CNFTプロジェクトのセンチメント分析

CNFTはカルダノのNFTが売買出来る最大のマーケットプレイスです。

今回はCNFTに登録されている全てのプロジェクトに対してTwitterセンチメント分析を行ってみました。

センチメント分析とは、市場分析の一種です。

従来では「顧客満足度」を調査するには

  • モニタリング・覆面調査
  • インタビュー
  • モニター
  • 電話
  • 郵送
  • インターネット

等でアンケート結果を集計して分析するのが主流でしたが、
備考欄などに書かれた「商品に対する本質的な感情」を機械的に分析するのは
不可能と言われていました。

センチメント分析では文章に自然言語処理を施し、その文章が

中立 / ポジティブ / ネガティブ

かを評価をします。

有名所ではAmazonの分析チームが商品レビューのセンチメント分析をしていますね。

今回は、2021年10月9日の時点でTwitterから収集したCNFTプロジェクトに関するツイートを集め、
そのツイートに対してセンチメント分析を行いました。

以下はその結果です。

※ プロジェクト名を検索すると該当プロジェクトに絞られます。
※ 中立・ポジティブ・ネガティブの値はプロジェクトに対する全体の感情の割合を示しています。
※ 矢印を操作すると昇順降順で並び替えられます。

プロジェクト名ツイート数中立ポジティブネガティブ
SpaceBudz28887.1511.111.74
BitMania50.0100.00.0
Pick Project6127.8752.4619.67
MrReier1127.2772.730.0
Matrix10740.1952.347.48
Hornfolk333.3366.670.0
CryptoPetz2445.8345.838.33
Ada Pals728.5757.1414.29
CardanoAmigos875.025.00.0
Alebrijes10.0100.00.0
Dracano4195.124.880.0
Ada Dolls3897.372.630.0
Thai Smile Elephant70.0100.00.0
Trybbles1526.6766.676.67
thiscrazylife540.040.020.0
TigerSociety1118.1854.5527.27
DeveereiNFTs250.050.00.0
CardaLlama2123.8152.3823.81
CardanoPets1421.4371.437.14
The Sheriff1850.038.8911.11
The Psychedelic12351.2243.095.69
Slatt Business1100.00.00.0
FingerMonsters10.0100.00.0
UnsignedTeddys250.050.00.0
Crypto Commander540.020.040.0
Roadmap Gallery616.6766.6716.67
ArtGallery_AI6791.045.972.99
Yummi Universe Naru9198.91.10.0
Cardano Woman540.060.00.0
PlanetPalz850.050.00.0
LollipopCNFT2642.3157.690.0
Cardano Robin7139.4450.79.86
HashGuardians1513.3366.6720.0
DexoWorlds837.562.50.0
Billy7542.6745.3312.0
StereogramNFT20.0100.00.0
Ada Sharks825.062.512.5
Cardano History5644.6453.571.79
Heart and Mind1675.025.00.0
Adamon1136.3645.4518.18
Just Tweets5932.252.5415.25
Cardano Warriors3070.026.673.33
ADAbirdsNFT425.075.00.0
CocoLoco1428.5764.297.14
Mandelbrots2425.070.834.17
NOIRGUYS4297.620.02.38
CryptoStamps60.0100.00.0
DJ Zero Action250.050.00.0
Crypties30.0100.00.0
NFT Dropout825.050.025.0
Cardanonky20.0100.00.0
Cyberpunks2560.032.08.0
Outpost540.060.00.0
Pandalogy1100.00.00.0
BitPunk10.00.0100.0
Maya_S_Art10.0100.00.0
Visions6984.8794.410.72
EntheosAI3923.0866.6710.26
The Yosemite Collection10.0100.00.0
CocoNono450.050.00.0
CardanoCrew1100.00.00.0
SkullzEmotive20.0100.00.0
Heads of Cards10.0100.00.0
The Blockchain Evolution1030.060.010.0
CardaLions1741.1852.945.88
Imagine Fairy1100.00.00.0
Stiks580.020.00.0
Cardano Countries1216.6766.6716.67
Cryptarc Shades of Sorcery10.0100.00.0
Triptych2015.085.00.0
NFTea955.5644.440.0
CARDANO ICONS825.062.512.5
Pablo4731.9163.834.26
Hydra Cardano3321.2160.6118.18
The Photographers Collection1822.2277.780.0
Possibilities_19724.3755.3320.3
Possibilities19724.3755.3320.3
Cardano Club NFTs2227.2759.0913.64
ADAkawaii20.0100.00.0
ADA Punks5527.2763.649.09
Cardoonz2425.066.678.33
Jolly Rogers Crew250.050.00.0
Cardamoji1457.1428.5714.29
CardanoChameleons1593.336.670.0
Metablocks1100.00.00.0
CardanoMath1010.090.00.0
Cardano Harry Potter966.670.033.33
atmosfear771.4314.2914.29
BeerSommelier1100.00.00.0
