Data-Informed Thinking + Doing
Sentiment Analysis Using Lexicons
Extracting the polarity and emotions from tweets during the 2020 NBA Draft—using WordNet and VADER in Julia, Python, and R.
WordNet is a lexical database that provides information about the relationships between words, such as synonyms, antonyms, and hypernyms. It can be used to identify the sentiment of a text based on the sentiment of its individual words. However, WordNet does not have any built-in knowledge of sentiment or emotion, so its accuracy for sentiment analysis tasks may be limited.
Valence Aware Dictionary and sEntiment Reasoner (or VADER), on the other hand, is a rule-based sentiment analysis tool that is specifically designed to handle social media texts, such as tweets, that often contain informal language, slang, and emojis. It uses a combination of linguistic rules and heuristics to determine the sentiment of a text, and has been shown to perform well on social media texts. However, its performance on other types of text may be limited.
Getting Started
If you are interested in reproducing this work, here are the versions of Julia, Python, and R used (as well as the respective packages for each). Additionally, Leland Wilkinson’s approach to data visualization (Grammar of Graphics) has been adopted in this work. Finally, my coding style here is verbose, in order to trace back where functions/methods and variables are originating from.
VERSIONv"1.5.0"import Pkg
Pkg.add(name="JSON", version="0.21.4")
Pkg.add(name="DataFrames", version="1.3.0")
Pkg.add(name="Colors", version="0.12.8")
Pkg.add(name="Cairo", version="1.0.5")
Pkg.add(name="Gadfly", version="1.3.4")
using JSON
using DataFrames
using Colors
using Cairo
using Gadflyimport sys
print(sys.version)3.9.6 (v3.9.6:db3ff76da1, Jun 28 2021, 11:49:53)
[Clang 6.0 (clang-600.0.57)]!pip install pandas==2.0.0
!pip install plotnine==0.10.1
!pip install nltk==3.6.7import random
import json
import pandas
import plotnine
import nltk
# from nltk.classify import NaiveBayesClassifier
# from nltk.corpus import subjectivity
# from nltk.sentiment import SentimentAnalyzer
# from nltk.sentiment.util import *R.version.string[1] "R version 4.1.1 (2021-08-10)"require(devtools)
devtools::install_version("jsonlite", version="1.8.4", repos="http://cran.us.r-project.org")
devtools::install_version("dplyr", version="1.0.4", repos="http://cran.us.r-project.org")
devtools::install_version("ggplot2", version="3.3.3", repos="http://cran.us.r-project.org")
devtools::install_version("vader", version="0.2.1", repos="http://cran.us.r-project.org")library(jsonlite)
library(dplyr)
library(ggplot2)
library(vader)Importing and Examining Dataset
tweets_jl = read("../../dataset/twitter-jalensmith-nbadraft.json", String) |>
JSON.parse |>
DataFrames.DataFrame100×2 DataFrame
Row │ id text
│ String String
─────┼────────────────────────────────────────────────────────
1 │ 1329246787270414338 @Suns @thejalen_smith This is th…
2 │ 1329246786578472960 @JamesCBundy @AytonFan @Suns @th…
3 │ 1329246785336791041 Welcome to the @Suns @thejalen_s…
4 │ 1329246784091082752 @valdez_dolfo @Suns @thejalen_sm…
5 │ 1329246782904299525 RT @MattLevine__: Maryland’s Jal…
6 │ 1329246780723179520 RT @NBA: With the 10th pick of t…
7 │ 1329246776478621698 RT @NBA: With the 10th pick of t…
8 │ 1329246772787634176 @TerrapinHoops @thejalen_smith @…
