Dataset 1

International Migrant Stock 2019

Data Source: United Nations, Department of Economic and Social Affairs. Population Division (2019). International Migrant Stock 2019 (United Nations database, POP/DB/MIG/Stock/Rev.2019).

The dataset presents estimates of international migrant by age, sex and origin. Estimates are presented for 1990, 1995, 2000, 2005, 2010, 2015 and 2019 and are available for all countries and areas of the world. The estimates are based on official statistics on the foreign-born or the foreign population.

I will be using the International migrant stock by destination and origin data file for this project.

Screen shot of actual data excel sheet

Import Libraries

library(kableExtra)
library(stringr)
library(dplyr)

## 
## Attaching package: 'dplyr'

## The following object is masked from 'package:kableExtra':
## 
##     group_rows

## The following objects are masked from 'package:stats':
## 
##     filter, lag

## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union

library(tidyr)
library(ggplot2)

Data Transformation

Fetch Data

In this section I will be converting the data into .csv file format and process data to get the final more structured output.

UN_migration_data <- read.delim("UN_MigrantStockByOriginAndDestination_2019.csv", header = TRUE, stringsAsFactors = FALSE, sep = ",")
head(UN_migration_data) %>% kable() %>% kable_styling(bootstrap_options = c("striped", "hover", "condensed", "responsive"))%>%scroll_box(width = "100%", height = "250px")