BusyBeesCNFT333.3366.670.0
Just Getting Started23235.3453.0211.64
Gnomies40.075.025.0
DailyDose26338.7853.997.22
CardanoSpace742.8657.140.0
Aeoniumsky2748.1544.447.41
Discovery Blocks10.0100.00.0
RastaPunks1100.00.00.0
Crypto Heroez10.0100.00.0
MCJ Alonzo HFC30.0100.00.0
ADAngelos366.6733.330.0
Nothing Collectibles70.085.7114.29
cardanoDIKS2060.035.05.0
The Cardano Penguin3100.00.00.0
NoFace1100.00.00.0
STALE128.3325.066.67
Grandmaster Adventurers10.0100.00.0
Pandorea1442.8657.140.0
Lunars40.075.025.0
ShapesADA1735.2958.825.88
Chibidango Heroes10.00.0100.0
Nervous Unsig Combinator10.0100.00.0
OOZES40.0100.00.0
Charles Gitnick1100.00.00.0
Cardano Budz1369.2323.087.69
CardanoBeans425.075.00.0
SpaceTales1100.00.00.0
CrystalBites633.3350.016.67
ASCIIARTCountries1100.00.00.0
KMonsterZ785.7114.290.0
FancyFortunes771.4328.570.0
HOSK by The Hoskinsons10.00.0100.0
Crypto Mayor4100.00.00.0
Monster Kicks1100.00.00.0
MONROE5352.8337.749.43
jetchicken10.0100.00.0
CryptoNinjas714.2985.710.0
HammontreeArt1100.00.00.0
Kryptoids1100.00.00.0
CardanoMonsters580.020.00.0
Cardano Kiwis20.0100.00.0
AdaDigies3237.559.383.12
GUERT1100.00.00.0
AdaNerds633.3366.670.0
The Tree Collection2231.8263.644.55
Savage AI50.0100.00.0
Space Rebels250.050.00.0
Calendano1100.00.00.0
GenArtGallery540.060.00.0
ADA Dragons933.3366.670.0
Cardano Caricatures3100.00.00.0
The Night Sky Collection425.075.00.0
ViralNFTs6663.6431.824.55
ADABLOCKS10.00.0100.0
Planet Pixel1811.1166.6722.22
Never Engine20.0100.00.0
CardaNinjas30.066.6733.33
AdaBots10.0100.00.0
CryptoMS540.060.00.0
Mediocre Art714.2928.5757.14
Distortion Ada333.3366.670.0
CardanoPotions10.0100.00.0
CryptoPhages728.5771.430.0
Chessano40.075.025.0
SamuraiZ540.060.00.0
Cyberbots450.050.00.0
Unsigned Spaces10.00.0100.0
Bitlands616.6783.330.0
artaphakt5824.1472.413.45
FemmeFatale10.00.0100.0
CardanoCity1010.080.010.0
Bubble33938.9443.6617.4
BeyondRockets2100.00.00.0
Space Babez366.6733.330.0
BronxPunkStudio2412.575.012.5
Cypherkicks5650.039.2910.71
Adaz1560.040.00.0
Grumpy Bunny2792.593.73.7
Stigma Cards250.050.00.0
CardanoPix742.8614.2942.86
Joseph Miranda10.0100.00.0
Sacred8032.557.510.0
The Onadracs3100.00.00.0
Cardano Kombat10.0100.00.0
Cardano Clown Crew3100.00.00.0
MissMars1181.8218.180.0
RForce250.050.00.0
Ada Power17435.0646.5518.39
Cadagirls4012.582.55.0
ETH KILLERS540.060.00.0
BabyAlienClub10231.3761.766.86
DEADPXLZ13551.8534.8113.33
ADAnimals10.0100.00.0
Zombits333.3366.670.0
Sweet Fellas5796.493.510.0
Samurai30133.5554.4911.96
HYPE Skulls250.050.00.0
CryptoDragons4348.8451.160.0
Summit25149.445.025.58
Numbskullz10.00.0100.0
ADAplanet1353.8538.467.69
Dystoblock190.094.745.26
Cutisaurus Park3100.00.00.0
Lovelace Legacy10.0100.00.0
ibis NFT40.0100.00.0
Cicada812.562.525.0
planet_unsigs1100.00.00.0
Cardano Waifus2240.9140.9118.18
Aether Crypto40.0100.00.0
Commemorative and Events250.00.050.0
Cardano Stake Pool80097.122.50.38
Augmented Life10.0100.00.0
Hotdogs120.025.075.0
Halloweiners1100.00.00.0
King of the Rats666.6733.330.0