9 │ 1329246770883424264 @BrunoFernandoMV @thejalen_smith…
10 │ 1329246761265868805 RT @NBA: With the 10th pick of t…
11 │ 1329246760724803585 RT @MSJStudents: Jalen Smith ‘18…
12 │ 1329246757876871168 RT @Suns: Our guy @thejalen_smit…
13 │ 1329246755615956992 RT @Suns: Our guy @thejalen_smit…
14 │ 1329246755100258306 RT @TerrapinHoops: STIX TO THE V…
15 │ 1329246753388949504 RT @TerrapinHoops: STIX TO THE V…
16 │ 1329246753162465288 @Suns @thejalen_smith Yeah let’s…
17 │ 1329246752386510849 RT @Suns: Our guy @thejalen_smit…
18 │ 1329246752382267392 RT @NBA: With the 10th pick of t…
19 │ 1329246752139079682 @DatskoNathan @Suns @thejalen_sm…
20 │ 1329246750423609346 @CoachTahjHolden @thejalen_smith…
21 │ 1329246749375008768 RT @NBA: With the 10th pick of t…
22 │ 1329246744518025217 RT @TerrapinHoops: STIX TO THE V…
23 │ 1329246742710259713 RT @NBADraft: With the 10th pick…
24 │ 1329246742429261830 RT @NBA: With the 10th pick of t…
25 │ 1329246740592005121 @AytonFan @Suns @thejalen_smith …
26 │ 1329246732597809152 RT @NBA: With the 10th pick of t…
27 │ 1329246732509712384 @thejalen_smith congratulations …
28 │ 1329246731335311362 RT @NBADraft: With the 10th pick…
29 │ 1329246728332054529 RT @Suns: Our guy @thejalen_smit…
30 │ 1329246727300210689 RT @N8veJay: @Suns @thejalen_smi…
31 │ 1329246725920354305 RT @Suns: Our guy @thejalen_smit…
32 │ 1329246722564837377 @thejalen_smith Welcome 🙏🏼
33 │ 1329246718739746817 RT @TerrapinHoops: STIX TO THE V…
34 │ 1329246716873216000 @Suns @thejalen_smith Sticks
35 │ 1329246715619266561 RT @Suns: Our guy @thejalen_smit…
36 │ 1329246714444832770 Congrats @thejalen_smith. Make m…
37 │ 1329246714138603523 RT @TerrapinHoops: STIX TO THE V…
38 │ 1329246712024625154 @thejalen_smith welcome to the v…
39 │ 1329246710346878977 @spimpojr @thejalen_smith @Suns …
40 │ 1329246709164113920 RT @NBA: With the 10th pick of t…
41 │ 1329246700100218882 RT @NBA: With the 10th pick of t…
42 │ 1329246695461449728 RT @NBA: With the 10th pick of t…
43 │ 1329246689228537856 RT @Suns: Our guy @thejalen_smit…
44 │ 1329246686850535425 @MikalBridgesSZN @Suns @thejalen…
45 │ 1329246680768679939 @Suns @thejalen_smith Welcome to…
46 │ 1329246679531458560 RT @TerrapinHoops: STIX TO THE V…
⋮ │ ⋮ ⋮
56 │ 1329246663177854976 @Suns @thejalen_smith QUIEN?
57 │ 1329246660946440194 RT @TerrapinHoops: STIX TO THE V…
58 │ 1329246660472475659 RT @TerrapinHoops: STIX TO THE V…
59 │ 1329246659147038722 @thisisnotjoshua @OubreFanClub @…
60 │ 1329246658165682176 RT @lilabbromberg: Love to see t…
61 │ 1329246655510581248 @Suns @thejalen_smith I trust JJ
62 │ 1329246654176911360 RT @TerrapinHoops: STIX TO THE V…
63 │ 1329246651941269511 RT @TerrapinHoops: STIX TO THE V…
64 │ 1329246647830806530 RT @TerrapinHoops: STIX TO THE V…
65 │ 1329246645976961025 RT @TerrapinHoops: STIX TO THE V…
66 │ 1329246644538388480 RT @TerrapinHoops: STIX TO THE V…
67 │ 1329246639073144832 @MattLevine__ @thejalen_smith @T…
68 │ 1329246633486217223 RT @Suns: Our guy @thejalen_smit…
69 │ 1329246633180213255 @Suns @thejalen_smith Is it just…
70 │ 1329246631242379266 @NBA @NBADraft @Suns @thejalen_s…
71 │ 1329246628717400064 RT @Suns: Our guy @thejalen_smit…
72 │ 1329246624099528705 RT @lilabbromberg: Love to see t…
73 │ 1329246622421696515 @thejalen_smith welcome to Arizo…
74 │ 1329246619519225856 RT @NBA: With the 10th pick of t…