ï..Year	Sort.order	Major.area..region..country.or.area.of.destination	Notes	Code	Total	Other.South	Other.North	Afghanistan	Albania	Algeria	American.Samoa	Andorra	Angola	Anguilla	Antigua.and.Barbuda	Argentina	Armenia	Aruba	Australia	Austria	Azerbaijan	Bahamas	Bahrain	Bangladesh	Barbados	Belarus	Belgium	Belize	Benin	Bermuda	Bhutan	Bolivia..Plurinational.State.of.	Bonaire..Sint.Eustatius.and.Saba	Bosnia.and.Herzegovina	Botswana	Brazil	British.Virgin.Islands	Brunei.Darussalam	Bulgaria	Burkina.Faso	Burundi	Cabo.Verde	Cambodia	Cameroon	Canada	Cayman.Islands	Central.African.Republic	Chad	Channel.Islands	Chile	China	China..Hong.Kong.SAR	China..Macao.SAR	Colombia	Comoros	Congo	Cook.Islands	Costa.Rica	CÃ.te.d.Ivoire	Croatia	Cuba	CuraÃ.ao	Cyprus	Czechia	Dem..People.s.Republic.of.Korea	Democratic.Republic.of.the.Congo	Denmark	Djibouti	Dominica	Dominican.Republic	Ecuador	Egypt	El.Salvador	Equatorial.Guinea	Eritrea	Estonia	Eswatini	Ethiopia	Falkland.Islands..Malvinas.	Faroe.Islands	Fiji	Finland	France	French.Guiana	French.Polynesia	Gabon	Gambia	Georgia	Germany	Ghana	Gibraltar	Greece	Greenland	Grenada	Guadeloupe	Guam	Guatemala	Guinea	Guinea.Bissau	Guyana	Haiti	Holy.See	Honduras	Hungary	Iceland	India	Indonesia	Iran..Islamic.Republic.of.	Iraq	Ireland	Isle.of.Man	Israel	Italy	Jamaica	Japan	Jordan	Kazakhstan	Kenya	Kiribati	Kuwait	Kyrgyzstan	Lao.People.s.Democratic.Republic	Latvia	Lebanon	Lesotho	Liberia	Libya	Liechtenstein	Lithuania	Luxembourg	Madagascar	Malawi	Malaysia	Maldives	Mali	Malta	Marshall.Islands	Martinique	Mauritania	Mauritius	Mayotte	Mexico	Micronesia..Fed..States.of.	Monaco	Mongolia	Montenegro	Montserrat	Morocco	Mozambique	Myanmar	Namibia	Nauru	Nepal	Netherlands	New.Caledonia	New.Zealand	Nicaragua	Niger	Nigeria	Niue	North.Macedonia	Northern.Mariana.Islands	Norway	Oman	Pakistan	Palau	Panama	Papua.New.Guinea	Paraguay	Peru	Philippines	Poland	Portugal	Puerto.Rico	Qatar	Republic.of.Korea	Republic.of.Moldova	RÃ.union	Romania	Russian.Federation	Rwanda	Saint.Helena	Saint.Kitts.and.Nevis	Saint.Lucia	Saint.Pierre.and.Miquelon	Saint.Vincent.and.the.Grenadines	Samoa	San.Marino	Sao.Tome.and.Principe	Saudi.Arabia	Senegal	Serbia	Seychelles	Sierra.Leone	Singapore	Sint.Maarten..Dutch.part.	Slovakia	Slovenia	Solomon.Islands	Somalia	South.Africa	South.Sudan	Spain	Sri.Lanka	State.of.Palestine	Sudan	Suriname	Sweden	Switzerland	Syrian.Arab.Republic	Tajikistan	Thailand	Timor.Leste	Togo	Tokelau	Tonga	Trinidad.and.Tobago	Tunisia	Turkey	Turkmenistan	Turks.and.Caicos.Islands	Tuvalu	Uganda	Ukraine	United.Arab.Emirates	United.Kingdom	United.Republic.of.Tanzania	United.States.of.America	United.States.Virgin.Islands	Uruguay	Uzbekistan	Vanuatu	Venezuela..Bolivarian.Republic.of.	Viet.Nam	Wallis.and.Futuna.Islands	Western.Sahara	Yemen	Zambia	Zimbabwe	X	X.1	X.2	X.3	X.4	X.5	X.6	X.7	X.8	X.9	X.10	X.11	X.12	X.13	X.14	X.15	X.16	X.17	X.18	X.19	X.20	X.21	X.22	X.23	X.24	X.25	X.26	X.27	X.28	X.29	X.30	X.31	X.32	X.33	X.34	X.35	X.36	X.37	X.38	X.39	X.40	X.41	X.42	X.43	X.44	X.45	X.46	X.47
1990	1990001	WORLD		900	153,011,473	6,548,526	2,366,800	6,823,350	180,284	921,727	2,041	3,792	824,942	2,047	21,753	430,169	899,649	10,596	303,696	506,088	1,634,081	25,182	12,820	5,451,831	84,931	1,767,606	365,360	36,117	234,314	71,702	28,465	224,693	3,206	861,766	26,053	500,392	3,094	26,323	613,093	1,021,332	337,118	91,368	355,430	115,853	998,163	373	46,362	336,802	18,726	493,026	4,231,648	551,080	95,648	1,009,935	40,083	96,372	17,488	69,711	366,348	425,807	835,796	43,190	174,378	277,260	39,784	436,526	201,761	5,308	42,437	466,216	214,008	1,322,178	1,242,075	36,178	170,603	113,905	35,181	1,689,955	260	7,520	90,166	250,765	1,215,895	2,844	3,149	15,352	36,280	919,454	2,929,448	371,162	11,994	1,022,459	9,510	43,249	5,828	1,376	348,332	352,763	55,409	233,731	528,873	31	156,594	