisfied With your flowing hair before my eyes

The evening cherry blossoms scatter, baby Marking the end of spring just with that The butterfly that had stopped trembling in the water’s surface has gone away It’s the imp’s fault for crying That we’ve Got no choice but to move about in confusion That’s right The smell of summer has already arrived in this town 

My eyes, welled up with tears, and the depths of the setting sun In here, our time still goes on

The evening cherry blossoms scatter, baby Marking the end of spring just with that The butterfly that had stopped trembling in the water’s surface has gone away It’s the imp’s fault for crying That we’ve Got no choice but to move about in confusion That’s right The smell of summer has already arrived in this town

[softrainbowlove]

first date | jungkook

more a nervous person and would wear clothes he would feel comfortable with but also are impressive.

his hands would be sweating when he meets up with his date. when walking and finally sitting he would hide them in his pockets or in his sleeves. he is still nervous. he would make conversations about simple things at firsts, compliment his date a couple times followed by a warm smile.

after jungkook would feel completely comfortable, the conversation would be going into more depths and last longer.

while the two were talking jungkook would be glancing down at your lips or hands. he would smile then because of what he was hearing and seeing. everything was just perfect for him.

he would move his hands to your closer but it would be a small move. when he would be talking and when you would

notice he would smile softly.

there would be a lot of laughs, shoulder touching, hand touching and a lot of jokes. it was a fun and long date.

at the end of it he would grow nervous because had wanted to end the date with a sweet kiss. though now that it was the end he really wasn’t sure if he could pull himself together and do it. so it would be quiet for a moment after you both ended it but jungkook stayed in his spot staring at you.

he bit his bottom lip and was glancing around. it was getting awkward.

he squeezed his eyes shut before finally going with his guts.

the kiss was short, quick but sweet enough to send butterflies. when he pulled away he opened his eyes. his cheeks pink and when he saw you smile, he smiled too. a bit bigger. “that was….” he would say and you would roll your eyes with a smile.

“…really nice.” he grinned brightly at you ending his sentence and rubbed the back of his neck, stepping back.

“yeah!!”

jimin ver.

[marcoparra]

Data Management and Visualization Assigment 1

This is a publication that providing data managament for data exploration in the mars craters dataset.

Selected dataset: marscrate_pds

This data set provides informations about morphological features of the surface of mars. Contains data about recorded  of latitude, longitude, circular diameter, depth of rim floor, other morphological information and number of layers of craters in mars.

Following attributes are extrated and mapped 

Following attributes are extracted and was selected for analysis:

Categorical:  MORPHOLOGY_EJECTA_3

Quantity: DEPTH_RIMFLOOR_TOPOG

The morphology ejecta 3 represent different morphology type descriptors.

The depth rimfloor variable is defined as: Average elevation of each the manually determined N points along the crater rim to floor, the units are km.

Procedure:

The full dataset was loaded (384343 records), then was filted the records with data in variable MORPHOLOGY EJECTA 3. The subset contains a total of 1293 registers.

The interpretation of these data, the mean of the morphology defined in the variable MORPHOLOGY EJECTA 3 are different. To interpreted we applied an test tukey to compared the significant difference the mean of the depth between types of morphology

In the original data it contains an total of 28 different types of morphology (MORPHOLOGY EJECTA). Below is an extract of the results, due to the large number of possible combinations.

the interpretation of results sugests that the mean of most type of morphology they do not present difference stadistics signifance. Only we can find difference significance between Bumblee and the types: Butterfly and Inner is small Crown. In which they was found diference stadistics significance for reject hyphotesis nula, that is to say, there is statistical evidence to indicate the mean of these groups are different.

Additionally, it is presented in graph to give more information of data.

import pandas as pd import statsmodels.formula.api as smf import statsmodels.stats.multicomp as multi from statsmodels.formula.api import ols from scipy import stats import statsmodels.api as sm import numpy as np import matplotlib.pyplot as plt import matplotlib as mpl fname = "marscrater_pds" df = pd.read_csv(r"C:\dev\Course data analysis tools\Datasets\{}.csv".format(fname), low_memory=False) df = df[df['MORPHOLOGY_EJECTA_3'] != ' '] model = ols('DEPTH_RIMFLOOR_TOPOG ~ MORPHOLOGY_EJECTA_3', data=df).fit()  # Creación modelo ANOVA anov_table = sm.stats.anova_lm(model, typ=1)  # Corresponde a una anova Unidireccional print('ANOVA resultados {}: '.format(fname)) print(anov_table)  # Ver resumen ANOVA print('\n') # Chequeo de hipotesis dataResid = model.resid  # Prueba de normalidad realizado en los residuos de los datos normTest = stats.shapiro(dataResid)  # Se utiliza el test de shapiro-wilks print('Normality test results:') print(normTest)  # se considera como valor p-value > 0.05 para datos normalmente distribuidos. print('\n') letLis = df['MORPHOLOGY_EJECTA_3'].unique() letLis = letLis[letLis != ' '] datalist = [] for x in letLis:  # Bartlett test works better if provided a list of data    groupData = df.loc[df['MORPHOLOGY_EJECTA_3'] == x, 'DEPTH_RIMFLOOR_TOPOG'].tolist()    datalist.append(groupData) bartData = stats.bartlett(datalist[0], datalist[1], datalist[2]) print('The results of the bartlett test are: ') print(bartData)  # This is insiginifant, which is good. print('\n') # Sweet! So we have a significant ANOVA, and it passes all the tests. Time to see what  treatments matter. dataCompare = multi.MultiComparison(df['DEPTH_RIMFLOOR_TOPOG'], df['MORPHOLOGY_EJECTA_3'])  # Runs comparisons between treatments tukeyResult = dataCompare.tukeyhsd()  # Runs a tukey HSD test based on those comparisons print(tukeyResult)  # prints out a table displaying all relationships between groups print('Therefore, the unique treatments (a = 0.05) are (Instance, {}:'.format(fname)) print(dataCompare.groupsunique)  # prints out a list of all treatments which are unique. df_anova = pd.DataFrame(data=tukeyResult._results_table.data[1:], columns=tukeyResult._results_table.data[0]) df_anova.to_csv('turkey_results_assigment1.csv') plt.figure() ax = plt.gca()  # pull out just the background ax.set_facecolor('xkcd:white')  # Remove the gray background ax.tick_params(labelsize = 8) ax.set_xticklabels(letLis, rotation = 90) mpl.rcParams['boxplot.medianprops.color'] = 'black'  # Make the median line black and thus visable plt.boxplot(datalist, labels=letLis)  # The data needs to be in list format for this # Additionally it is beneficial to have the labels for the treatments in a list ## Everything below this is styling plt.ylabel('Depth Rimfloor (km)', fontsize = 'large') plt.show()