75 │ 1329246618080727040 @Suns @thejalen_smith yall out h…
76 │ 1329246615379587072 RT @TerrapinHoops: STIX TO THE V…
77 │ 1329246607255040002 @Suns @thejalen_smith CBS Sports…
78 │ 1329246606873432068 RT @NBA: With the 10th pick of t…
79 │ 1329246606735126529 RT @TerrapinHoops: STIX TO THE V…
80 │ 1329246605485215746 RT @NBA: With the 10th pick of t…
81 │ 1329246602041683968 @BigTenNetwork @thejalen_smith @…
82 │ 1329246601932644352 RT @Suns: Our guy @thejalen_smit…
83 │ 1329246600368107526 RT @TerrapinHoops: STIX TO THE V…
84 │ 1329246597641809922 RT @TerrapinHoops: STIX TO THE V…
85 │ 1329246597532717057 @thejalen_smith Welcome to the v…
86 │ 1329246596370980864 RT @davidaldridgedc: Happy for @…
87 │ 1329246596157087746 @thejalen_smith will do well in …
88 │ 1329246594516992000 @VegasDogGuy1 @NBA @NBADraft @Su…
89 │ 1329246591983742982 RT @Suns: Our guy @thejalen_smit…
90 │ 1329246590058553344 Love to see this for @thejalen_s…
91 │ 1329246587021787137 Welcome to AZ @thejalen_smith ☀️
92 │ 1329246583926484994 @valdez_dolfo @Suns @thejalen_sm…
93 │ 1329246580994502656 @Suns @thejalen_smith Lot of bot…
94 │ 1329246580759674882 @thejalen_smith Welcome to the s…
95 │ 1329246577408548869 RT @Suns: Our guy @thejalen_smit…
96 │ 1329246576343216128 Congratulations to UMD Alum @the…
97 │ 1329246571469303813 RT @Suns: Our guy @thejalen_smit…
98 │ 1329246568084606977 Welcome to Phoenix Sticks! @thej…
99 │ 1329246567564537856 THE TOP 10 TURTLE! @thejalen_smi…
100 │ 1329246567363211272 Congrats @thejalen_smith !!!! ht…
9 rows omittedtweets_py = pandas.read_json("../../dataset/twitter-jalensmith-nbadraft.json")
tweets_py.info()<class 'pandas.core.frame.DataFrame'>
RangeIndex: 100 entries, 0 to 99
Data columns (total 2 columns):
# Column Non-Null Count Dtype
--- ------ -------------- -----
0 id 100 non-null int64
1 text 100 non-null object
dtypes: int64(1), object(1)
memory usage: 1.7+ KBtweets_py.head(n=8) id text
0 1329246787270414336 @Suns @thejalen_smith This is the biggest waste of a draft pick I have ever seen... Haliburton is legit right there but no we go for the dude who would probably have been better at 20
1 1329246786578472960 @JamesCBundy @AytonFan @Suns @thejalen_smith Cause CP is like 73 years old and you’d need a successor especially with Rubio out the door
2 1329246785336791040 Welcome to the @Suns @thejalen_smith
3 1329246784091082752 @valdez_dolfo @Suns @thejalen_smith Your talents of sitting on Twitter and watching basketball from a couch? Bye. Dallas is perfect for you.
4 1329246782904299520 RT @MattLevine__: Maryland’s Jalen Smith has been selected by the Phoenix Suns with the 10th overall pick in the 2020 #NBADraft.\n\n@thejalen…
5 1329246780723179520 RT @NBA: With the 10th pick of the @NBADraft, the @Suns select Jalen Smith (@thejalen_smith)!\n\n2020 #NBADraft presented by State Farm on ES…
6 1329246776478621696 RT @NBA: With the 10th pick of the @NBADraft, the @Suns select Jalen Smith (@thejalen_smith)!\n\n2020 #NBADraft presented by State Farm on ES…
7 1329246772787634176 @TerrapinHoops @thejalen_smith @Suns @NBADraft Man was really hoping he’d end up with the @celtics ... good luck Stix!tweets_py.tail(n=8) id text
92 1329246580994502656 @Suns @thejalen_smith Lot of bots on here. Chill
93 1329246580759674880 @thejalen_smith Welcome to the suns man https://t.co/nrLMhkYD54
94 1329246577408548864 RT @Suns: Our guy @thejalen_smith!