387,514	17,621	6,623,177	1,638,365	631,339	1,506,702	917,286	10,735	281,597	3,351,006	589,010	608,921	313,997	2,971,639	250,340	4,053	81,611	522,578	483,021	215,134	509,323	191,339	516,886	76,256	3,428	341,050	36,141	59,424	143,437	562,762	2,193	647,436	110,746	1,426	11,041	134,488	110,708	1,835	4,395,365	7,714	4,479	24,466	77,384	7,188	1,748,251	2,222,369	685,310	16,079	1,419	748,060	723,638	4,151	388,173	442,126	149,779	446,806	5,860	432,296	2,525	138,536	12,535	3,343,328	2,958	134,743	3,111	297,979	314,854	2,033,684	1,510,415	1,873,457	1,200,821	12,204	1,624,729	625,683	3,087	813,066	12,662,893	547,718	884	20,714	22,005	485	37,049	74,861	1,419	13,977	107,166	370,263	742,547	35,633	61,854	156,468	14,823	133,006	91,496	2,212	848,067	308,303	514,943	1,439,019	885,951	1,813,063	584,940	179,870	206,848	326,276	621,881	537,701	311,308	11,261	193,830	1,684	32,666	197,521	465,576	2,640,033	259,987	2,311	2,350	311,602	5,545,760	79,545	3,794,333	203,070	1,739,233	2,362	237,486	1,428,020	5,060	185,946	1,237,873	6,484	168,239	455,492	85,203	204,365	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA
1990	1990002	UN development groups		NA	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	..	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA
1990	1990003	More developed regions	b	901	82,767,216	3,385,103	1,077,179	119,386	177,986	867,015	1,027	3,737	167,381	540	14,561	223,308	654,111	4,639	245,256	471,950	1,056,543	23,376	1,783	161,091	79,563	1,570,292	338,069	32,183	14,838	71,550	554	43,272	2,900	854,349	2,843	282,969	158	6,623	122,758	6,386	4,620	80,227	237,274	50,166	938,586	269	9,114	3,608	18,625	191,694	1,460,345	516,749	14,382	365,140	18,946	61,595	17,441	48,040	49,237	422,110	774,534	39,067	163,985	268,472	15,643	95,528	194,363	3,466	23,814	387,566	165,601	269,821	507,652	8,443	25,565	110,168	546	116,900	237	7,518	85,997	247,088	881,133	61	324	8,717	12,656	801,710	2,488,935	127,620	11,920	890,569	8,997	23,826	162	43	245,297	14,712	16,106	206,865	294,766	10	114,335	360,160	17,533	1,232,954	309,159	518,437	145,177	908,952	10,735	169,372	2,789,415	575,132	430,558	70,531	2,833,828	154,625	989	16,425	483,043	251,777	200,654	370,568	365	18,354	25,322	3,250	310,298	35,779	43,500	11,584	188,217	304	51,354	110,502	1,115	316	13,255	101,617	0	4,350,586	2,764	4,200	24,300	77,143	5,174	1,567,742	78,957	44,698	1,304	465	7,177	660,809	1,268	371,488	179,003	3,433	148,202	5,821	380,767	274	130,212	714	447,344	12	90,144	1,845	14,571	228,073	1,349,642	1,346,970	1,475,456	1,180,927	904	1,382,392	567,165	125	661,082	7,566,200	8,427	539	9,886	10,108	433	18,424	59,558	1,376	5,881	24,905	130,627	738,976	28,990	19,718	90,554	13,911	132,447	89,464	1,115	67,402	224,304	1	917,001	260,120	35,600	15,083	160,380	197,121	288,203	126,353	471,233	206,019	10,514	19,358	1,523	29,974	182,904	416,484	2,548,456	249,213	221	1,171	71,129	4,668,356	5,600	3,462,531	61,033	889,414	70	56,838	1,078,563	1,017	114,991	1,085,310	884	333	11,457	26,062	40,957	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA
1990	1990004	Less developed regions	c	902	70,244,257	3,163,423	1,289,621	6,703,964	2,298	54,712	1,014	55	657,561	1,507	7,192	206,861	245,538	5,957	58,440	34,138	577,538	1,806	11,037	5,290,740	5,368	197,314	27,291	3,934	219,476	152	27,911	181,421	306	7,417	23,210	217,423	2,936	19,700	490,335	1,014,946	332,498	11,141	118,156	65,687	59,577	104	37,248	333,194	101	301,332	2,771,303	34,331	81,266	644,795	21,137	34,777	47	21,671	317,111	3,697	61,262	4,123	10,393	8,788	24,141	340,998	7,398	1,842	18,623	78,650	48,407	1,052,357	734,423	27,735	145,038	3,737	34,635	1,573,055	23	2	4,169	3,677	334,762	2,783	2,825	6,635	23,624	117,744	440,513	243,542	74	131,890	513	19,423	5,666	1,333	103,035	338,051	39,303	26,866	234,107	21	42,259	27,354	88	5,390,223	