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Dragon_Ball_Synthetic_Stats_Fo_ML_Practice

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train · 2k rows

CharacterID int64 20k 22k	Name stringclasses 22 values	Race stringclasses 9 values	Saga stringclasses 7 values	BasePowerLevel int64 174 998M	MaxPowerLevel int64 3.09k 46.9B	Age int64 5 999	Alignment stringclasses 4 values	HasKiControl bool 2 classes
20,001	Majin Buu	Angel	Frieza Saga	422,927	10,537,117	906	Villain	true
20,002	Android 18	Namekian	Saiyan Saga	9,694	239,566	893	Villain	true
20,003	Jiren	Android	Battle of Gods	343,372,810	4,560,873,578	31	Neutral	false
20,004	Tien	Human	Battle of Gods	862,850,891	42,167,935,488	483	Anti-Hero	true
20,005	Goku	Hybrid	Cell Saga	846,342	34,973,414	86	Neutral	true
20,006	Nappa	Saiyan	Saiyan Saga	8,338	208,585	516	Hero	false
20,007	Bulma	Human	Tournament of Power	449,867,159	12,501,131,535	285	Neutral	false
20,008	Jiren	Saiyan	Buu Saga	15,135,538	231,584,186	776	Villain	false
20,009	Goku	Hybrid	Battle of Gods	894,106,804	34,416,329,527	899	Villain	true
20,010	Goten	Saiyan	Buu Saga	28,841,172	1,221,640,633	708	Anti-Hero	false
20,011	Goku	Hybrid	Battle of Gods	135,877,205	3,657,869,453	968	Anti-Hero	true
20,012	Android 17	Hybrid	Buu Saga	81,304,809	1,154,177,524	724	Hero	false
20,013	Krillin	Human	Battle of Gods	565,729,723	24,037,033,250	725	Anti-Hero	true
20,014	Majin Buu	Frieza Race	Cell Saga	451,561	19,300,587	29	Villain	true
20,015	Frieza	Frieza Race	Broly Movie	335,857,399	6,550,472,012	930	Anti-Hero	true
20,016	Tien	Human	Buu Saga	67,392,606	2,281,706,408	240	Anti-Hero	true
20,017	Raditz	Hybrid	Saiyan Saga	7,597	85,898	76	Hero	false
20,018	Piccolo	Namekian	Broly Movie	122,284,081	5,022,631,783	378	Neutral	false
20,019	Raditz	Saiyan	Battle of Gods	16,168,002	114,843,463	775	Villain	false
20,020	Trunks	Saiyan	Broly Movie	377,887,516	10,027,719,591	658	Hero	true
20,021	Bardock	Hybrid	Buu Saga	49,941,066	1,559,312,175	24	Neutral	true
20,022	Whis	Android	Frieza Saga	491,302	18,202,080	178	Hero	false
20,023	Majin Buu	Android	Cell Saga	502,896	10,844,575	305	Anti-Hero	false
20,024	Frieza	Frieza Race	Buu Saga	84,089,191	3,172,490,794	509	Neutral	false
20,025	Android 18	Majin	Cell Saga	559,390	27,121,364	583	Villain	true
20,026	Vegeta	Hybrid	Broly Movie	782,058,364	5,404,374,463	481	Neutral	false
20,027	Jiren	Angel	Buu Saga	41,944,432	826,566,935	459	Neutral	true
20,028	Raditz	Hybrid	Frieza Saga	292,098	7,447,254	958	Anti-Hero	true
20,029	Trunks	Saiyan	Cell Saga	4,763,897	9,001	510	Villain	false
20,030	Yamcha	Human	Tournament of Power	458,446,867	5,449,417,873	411	Anti-Hero	true
20,031	Bardock	Saiyan	Tournament of Power	652,750,070	23,328,102,775	179	Villain	false
20,032	Tien	Human	Cell Saga	2,783,113	56,181,946	862	Anti-Hero	false
20,033	Android 17	Human	Battle of Gods	72,528,580	1,294,374,068	182	Anti-Hero	false
20,034	Whis	Human	Battle of Gods	822,360,708	33,070,163,449	292	Villain	true
20,035	Krillin	Human	Frieza Saga	503,948	8,827,084	515	Neutral	true
20,036	Whis	Human	Saiyan Saga	16,887	754,729	661	Villain	false
20,037	Majin Buu	Angel	Buu Saga	66,970,085	2,833,640,560	684	Neutral	true
20,038	Android 18	Angel	Saiyan Saga	7,601	158,371	104	Villain	true
20,039	Goku	Saiyan	Broly Movie	382,070,982	9,603,945,067	728	Hero	false
20,040	Krillin	Human	Saiyan Saga	13,160	404,374	544	Anti-Hero	false
20,041	Bardock	Hybrid	Tournament of Power	957,079,540	24,095,071,681	770	Villain	false
20,042	Trunks	Hybrid	Broly Movie	967,122,850	38,595,665,209	723	Hero	false
20,043	Raditz	Hybrid	Saiyan Saga	6,357	19,178	800	Hero	false
20,044	Tien	Human	Tournament of Power	665,628,380	25,505,080,783	378	Neutral	true
20,045	Vegeta	Hybrid	Cell Saga	1,601,897	3,409,485	725	Neutral	true
20,046	Gohan	Saiyan	Cell Saga	4,438,477	156,981,357	250	Neutral	false
20,047	Android 18	Angel	Frieza Saga	151,121	9,001	524	Villain	true