95 1329246576343216128 Congratulations to UMD Alum @thejalen_smith on being drafted by @Suns !! Great young talent added to a team looking to win now #Terps #NBADraft
96 1329246571469303808 RT @Suns: Our guy @thejalen_smith!
97 1329246568084606976 Welcome to Phoenix Sticks! @thejalen_smith #NBADraft
98 1329246567564537856 THE TOP 10 TURTLE! @thejalen_smith goes to the @Suns at #10 in the #NBADraft 💪💪The desert better be ready for 10 CCs of dunks, blocks, smooth jumpers & of course...\n\nTURTLE POWER 🐢🐢🐢 #HeATerp https://t.co/9HhEkV7KI1
99 1329246567363211264 Congrats @thejalen_smith !!!! https://t.co/gXagWn77OTtweets_r <- jsonlite::fromJSON("../../dataset/twitter-jalensmith-nbadraft.json") %>%
as.data.frame()
str(object=tweets_r)'data.frame': 100 obs. of 2 variables:
$ id : chr "1329246787270414338" "1329246786578472960" "1329246785336791041" "1329246784091082752" ...
$ text: chr "@Suns @thejalen_smith This is the biggest waste of a draft pick I have ever seen... Haliburton is legit right t"| __truncated__ "@JamesCBundy @AytonFan @Suns @thejalen_smith Cause CP is like 73 years old and you’d need a successor especiall"| __truncated__ "Welcome to the @Suns @thejalen_smith" "@valdez_dolfo @Suns @thejalen_smith Your talents of sitting on Twitter and watching basketball from a couch? By"| __truncated__ ...head(x=tweets_r, n=8) id text
1 1329246787270414338 @Suns @thejalen_smith This is the biggest waste of a draft pick I have ever seen... Haliburton is legit right there but no we go for the dude who would probably have been better at 20
2 1329246786578472960 @JamesCBundy @AytonFan @Suns @thejalen_smith Cause CP is like 73 years old and you’d need a successor especially with Rubio out the door
3 1329246785336791041 Welcome to the @Suns @thejalen_smith
4 1329246784091082752 @valdez_dolfo @Suns @thejalen_smith Your talents of sitting on Twitter and watching basketball from a couch? Bye. Dallas is perfect for you.
5 1329246782904299525 RT @MattLevine__: Maryland’s Jalen Smith has been selected by the Phoenix Suns with the 10th overall pick in the 2020 #NBADraft.\n\n@thejalen…
6 1329246780723179520 RT @NBA: With the 10th pick of the @NBADraft, the @Suns select Jalen Smith (@thejalen_smith)!\n\n2020 #NBADraft presented by State Farm on ES…
7 1329246776478621698 RT @NBA: With the 10th pick of the @NBADraft, the @Suns select Jalen Smith (@thejalen_smith)!\n\n2020 #NBADraft presented by State Farm on ES…
8 1329246772787634176 @TerrapinHoops @thejalen_smith @Suns @NBADraft Man was really hoping he’d end up with the @celtics ... good luck Stix!tail(x=tweets_r, n=8) id text
93 1329246580994502656 @Suns @thejalen_smith Lot of bots on here. Chill
94 1329246580759674882 @thejalen_smith Welcome to the suns man https://t.co/nrLMhkYD54
95 1329246577408548869 RT @Suns: Our guy @thejalen_smith!
96 1329246576343216128 Congratulations to UMD Alum @thejalen_smith on being drafted by @Suns !! Great young talent added to a team looking to win now #Terps #NBADraft
97 1329246571469303813 RT @Suns: Our guy @thejalen_smith!