1,329,206	112,902	1,361,525	8,334	0	112,225	561,591	13,878	178,363	243,466	137,811	95,715	3,064	65,186	39,535	231,244	14,480	138,755	190,974	498,532	50,934	178	30,752	362	15,924	131,853	374,545	1,889	596,082	244	311	10,725	121,233	9,091	1,835	44,779	4,950	279	166	241	2,014	180,509	2,143,412	640,612	14,775	954	740,883	62,829	2,883	16,685	263,123	146,346	298,604	39	51,529	2,251	8,324	11,821	2,895,984	2,946	44,599	1,266	283,408	86,781	684,042	163,445	398,001	19,894	11,300	242,337	58,518	2,962	151,984	5,096,693	539,291	345	10,828	11,897	52	18,625	15,303	43	8,096	82,261	239,636	3,571	6,643	42,136	65,914	912	559	2,032	1,097	780,665	83,999	514,942	522,018	625,831	1,777,463	569,857	19,490	9,727	38,073	495,528	66,468	105,289	747	174,472	161	2,692	14,617	49,092	91,577	10,774	2,090	1,179	240,473	877,404	73,945	331,802	142,037	849,819	2,292	180,648	349,457	4,043	70,955	152,563	5,600	167,906	444,035	59,141	163,408	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA
1990	1990005	Least developed countries	d	941	11,060,221	482,753	239,756	0	0	5,622	0	0	608,108	0	0	526	0	0	1,465	190	0	0	89	2,046	0	0	973	0	41,733	0	16,805	0	0	0	652	1,631	0	0	0	43,162	329,604	10,796	14,322	33,380	1,876	0	26,440	208,161	0	333	245,923	54	0	828	8,549	25,168	0	274	308,481	0	1,493	0	5	0	78	257,210	189	904	0	2,406	0	30,582	0	355	134,471	0	102	1,432,950	0	0	721	0	38,541	0	0	5,273	13,064	0	4,776	58,990	0	40	0	0	0	0	0	200,952	37,630	0	0	0	0	10	0	462,470	75,246	0	5,020	1	0	0	2,401	0	9,729	0	0	82,931	1,054	29	0	58,843	0	7,337	2,954	477,733	3,757	0	0	0	10,810	47,615	92,880	0	132,257	0	0	0	107,801	113	0	306	0	0	0	0	0	3,711	1,265,353	226,295	3,080	928	10,025	548	292	487	0	55,934	114,276	0	0	0	4,249	0	17,315	0	0	1,160	0	351	818	0	8,194	1,546	0	354	0	957	0	1,465	532,395	0	0	0	0	0	21	0	3,219	2,132	196,154	0	6,426	39,039	10,678	0	0	15	83	757,421	21,041	498,608	1,778	115	2,697	244,607	0	1,170	686	2,393	40,537	32,076	0	32,868	0	24	0	221	6	0	0	377	149,308	84	62	15,760	72,693	38,316	0	286	2,027	9	2,510	71,579	0	0	357	26,254	75,122	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA
1990	1990006	Less developed regions, excluding least developed countries		934	59,184,036	2,680,670	1,049,865	6,703,964	2,298	49,090	1,014	55	49,453	1,507	7,192	206,335	245,538	5,957	56,975	33,948	577,538	1,806	10,948	5,288,694	5,368	197,314	26,318	3,934	177,743	152	11,106	181,421	306	7,417	22,558	215,792	2,936	19,700	490,335	971,784	2,894	345	103,834	32,307	57,701	104	10,808	125,033	101	300,999	2,525,380	34,277	81,266	643,967	12,588	9,609	47	21,397	8,630	3,697	59,769	4,123	10,388	8,788	24,063	83,788	7,209	938	18,623	76,244	48,407	1,021,775	734,423	27,380	10,567	3,737	34,533	140,105	23	2	3,448	3,677	296,221	2,783	2,825	1,362	10,560	117,744	435,737	184,552	74	131,850	513	19,423	5,666	1,333	103,035	137,099	1,673	26,866	234,107	21	42,259	27,344	88	4,927,753	1,253,960	112,902	1,356,505	8,333	0	112,225	559,190	13,878	168,634	243,466	137,811	12,784	2,010	65,157	39,535	172,401	14,480	131,418	188,020	20,799	47,177	178	30,752	362	5,114	84,238	281,665	1,889	463,825	244	311	10,725	13,432	8,978	1,835	44,473	4,950	279	166	241	2,014	176,798	878,059	414,317	11,695	26	730,858	62,281	2,591	16,198	263,123	90,412	184,328	39	51,529	2,251	4,075	11,821	2,878,669	2,946	44,599	106	283,408	86,430	683,224	163,445	389,807	18,348	11,300	241,983	58,518	2,005	151,984	5,095,228	6,896	345	10,828	11,897	52	18,625	15,282	43	4,877	80,129	43,482	3,571	217	3,097	55,236	912	559	2,017	1,014	23,244	62,958	16,334	520,240	625,716	1,774,766	325,250	19,490	8,557	37,387	493,135	25,931	73,213	747	141,604	161	2,668	14,617	48,871	91,571	10,774	2,090	802	91,165	877,320	73,883	316,042	69,344	811,503	2,292	180,362	347,430	4,034	68,445	80,984	5,600	167,906	443,678	32,887	88,286	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA

Also I am importing a .cvs file that include country names and the continent map.

### Country to Continenet Map
countryDF <- read.delim("UNCountryContinentMap.csv",header = TRUE, stringsAsFactors = FALSE, sep = ",")

Clean the data

In this section I am eliminating few columns, Renaming some existing columns in the process of cleansing data.I am using filter() function and select() functions for that.

UN_migration_data <- UN_migration_data %>% filter(Type.of.data..a.!= "")
UN_migration_data <- UN_migration_data %>% 
  select(-Sort.order, -Notes, -Code, -Type.of.data..a., -Total, -Other.North, -Other.South)
names(UN_migration_data)[1] <- "Year"
names(UN_migration_data)[2] <- "Destination_country"
head(UN_migration_data) %>% kable() %>% kable_styling(bootstrap_options = c("striped", "hover", "condensed", "responsive")) %>% scroll_box(width="100%",height="250px")

Year	Destination_country	Angola	Belgium	Burundi	China	Comoros	Democratic.Republic.of.the.Congo	Djibouti	Eritrea	Ethiopia	France	India	Kenya	Madagascar	Malawi	Mozambique	Namibia	RÃ.union	Rwanda	Somalia	South.Africa	South.Sudan	Sudan	Uganda	United.Kingdom	United.Republic.of.Tanzania	Yemen	Zambia	Zimbabwe	X	X.1	X.2	X.3	X.4	X.5	X.6	X.7	X.8	X.9	X.10	X.11	X.12	X.13	X.14	X.15	X.16	X.17	X.18	X.19	X.20	X.21	X.22	X.23	X.24	X.25	X.26	X.27	X.28	X.29	X.30	X.31	X.32	X.33	X.34	X.35	X.36	X.37	X.38	X.39	X.40	X.41	X.42	X.43	X.44	X.45	X.46	X.47
1990	Burundi		642				36,654				321		186						221,943					1,833		11,912				NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA
1990	Comoros										543		87	10,810				957								163				NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA
1990	Djibouti									13,405										101,216							289			NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA
1990	Eritrea	247		618	8	27	407			1,284	108	39	187		114	3,537			991	1,438	97	933	131	175	34	218		91	82	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA
1990	Ethiopia			19			48	904	69,681										71	616,940		384,266	53,857	103			68			NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA
1990	Kenya			99			394		0	26,695						1,043	119		3,874	7,875	197	5,801	814	83,355		66,464				NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA

I Use tidyr function gather() to remove and add some new columns to UN migration dataframe. In this case, I am removing all the country of origin columns which we have for each country and put them under one key column called origin_country. All the values will be under the column no_of_migrants.

UN_migration_data <- UN_migration_data %>% 
  gather(key = origin_country, value = "no_of_migrants", -Year, -Destination_country)

UN_migration_data$origin_country <- str_replace_all(UN_migration_data$origin_country, "\\."," ")

UN_migration_data <- UN_migration_data %>% 
  filter(no_of_migrants != "..")
UN_migration_data$no_of_migrants <- str_replace_all(UN_migration_data$no_of_migrants, "\\."," ")

UN_migration_data$no_of_migrants <- as.numeric(UN_migration_data$no_of_migrants)

## Warning: NAs introduced by coercion

UN_migration_data <- UN_migration_data %>% 
  filter(!is.na(no_of_migrants))

### Joining Country table and Tag Continent attribute based on destination_country

UN_migration_data <- UN_migration_data %>% 
  inner_join(countryDF, by = c("Destination_country" = "Country"))
head(UN_migration_data) %>% 
  kable() %>% 
  kable_styling(bootstrap_options = c("striped", "hover", "condensed", "responsive")) %>% 
  scroll_box(width="100%",height="250px")

Year	Destination_country	origin_country	no_of_migrants	Continent
1990	Namibia	Afghanistan	64	Africa
1990	South Africa	Afghanistan	59	Africa
1990	Egypt	Afghanistan	237	Africa
1990	Libya	Afghanistan	677	Africa
1990	Azerbaijan	Afghanistan	254	Europe
1990	Bahrain	Afghanistan	215	Asia

Analyze Data

In this sections I will take a look at migration patterns and trends using some graphs. As a first step, I will see data by destination regions.

migration_summary <- UN_migration_data %>%
  group_by(Year, Continent) %>%
  summarise(Total_Migrants = sum(no_of_migrants)) %>%
  mutate(Total_Migrants = Total_Migrants)

ggplot(migration_summary, aes(x = Continent, y = Total_Migrants, fill = as.character(Year))) +
  geom_bar(stat = "Identity", position = "dodge") +
  geom_text(aes(label = paste0(round(Total_Migrants,1),"M")), hjust=-0.5, color="black", position = position_dodge(1), size = 2) +
  scale_fill_brewer(palette = "Set1") +
  theme(axis.text.x=element_text(angle = 0, vjust = 0.5)) +
  theme(plot.title = element_text(hjust = 0.5), legend.position = "bottom") +
  ggtitle("Migration Trend By Destination Region (1990-2019)") +
  xlab("Year") +  ylab ("Migrant Total(in Millions)") +
  coord_flip()

This data shows that Europe has become one of the trending destination point.

Let’s look at Top 10 Best Destination Countries

UN_migration_2019 <- UN_migration_data %>%
  filter(Year == 2019) %>% group_by(Destination_country) %>% summarise(Total_Migrant = sum(no_of_migrants)) %>%
  mutate(Total_Migrant = Total_Migrant) %>% mutate(rank = rank(-Total_Migrant)) %>%
  filter(rank <= 10) %>% arrange(rank)
UN_migration_2019

## # A tibble: 10 x 3
##    Destination_country Total_Migrant  rank
##    <chr>                       <dbl> <dbl>
##  1 Czechia                     27390     1
##  2 Norway                      26903     2
##  3 Russian Federation          26830     3
##  4 Finland                     26641     4
##  5 Greece                      26416     5
##  6 Denmark                     25789     6
##  7 Netherlands                 25782     7
##  8 Brazil                      25750     8
##  9 Belgium                     25114     9
## 10 Ireland                     24323    10