20,048	Goku	Hybrid	Broly Movie	945,880,497	44,695,086,750	167	Villain	false
20,049	Beerus	Android	Buu Saga	53,807,584	1,127,392,528	246	Hero	true
20,050	Goten	Hybrid	Battle of Gods	802,082,269	8,465,538,537	181	Villain	false
20,051	Goku	Saiyan	Broly Movie	252,743,995	6,389,078,922	757	Neutral	false
20,052	Bardock	Hybrid	Buu Saga	43,471,985	532,445,454	900	Villain	true
20,053	Cell	God	Battle of Gods	61,760,084	2,164,608,546	139	Hero	true
20,054	Beerus	Human	Cell Saga	3,517,135	14,183,068	399	Villain	false
20,055	Whis	Saiyan	Battle of Gods	126,180,463	940,673,449	224	Hero	false
20,056	Goten	Saiyan	Battle of Gods	552,777,522	1,553,472,719	840	Anti-Hero	true
20,057	Cell	Frieza Race	Broly Movie	858,963,116	5,375,308,953	853	Villain	true
20,058	Tien	Human	Frieza Saga	147,405	6,002,872	231	Neutral	true
20,059	Gohan	Saiyan	Broly Movie	675,603,822	1,555,341,434	489	Hero	true
20,060	Nappa	Hybrid	Broly Movie	723,575,300	21,284,759,083	752	Villain	true
20,061	Bardock	Saiyan	Saiyan Saga	2,144	67,235	132	Anti-Hero	true
20,062	Trunks	Saiyan	Frieza Saga	414,491	9,001	555	Hero	false
20,063	Beerus	Angel	Saiyan Saga	4,739	9,001	314	Neutral	true
20,064	Krillin	Human	Battle of Gods	158,808,986	1,237,309,641	628	Hero	true
20,065	Bardock	Hybrid	Saiyan Saga	14,750	305,287	325	Anti-Hero	true
20,066	Majin Buu	Angel	Battle of Gods	746,077,642	25,066,977,226	928	Neutral	true
20,067	Goten	Hybrid	Frieza Saga	431,762	2,707,465	709	Neutral	true
20,068	Tien	Human	Tournament of Power	20,118,889	97,784,986	802	Anti-Hero	false
20,069	Broly	Hybrid	Battle of Gods	226,623,487	4,499,816,382	249	Villain	false
20,070	Gohan	Saiyan	Buu Saga	80,476,385	344,777,117	258	Neutral	false
20,071	Raditz	Hybrid	Buu Saga	73,503,972	3,490,492,220	388	Hero	true
20,072	Frieza	Frieza Race	Broly Movie	570,688,653	27,206,634,107	341	Villain	false
20,073	Majin Buu	Frieza Race	Buu Saga	74,319,127	3,108,057,651	913	Anti-Hero	false
20,074	Trunks	Saiyan	Broly Movie	199,429,073	6,750,104,471	129	Villain	false
20,075	Majin Buu	Angel	Buu Saga	67,522,395	973,748,331	303	Neutral	true
20,076	Goten	Saiyan	Tournament of Power	785,801,157	4,711,559,357	701	Hero	true
20,077	Nappa	Saiyan	Tournament of Power	647,227,160	1,846,555,133	370	Anti-Hero	true
20,078	Nappa	Saiyan	Saiyan Saga	10,086	467,041	47	Anti-Hero	false
20,079	Bulma	Human	Battle of Gods	941,452,815	29,228,759,567	214	Villain	true
20,080	Majin Buu	Namekian	Buu Saga	51,310,354	1,880,136,299	762	Villain	false
20,081	Bardock	Hybrid	Buu Saga	28,807,772	939,959,719	931	Anti-Hero	false
20,082	Frieza	Frieza Race	Cell Saga	123,243	5,577,130	629	Anti-Hero	true
20,083	Piccolo	Namekian	Buu Saga	21,623,146	467,986,160	144	Anti-Hero	false
20,084	Vegeta	Saiyan	Frieza Saga	57,926	2,775,914	797	Villain	true
20,085	Beerus	Saiyan	Saiyan Saga	2,551	17,669	921	Villain	true
20,086	Tien	Human	Tournament of Power	981,098,479	29,948,668,236	188	Neutral	true
20,087	Jiren	God	Frieza Saga	18,896	931,252	652	Anti-Hero	true
20,088	Jiren	Angel	Frieza Saga	459,744	15,739,448	60	Villain	false
20,089	Yamcha	Human	Frieza Saga	243,713	8,340,014	428	Anti-Hero	false
20,090	Goku	Saiyan	Battle of Gods	238,523,304	8,161,202,255	555	Neutral	false
20,091	Bardock	Saiyan	Cell Saga	1,575,991	68,132,976	24	Anti-Hero	false
20,092	Broly	Hybrid	Broly Movie	579,935,316	10,515,699,862	612	Villain	false
20,093	Android 18	Saiyan	Saiyan Saga	3,794	12,641	762	Anti-Hero	true
20,094	Tien	Human	Buu Saga	61,132,900	2,126,148,321	853	Villain	false
20,095	Android 17	God	Buu Saga	76,886,244	3,209,604,668	916	Anti-Hero	false
20,096	Gohan	Saiyan	Broly Movie	226,726,884	8,424,775,607	647	Hero	false
20,097	Tien	Human	Broly Movie	874,022,996	28,818,834,190	847	Hero	false
20,098	Jiren	Majin	Battle of Gods	347,609,037	10,346,053,444	679	Villain	false
20,099	Frieza	Frieza Race	Broly Movie	128,377,282	4,346,497,302	548	Neutral	false
20,100	Whis	Human	Broly Movie	100,006,865	2,210,641,019	554	Villain	true