98 1329246568084606977 Welcome to Phoenix Sticks! @thejalen_smith #NBADraft
99 1329246567564537856 THE TOP 10 TURTLE! @thejalen_smith goes to the @Suns at #10 in the #NBADraft 💪💪The desert better be ready for 10 CCs of dunks, blocks, smooth jumpers & of course...\n\nTURTLE POWER 🐢🐢🐢 #HeATerp https://t.co/9HhEkV7KI1
100 1329246567363211272 Congrats @thejalen_smith !!!! https://t.co/gXagWn77OTWrangling Data
tweets_clean_jl = tweets_jl100×2 DataFrame
Row │ id text
│ String String
─────┼────────────────────────────────────────────────────────
1 │ 1329246787270414338 @Suns @thejalen_smith This is th…
2 │ 1329246786578472960 @JamesCBundy @AytonFan @Suns @th…
3 │ 1329246785336791041 Welcome to the @Suns @thejalen_s…
4 │ 1329246784091082752 @valdez_dolfo @Suns @thejalen_sm…
5 │ 1329246782904299525 RT @MattLevine__: Maryland’s Jal…
6 │ 1329246780723179520 RT @NBA: With the 10th pick of t…
7 │ 1329246776478621698 RT @NBA: With the 10th pick of t…
8 │ 1329246772787634176 @TerrapinHoops @thejalen_smith @…
9 │ 1329246770883424264 @BrunoFernandoMV @thejalen_smith…
10 │ 1329246761265868805 RT @NBA: With the 10th pick of t…
11 │ 1329246760724803585 RT @MSJStudents: Jalen Smith ‘18…
12 │ 1329246757876871168 RT @Suns: Our guy @thejalen_smit…
13 │ 1329246755615956992 RT @Suns: Our guy @thejalen_smit…
14 │ 1329246755100258306 RT @TerrapinHoops: STIX TO THE V…
15 │ 1329246753388949504 RT @TerrapinHoops: STIX TO THE V…
16 │ 1329246753162465288 @Suns @thejalen_smith Yeah let’s…
17 │ 1329246752386510849 RT @Suns: Our guy @thejalen_smit…
18 │ 1329246752382267392 RT @NBA: With the 10th pick of t…
19 │ 1329246752139079682 @DatskoNathan @Suns @thejalen_sm…
20 │ 1329246750423609346 @CoachTahjHolden @thejalen_smith…
21 │ 1329246749375008768 RT @NBA: With the 10th pick of t…
22 │ 1329246744518025217 RT @TerrapinHoops: STIX TO THE V…
23 │ 1329246742710259713 RT @NBADraft: With the 10th pick…
24 │ 1329246742429261830 RT @NBA: With the 10th pick of t…
25 │ 1329246740592005121 @AytonFan @Suns @thejalen_smith …
26 │ 1329246732597809152 RT @NBA: With the 10th pick of t…
27 │ 1329246732509712384 @thejalen_smith congratulations …
28 │ 1329246731335311362 RT @NBADraft: With the 10th pick…
29 │ 1329246728332054529 RT @Suns: Our guy @thejalen_smit…
30 │ 1329246727300210689 RT @N8veJay: @Suns @thejalen_smi…
31 │ 1329246725920354305 RT @Suns: Our guy @thejalen_smit…
32 │ 1329246722564837377 @thejalen_smith Welcome 🙏🏼
33 │ 1329246718739746817 RT @TerrapinHoops: STIX TO THE V…
34 │ 1329246716873216000 @Suns @thejalen_smith Sticks
35 │ 1329246715619266561 RT @Suns: Our guy @thejalen_smit…
36 │ 1329246714444832770 Congrats @thejalen_smith. Make m…
37 │ 1329246714138603523 RT @TerrapinHoops: STIX TO THE V…
38 │ 1329246712024625154 @thejalen_smith welcome to the v…
39 │ 1329246710346878977 @spimpojr @thejalen_smith @Suns …
40 │ 1329246709164113920 RT @NBA: With the 10th pick of t…
41 │ 1329246700100218882 RT @NBA: With the 10th pick of t…
42 │ 1329246695461449728 RT @NBA: With the 10th pick of t…
43 │ 1329246689228537856 RT @Suns: Our guy @thejalen_smit…
44 │ 1329246686850535425 @MikalBridgesSZN @Suns @thejalen…
45 │ 1329246680768679939 @Suns @thejalen_smith Welcome to…
46 │ 1329246679531458560 RT @TerrapinHoops: STIX TO THE V…
⋮ │ ⋮ ⋮
56 │ 1329246663177854976 @Suns @thejalen_smith QUIEN?