According to the table, Czechia or Czech Republic is in the 1st place in migration ranking. Lets look at the bar graph to get an idea.

ggplot(
  UN_migration_2019, aes(x = reorder(Destination_country,-Total_Migrant), y = Total_Migrant)) + 
  geom_bar(stat = "identity", position = "dodge", fill = "orange") + 
  geom_text(aes(label=paste0(round(Total_Migrant,1),"M")), vjust=-0.5, color="black", position = position_dodge(0.9), size=3.5) +
  scale_fill_brewer(palette="Paired") + 
  theme(axis.text.x=element_text(angle = 45, vjust = 0.5)) +
  theme(plot.title = element_text(hjust = 0.5)) +
  ggtitle("Top 10 Migrant Destination Countries in 2017") +
  xlab("destination_country") +  ylab ("Migrant Count(in Millions)")

Dataset 2

Pokemon Data

I found out about this untidy Pokémon data from Bryan Persaud’s discussion post. I will be transforming this data for my second part of the project 2. Containing generations 1 - 7 of basic Pokémon stats, split out from a Kaggle.com dataset originally created by Alberto Barradas, Pokémon with stats.

Click here for pokemonData

Data Transformation

Fetch Data

I downloaded the .csv file from the above github site and will import into R to get ready for my data transformation. My goal is to find types of pokemon that are good for attack, defense and speed by analyzing this data.

pokemon_data <- read.csv("Pokemon.csv", header = TRUE, sep = ",", stringsAsFactors = FALSE )
head(pokemon_data)

##   ï..Number                  Name Type1  Type2 Total HP Attack Defense
## 1         1             Bulbasaur Grass Poison   318 45     49      49
## 2         2               Ivysaur Grass Poison   405 60     62      63
## 3         3              Venusaur Grass Poison   525 80     82      83
## 4         3 VenusaurMega Venusaur Grass Poison   625 80    100     123
## 5         4            Charmander  Fire          309 39     52      43
## 6         5            Charmeleon  Fire          405 58     64      58
##   SpecialAtk SpecialDef Speed Generation Legendary
## 1         65         65    45          1     FALSE
## 2         80         80    60          1     FALSE
## 3        100        100    80          1     FALSE
## 4        122        120    80          1     FALSE
## 5         60         50    65          1     FALSE
## 6         80         65    80          1     FALSE

# Getting rid of the outlier, Mega pokemon

pokemon_data2 <- pokemon_data[-grep("Mega", pokemon_data$Name),]
p <- subset(pokemon_data2, select = Name:Speed)
# some prior analysis based on Attack, Defense and Speed.
par(mfrow=c(2,2))
hist(p$Attack)
hist(p$Defense)
hist(p$Speed)
hist(p$HP)

### Inspect Data

I am inspecting the pokemon data set using glimpse() All the columns runs down on the left side while all the data runs across. Also summary() functions gives us the summary of all the data including mean and median of data.

glimpse(pokemon_data)

## Observations: 894
## Variables: 13
## $ ï..Number  <int> 1, 2, 3, 3, 4, 5, 6, 6, 6, 7, 8, 9, 9, 10, 11, 12, ...
## $ Name       <chr> "Bulbasaur", "Ivysaur", "Venusaur", "VenusaurMega V...
## $ Type1      <chr> "Grass", "Grass", "Grass", "Grass", "Fire", "Fire",...
## $ Type2      <chr> "Poison", "Poison", "Poison", "Poison", "", "", "Fl...
## $ Total      <int> 318, 405, 525, 625, 309, 405, 534, 634, 634, 314, 4...
## $ HP         <int> 45, 60, 80, 80, 39, 58, 78, 78, 78, 44, 59, 79, 79,...
## $ Attack     <int> 49, 62, 82, 100, 52, 64, 84, 130, 104, 48, 63, 83, ...
## $ Defense    <int> 49, 63, 83, 123, 43, 58, 78, 111, 78, 65, 80, 100, ...
## $ SpecialAtk <int> 65, 80, 100, 122, 60, 80, 109, 130, 159, 50, 65, 85...
## $ SpecialDef <int> 65, 80, 100, 120, 50, 65, 85, 85, 115, 64, 80, 105,...
## $ Speed      <int> 45, 60, 80, 80, 65, 80, 100, 100, 100, 43, 58, 78, ...
## $ Generation <int> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ...
## $ Legendary  <lgl> FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FA...

summary(pokemon_data)