Cardano Kidz540.040.020.0
Cardoggos540.060.00.0
I think therefore I am1100.00.00.0
CardanoKeys60.083.3316.67
DEADPXLZ x Cypherkicks633.3366.670.0
BigTalker1100.00.00.0
Cardano Fighters1942.1147.3710.53
NFT Update Season3327.2763.649.09
TheCardRoom333.3366.670.0
PBHP Cardano Gen3100.00.00.0
The Pixel Head Squad475.025.00.0
Professor Cardano580.020.00.0
Cardano Kings8193.834.941.23
GreenMonsterNFTC1100.00.00.0
Cardano Heroes1428.5764.297.14
spacecoins250.00.050.0
Cadabears850.025.025.0
Herkimer10.0100.00.0
Berry10435.5851.9212.5
put your hands up3100.00.00.0
Cardano Aliens1163.6418.1818.18
Charles Hoskinson10069.024.07.0
SaL Art4420.4563.6415.91
CoOp1030.060.010.0
PumpkinCatz540.060.00.0
ADA_BLOCKS21225.064.1510.85
The Foxy Company Limited40.0100.00.0
ADAHEADZ1735.2964.710.0
CriminalPunks10.0100.00.0
Canuckz NFT475.025.00.0
NFTsurf10.00.0100.0
We Are One77620.7567.411.86
BattleCats1442.8657.140.0
Clawdano2040.060.00.0
SpaceTokens580.020.00.0
rwpNFT3333.3357.589.09
iAnnet40.075.025.0
Stained Glass728.5771.430.0
Infinity Visualized333.3366.670.0
AstroBunz10.00.0100.0
Fractal Fuzion1435.7150.014.29
The Cryptoverse31895.912.521.57
CardanoMushrooms10.00.0100.0
GoldenBoy NFT475.025.00.0
CardanoComics2295.450.04.55
Cryptoknitties21875.2322.022.75
Essence7139.4454.935.63
Infinity Visualized Series20.0100.00.0
VEGAS Pool1513.3373.3313.33
CryptoBulls4636.9656.526.52
NationsADA1526.6766.676.67
Icons12136.3647.1116.53
Collabotrotters366.6733.330.0
Guardians of Cardano366.6733.330.0
ADAdreams20.0100.00.0
Cardano Roots20.0100.00.0
ADAofficeBits633.3366.670.0
unsigned_algorithms9694.794.171.04
Moonimals2875.010.7114.29
AdaPunks Live10.0100.00.0
CryptoDoggies12125.629.9264.46
FlueFrog1100.00.00.0
The Waterfall Collection10.0100.00.0
Crypto News Website714.2985.710.0
CardanoGens1741.1852.945.88
leviathan757.1442.860.0
Ocean Air250.00.050.0
Tranquillity20.0100.00.0
Nucleus785.710.014.29
Up In Smoke1533.3366.670.0
ADA Holders19639.853.576.63
The Climb4032.532.535.0
End Of The World4436.3643.1820.45
In The Clouds4032.562.55.0
The Journey Home1010.070.020.0
Retrospective633.3350.016.67
Final Rest10.0100.00.0
The Split10831.4854.6313.89
Type80047.7538.513.75
Reclaimed450.050.00.0
High Rise205.075.020.0
Last Stop3132.2648.3919.35
Reflections21754.8439.175.99
Never Forgotten944.4455.560.0
Hot Spot3100.00.00.0
Dont Leave2516.060.024.0
Breathing Space10.0100.00.0
Encryptants666.6733.330.0
AdaHitz933.3366.670.0
Cardagotchi250.050.00.0
Cryptofly2100.00.00.0
CardanoApes Home7598.671.330.0
Hogsters1741.1847.0611.76
CNFTCreators333.3366.670.0
Lords of Acid1788.2411.760.0
CleanOceanNFT3826.3250.023.68
CryptoKeens13996.43.60.0
Cardano Dragonz771.4328.570.0
WenCardano4734.0461.74.26
TheSugarCrew911.1177.7811.11
ADAPunkz25032.460.07.6
Cardano Buzz683.3316.670.0
BlizzEffect850.050.00.0
Ada Creatures1233.3366.670.0
Ada Slimes110.081.8218.18
HighSteaksNFT1625.062.512.5
AdaPunks3138.7151.619.68
ADA Jam9050.042.227.78
Rhino Generation1100.00.00.0
Pixel Coinz10.0100.00.0