57 │ 1329246660946440194 RT @TerrapinHoops: STIX TO THE V…
58 │ 1329246660472475659 RT @TerrapinHoops: STIX TO THE V…
59 │ 1329246659147038722 @thisisnotjoshua @OubreFanClub @…
60 │ 1329246658165682176 RT @lilabbromberg: Love to see t…
61 │ 1329246655510581248 @Suns @thejalen_smith I trust JJ
62 │ 1329246654176911360 RT @TerrapinHoops: STIX TO THE V…
63 │ 1329246651941269511 RT @TerrapinHoops: STIX TO THE V…
64 │ 1329246647830806530 RT @TerrapinHoops: STIX TO THE V…
65 │ 1329246645976961025 RT @TerrapinHoops: STIX TO THE V…
66 │ 1329246644538388480 RT @TerrapinHoops: STIX TO THE V…
67 │ 1329246639073144832 @MattLevine__ @thejalen_smith @T…
68 │ 1329246633486217223 RT @Suns: Our guy @thejalen_smit…
69 │ 1329246633180213255 @Suns @thejalen_smith Is it just…
70 │ 1329246631242379266 @NBA @NBADraft @Suns @thejalen_s…
71 │ 1329246628717400064 RT @Suns: Our guy @thejalen_smit…
72 │ 1329246624099528705 RT @lilabbromberg: Love to see t…
73 │ 1329246622421696515 @thejalen_smith welcome to Arizo…
74 │ 1329246619519225856 RT @NBA: With the 10th pick of t…
75 │ 1329246618080727040 @Suns @thejalen_smith yall out h…
76 │ 1329246615379587072 RT @TerrapinHoops: STIX TO THE V…
77 │ 1329246607255040002 @Suns @thejalen_smith CBS Sports…
78 │ 1329246606873432068 RT @NBA: With the 10th pick of t…
79 │ 1329246606735126529 RT @TerrapinHoops: STIX TO THE V…
80 │ 1329246605485215746 RT @NBA: With the 10th pick of t…
81 │ 1329246602041683968 @BigTenNetwork @thejalen_smith @…
82 │ 1329246601932644352 RT @Suns: Our guy @thejalen_smit…
83 │ 1329246600368107526 RT @TerrapinHoops: STIX TO THE V…
84 │ 1329246597641809922 RT @TerrapinHoops: STIX TO THE V…
85 │ 1329246597532717057 @thejalen_smith Welcome to the v…
86 │ 1329246596370980864 RT @davidaldridgedc: Happy for @…
87 │ 1329246596157087746 @thejalen_smith will do well in …
88 │ 1329246594516992000 @VegasDogGuy1 @NBA @NBADraft @Su…
89 │ 1329246591983742982 RT @Suns: Our guy @thejalen_smit…
90 │ 1329246590058553344 Love to see this for @thejalen_s…
91 │ 1329246587021787137 Welcome to AZ @thejalen_smith ☀️
92 │ 1329246583926484994 @valdez_dolfo @Suns @thejalen_sm…
93 │ 1329246580994502656 @Suns @thejalen_smith Lot of bot…
94 │ 1329246580759674882 @thejalen_smith Welcome to the s…
95 │ 1329246577408548869 RT @Suns: Our guy @thejalen_smit…
96 │ 1329246576343216128 Congratulations to UMD Alum @the…
97 │ 1329246571469303813 RT @Suns: Our guy @thejalen_smit…
98 │ 1329246568084606977 Welcome to Phoenix Sticks! @thej…
99 │ 1329246567564537856 THE TOP 10 TURTLE! @thejalen_smi…
100 │ 1329246567363211272 Congrats @thejalen_smith !!!! ht…
9 rows omittedtweets_clean_py = tweets_pytweets_clean_r <- tweets_rPerforming Sentiment Analysis
# sentiment_analysis = nltk.sentiment.SentimentIntensityAnalyzer()
# sentiment_polarity_scores = [sentiment_analysis.polarity_scores(tweet["text"]) for tweet in tweets_json_py]tweets_clean_r <- vader::vader_df(text=tweets_clean_r$text)
head(x=tweets_clean_r, n=8) text word_scores compound pos neu neg but_count