##    ï..Number         Name              Type1              Type2          
##  Min.   :  1.0   Length:894         Length:894         Length:894        
##  1st Qu.:208.0   Class :character   Class :character   Class :character  
##  Median :401.5   Mode  :character   Mode  :character   Mode  :character  
##  Mean   :405.1                                                           
##  3rd Qu.:608.8                                                           
##  Max.   :807.0                                                           
##      Total             HP             Attack          Defense      
##  Min.   :175.0   Min.   :  1.00   Min.   :  5.00   Min.   :  5.00  
##  1st Qu.:330.0   1st Qu.: 50.00   1st Qu.: 55.00   1st Qu.: 50.00  
##  Median :455.0   Median : 66.00   Median : 75.00   Median : 70.00  
##  Mean   :437.8   Mean   : 69.47   Mean   : 79.85   Mean   : 74.42  
##  3rd Qu.:518.8   3rd Qu.: 80.00   3rd Qu.:100.00   3rd Qu.: 90.00  
##  Max.   :780.0   Max.   :255.00   Max.   :190.00   Max.   :230.00  
##    SpecialAtk       SpecialDef        Speed          Generation  
##  Min.   : 10.00   Min.   : 20.0   Min.   :  5.00   Min.   :1.00  
##  1st Qu.: 50.00   1st Qu.: 50.0   1st Qu.: 45.00   1st Qu.:2.00  
##  Median : 65.00   Median : 70.0   Median : 65.00   Median :4.00  
##  Mean   : 73.43   Mean   : 72.4   Mean   : 68.24   Mean   :3.71  
##  3rd Qu.: 95.00   3rd Qu.: 90.0   3rd Qu.: 90.00   3rd Qu.:5.00  
##  Max.   :194.00   Max.   :230.0   Max.   :180.00   Max.   :7.00  
##  Legendary      
##  Mode :logical  
##  FALSE:815      
##  TRUE :79       
##                 
##                 
##

Transform Data

I am using some dplyr and tidyr functions to transform data. First I am using select() functions to fetch some data that I like to look closely. Then I will use gather() to turn wide data to long data.

# I am selecting few columns that I am interested in.
pokemon_selection <- select(pokemon_data, Name, Attack, Defense, Speed, HP)
print(pokemon_selection)