CardanoBirbs1560.040.00.0
Travellers944.4444.4411.11
Hide Series30.0100.00.0
Adamobile10.00.0100.0
ADA ColorFields1100.00.00.0
VeryImportantDummies30.0100.00.0
AdaSenshi Ninja1100.00.00.0
Ada Teams5042.040.018.0
CardanoKitchen1533.3366.670.0
Eudaimonia2433.3358.338.33
Cardinos4035.060.05.0
Skydinos812.587.50.0
Seadinos20.050.050.0
Reginald NFT2817.8678.573.57
CryptoDino2948.2851.720.0
DeepVision by VisionAI1520.066.6713.33
Bubble Tea Girls10.0100.00.0
MOB Origins560.040.00.0
MOB Lore Hunt10.0100.00.0
MOB Parasite30.0100.00.0
Cardacity366.670.033.33
SharkNFTs2548.048.04.0
Cardacatz20.0100.00.0
Psychedelicsig250.050.00.0
Cardano FC30.066.6733.33
Lelo366.6733.330.0
YDESH1747.0641.1811.76
Bible2630.7742.3126.92
CardanoTrees10380.5818.450.97
BrownNFT50.0100.00.0
Cardania3228.1268.753.12
Cardano Blocks25725.6863.0411.28
ADAMON1136.3645.4518.18
Omega Collection333.3366.670.0
Lucky Lizard Club714.2957.1428.57
Safaria World633.3366.670.0
Derp Birds560.040.00.0
Gingerbread Squad10.0100.00.0
CardanoBits16684.9412.652.41
Crypto Sports9146.1545.058.79
Space Horses20.0100.00.0
Wizard Crypt1450.035.7114.29
Ada Miners1233.3358.338.33
Untitled13450.044.035.97
FUCK YEAH1811.1122.2266.67
CarDingus425.075.00.0
Cardano Pepe1050.050.00.0
awoken algorithms10.0100.00.0
GANbot616.6783.330.0
Da Wanted2100.00.00.0
MonkeyADA2832.1457.1410.71
BooCrew812.587.50.0
Cardenia475.025.00.0
The Hoskinsons1513.3373.3313.33
Create79629.7762.697.54
Alpha79735.7650.4413.8
Cardano Stick S50.060.040.0
gorillAPEz10.0100.00.0
Stellar Hood50.080.020.0
ADA Racers333.3366.670.0
Boner2133.3357.149.52
StoneAgeHooligans4178.0517.074.88
Cardano Rock2937.9355.176.9
CNFT Con20.0100.00.0
Man of Wisdom10.0100.00.0
Keep Calm Bears250.050.00.0
SushiBytes1100.00.00.0
Cardabots2055.045.00.0
Cardano Noodz1145.4536.3618.18
OceanPals1100.00.00.0
PixieNFT30.0100.00.0
VoxelNFT5100.00.00.0
Bosmaus366.6733.330.0
Time Trotters1442.8657.140.0
Ada Mythology1100.00.00.0
DM Photography60.0100.00.0
Dragonbazzey922.2277.780.0
TheHiddenOrder250.050.00.0
arkADA450.050.00.0
resigs10.0100.00.0
CardanoPuzzleNFT10.0100.00.0
VisionAI3923.0869.237.69
Avocado Breakfast Club250.050.00.0
CNFTMadness2100.00.00.0
Cardanoapes9693.754.172.08
Adalantic825.075.00.0
Roleggs3791.898.110.0
Cardano Numbers1421.4357.1421.43
MetroMermaids1100.00.00.0
Clay Mates8788.5111.490.0
Colored Coins366.6733.330.0
AdaMonsterz333.3366.670.0
AdaverseX922.2255.5622.22
KaizenNFT1100.00.00.0
Yummi Universe9695.833.121.04
unsig_dreams633.3366.670.0
Cardano Tunes2100.00.00.0
Vires In Numeris20.0100.00.0
NiftyTeddy119.0990.910.0
ButtworkNFT1926.3247.3726.32
Life In Lockdown1100.00.00.0
swankpie5749.1236.8414.04
The Attack on Vitalik728.5771.430.0
CardanoWaifus2548.040.012.0
Politikoz450.050.00.0
Pixel Trees20.050.050.0

NFTプロジェクト名が「Cardano Stake Pool」の用にNFTと関係ないツイートも含まれてしまうため、
この結果単体ではそこまで統計的に意味のあるものではありませんが、
定期的にデータ採取して時系列データにすると意味のある「上昇」だったり「下落」が見えてくると思います。

cnftanalyticsなどから取引ボリュームで見たり、時系列チャートで傾向を見たりしてもいいんですが、
センチメント分析は、市場に反映される前のプロジェクトの反響をいち早く知れるので
両方合わせて使いこなしたいですね。