1 @Suns @thejalen_smith This is the biggest waste of a draft pick I have ever seen... Haliburton is legit right there but no we go for the dude who would probably have been better at 20 {0, 0, 0, 0, 0, 0, -0.9, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1.8, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2.85, 0, 0} 0.039 0.095 0.79 0.12 1
2 @JamesCBundy @AytonFan @Suns @thejalen_smith Cause CP is like 73 years old and you’d need a successor especially with Rubio out the door {0, 0, 0, 0, 0, 0, 0, 1.5, 0, 0, 0, 0, 0, 0, 0, 0.9, 0, 0, 0, 0, 0, 0} 0.527 0.180 0.82 0.00 0
3 Welcome to the @Suns @thejalen_smith {2, 0, 0, 0, 0} 0.459 0.429 0.57 0.00 0
4 @valdez_dolfo @Suns @thejalen_smith Your talents of sitting on Twitter and watching basketball from a couch? Bye. Dallas is perfect for you. {0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2.7, 0, 0} 0.772 0.261 0.74 0.00 0
5 RT @MattLevine__: Maryland’s Jalen Smith has been selected by the Phoenix Suns with the 10th overall pick in the 2020 #NBADraft.\n\n@thejalen… {0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0} 0.000 0.000 1.00 0.00 0
6 RT @NBA: With the 10th pick of the @NBADraft, the @Suns select Jalen Smith (@thejalen_smith)!\n\n2020 #NBADraft presented by State Farm on ES… {0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0} 0.000 0.000 1.00 0.00 0
7 RT @NBA: With the 10th pick of the @NBADraft, the @Suns select Jalen Smith (@thejalen_smith)!\n\n2020 #NBADraft presented by State Farm on ES… {0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0} 0.000 0.000 1.00 0.00 0
8 @TerrapinHoops @thejalen_smith @Suns @NBADraft Man was really hoping he’d end up with the @celtics ... good luck Stix! {0, 0, 0, 0, 0, 0, 0, 2.093, 0, 0, 0, 0, 0, 0, 0, 1.9, 2, 0} 0.851 0.382 0.62 0.00 0tail(x=tweets_clean_r, n=8) text word_scores compound pos neu neg but_count
93 @Suns @thejalen_smith Lot of bots on here. Chill {0, 0, 0, 0, 0, 0, 0, 0} 0.00 0.00 1.00 0.000 0
94 @thejalen_smith Welcome to the suns man https://t.co/nrLMhkYD54 {0, 2, 0, 0, 0, 0, 0} 0.46 0.33 0.67 0.000 0
95 RT @Suns: Our guy @thejalen_smith! {0, 0, 0, 0, 0} 0.00 0.00 1.00 0.000 0
96 Congratulations to UMD Alum @thejalen_smith on being drafted by @Suns !! Great young talent added to a team looking to win now #Terps #NBADraft {2.9, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3.1, 0, 1.8, 0, 0, 0, 0, 0, 0, 2.8, 0, 0, 0} 0.94 0.43 0.57 0.000 0
97 RT @Suns: Our guy @thejalen_smith! {0, 0, 0, 0, 0} 0.00 0.00 1.00 0.000 0
98 Welcome to Phoenix Sticks! @thejalen_smith #NBADraft {2, 0, 0, 0, 0, 0} 0.51 0.40 0.60 0.000 0
99 THE TOP 10 TURTLE! @thejalen_smith goes to the @Suns at #10 in the #NBADraft 💪💪The desert better be ready for 10 CCs of dunks, blocks, smooth jumpers & of course...\n\nTURTLE POWER 🐢🐢🐢 #HeATerp https://t.co/9HhEkV7KI1 {0, 1.533, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1.9, 0, 1.5, 0, 0, 0, 0, 0, -0.9, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0} 0.74 0.20 0.75 0.046 0
100 Congrats @thejalen_smith !!!! https://t.co/gXagWn77OT {2.4, 0, 0, 0} 0.68 0.60 0.40 0.000 0
Applied Advanced Analytics & AI in Sports