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Check out the documentation for more information.

Dragon Ball - Synthetic Stats for ML Practice

A "What-If" Dataset for Machine Learning

This dataset contains [ENTER NUMBER OF ROWS HERE, e.g., 500 or 50,000] synthetic (randomly generated) rows of Dragon Ball character statistics. Each row represents a single "observation" of a character at a specific point in time (a "Saga").

⚠️ Disclaimer: For Educational Use Only

This dataset is 100% synthetic and fictional, generated by a Python script for the sole purpose of machine learning practice.

The data does not claim to reflect any real, official, or "canon" stats from the Dragon Ball anime or manga. The power levels, ages, and alignments are all randomized for testing purposes.

About the Data

The dataset is designed to be a perfect beginner's sandbox for ML. It includes a mix of:

Categorical Data: Name, Race, Saga, Alignment
Numerical Data: BasePowerLevel, MaxPowerLevel, Age
Boolean Data: HasKiControl

This structure makes it ideal for practicing a variety of models.

Column Descriptions

Column	Description	Data Type	Example
`CharacterID`	A unique ID for each row (observation).	`int`	`20001`
`Name`	The name of the character.	`object`	`Goku`
`Race`	The race of the character.	`object`	`Saiyan`
`Saga`	The story arc for this observation.	`object`	`Frieza Saga`
`BasePowerLevel`	The character's (fictional) base power.	`int`	`3000000`
`MaxPowerLevel`	The character's (fictional) transformed/max power.	`int`	`150000000`
`Age`	The character's (fictional) age.	`int`	`35`
`Alignment`	The character's moral alignment.	`object`	`Hero`
`HasKiControl`	A boolean (True/False) feature.	`bool`	`True`

🚀 Inspiration & ML Tasks (Your Mission!)

Here are a few questions you can try to answer with this dataset.

Regression (Predicting Numbers):
- Can you build a model to predict a character's MaxPowerLevel based on their BasePowerLevel, Race, and Saga?
- Can you predict a character's (nonsensical) Age?
Classification (Predicting Categories):
- This is the fun one: Can you train a model to predict a character's Race based on their Name and Saga?
- Can you predict a character's Alignment (Hero, Villain, etc.) based on their power levels and race?
Clustering (Finding Groups):
- If you ignore the labels, can a K-Means or DBSCAN algorithm find "natural" clusters of characters? (e.g., a "Z-Fighter" cluster, a "Villain" cluster).

Good luck, and have fun!

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Dragon Ball - Synthetic Stats for ML Practice

A "What-If" Dataset for Machine Learning

⚠️ Disclaimer: For Educational Use Only

About the Data

Column Descriptions

🚀 Inspiration & ML Tasks (Your Mission!)