##                          Name Attack Defense Speed  HP
## 1                   Bulbasaur     49      49    45  45
## 2                     Ivysaur     62      63    60  60
## 3                    Venusaur     82      83    80  80
## 4       VenusaurMega Venusaur    100     123    80  80
## 5                  Charmander     52      43    65  39
## 6                  Charmeleon     64      58    80  58
## 7                   Charizard     84      78   100  78
## 8   CharizardMega Charizard X    130     111   100  78
## 9   CharizardMega Charizard Y    104      78   100  78
## 10                   Squirtle     48      65    43  44
## 11                  Wartortle     63      80    58  59
## 12                  Blastoise     83     100    78  79
## 13    BlastoiseMega Blastoise    103     120    78  79
## 14                   Caterpie     30      35    45  45
## 15                    Metapod     20      55    30  50
## 16                 Butterfree     45      50    70  60
## 17                     Weedle     35      30    50  40
## 18                     Kakuna     25      50    35  45
## 19                   Beedrill     90      40    75  65
## 20      BeedrillMega Beedrill    150      40   145  65
## 21                     Pidgey     45      40    56  40
## 22                  Pidgeotto     60      55    71  63
## 23                    Pidgeot     80      75   101  83
## 24        PidgeotMega Pidgeot     80      80   121  83
## 25                    Rattata     56      35    72  30
## 26                   Raticate     81      60    97  55
## 27                    Spearow     60      30    70  40
## 28                     Fearow     90      65   100  65
## 29                      Ekans     60      44    55  35
## 30                      Arbok     85      69    80  60
## 31                    Pikachu     55      40    90  35
## 32                     Raichu     90      55   110  60
## 33                  Sandshrew     75      85    40  50
## 34                  Sandslash    100     110    65  75
## 35            NidoranÃ¢â„¢â‚¬     47      52    41  55
## 36                   Nidorina     62      67    56  70
## 37                  Nidoqueen     92      87    76  90
## 38            NidoranÃ¢â„¢â\200š     57      40    50  46
## 39                   Nidorino     72      57    65  61
## 40                   Nidoking    102      77    85  81
## 41                   Clefairy     45      48    35  70
## 42                   Clefable     70      73    60  95
## 43                     Vulpix     41      40    65  38
## 44                  Ninetales     76      75   100  73
## 45                 Jigglypuff     45      20    20 115
## 46                 Wigglytuff     70      45    45 140
## 47                      Zubat     45      35    55  40
## 48                     Golbat     80      70    90  75
## 49                     Oddish     50      55    30  45
## 50                      Gloom     65      70    40  60
## 51                  Vileplume     80      85    50  75
## 52                      Paras     70      55    25  35
## 53                   Parasect     95      80    30  60
## 54                    Venonat     55      50    45  60
## 55                   Venomoth     65      60    90  70
## 56                    Diglett     55      25    95  10
## 57                    Dugtrio     80      50   120  35
## 58                     Meowth     45      35    90  40
## 59                    Persian     70      60   115  65
## 60                    Psyduck     52      48    55  50
## 61                    Golduck     82      78    85  80
## 62                     Mankey     80      35    70  40
## 63                   Primeape    105      60    95  65
## 64                  Growlithe     70      45    60  55
## 65                   Arcanine    110      80    95  90
## 66                    Poliwag     50      40    90  40
## 67                  Poliwhirl     65      65    90  65
## 68                  Poliwrath     95      95    70  90
## 69                       Abra     20      15    90  25
## 70                    Kadabra     35      30   105  40
## 71                   Alakazam     50      45   120  55
## 72      AlakazamMega Alakazam     50      65   150  55
## 73                     Machop     80      50    35  70
## 74                    Machoke    100      70    45  80
## 75                    Machamp    130      80    55  90
## 76                 Bellsprout     75      35    40  50
## 77                 Weepinbell     90      50    55  65
## 78                 Victreebel    105      65    70  80
## 79                  Tentacool     40      35    70  40
## 80                 Tentacruel     70      65   100  80
## 81                    Geodude     80     100    20  40
## 82                   Graveler     95     115    35  55
## 83                      Golem    120     130    45  80
## 84                     Ponyta     85      55    90  50
## 85                   Rapidash    100      70   105  65
## 86                   Slowpoke     65      65    15  90
## 87                    Slowbro     75     110    30  95
## 88        SlowbroMega Slowbro     75     180    30  95
## 89                  Magnemite     35      70    45  25
## 90                   Magneton     60      95    70  50
## 91                 Farfetch'd     65      55    60  52
## 92                      Doduo     85      45    75  35
## 93                     Dodrio    110      70   100  60
## 94                       Seel     45      55    45  65
## 95                    Dewgong     70      80    70  90
## 96                     Grimer     80      50    25  80
## 97                        Muk    105      75    50 105
## 98                   Shellder     65     100    40  30
## 99                   Cloyster     95     180    70  50
## 100                    Gastly     35      30    80  30
## 101                   Haunter     50      45    95  45
## 102                    Gengar     65      60   110  60
## 103         GengarMega Gengar     65      80   130  60
## 104                      Onix     45     160    70  35
## 105                   Drowzee     48      45    42  60
## 106                     Hypno     73      70    67  85
## 107                    Krabby    105      90    50  30
## 108                   Kingler    130     115    75  55
## 109                   Voltorb     30      50   100  40
## 110                 Electrode     50      70   140  60
## 111                 Exeggcute     40      80    40  60
## 112                 Exeggutor     95      85    55  95
## 113                    Cubone     50      95    35  50
## 114                   Marowak     80     110    45  60
## 115                 Hitmonlee    120      53    87  50
## 116                Hitmonchan    105      79    76  50
## 117                 Lickitung     55      75    30  90
## 118                   Koffing     65      95    35  40
## 119                   Weezing     90     120    60  65
## 120                   Rhyhorn     85      95    25  80
## 121                    Rhydon    130     120    40 105
## 122                   Chansey      5       5    50 250
## 123                   Tangela     55     115    60  65
## 124                Kangaskhan     95      80    90 105
## 125 KangaskhanMega Kangaskhan    125     100   100 105
## 126                    Horsea     40      70    60  30
## 127                    Seadra     65      95    85  55
## 128                   Goldeen     67      60    63  45
## 129                   Seaking     92      65    68  80
## 130                    Staryu     45      55    85  30
## 131                   Starmie     75      85   115  60
## 132                  Mr. Mime     45      65    90  40
## 133                   Scyther    110      80   105  70
## 134                      Jynx     50      35    95  65
## 135                Electabuzz     83      57   105  65
## 136                    Magmar     95      57    93  65
## 137                    Pinsir    125     100    85  65
## 138         PinsirMega Pinsir    155     120   105  65
## 139                    Tauros    100      95   110  75
## 140                  Magikarp     10      55    80  20
## 141                  Gyarados    125      79    81  95
## 142     GyaradosMega Gyarados    155     109    81  95
## 143                    Lapras     85      80    60 130
## 144                     Ditto     48      48    48  48
## 145                     Eevee     55      50    55  55
## 146                  Vaporeon     65      60    65 130
## 147                   Jolteon     65      60   130  65
## 148                   Flareon    130      60    65  65
## 149                   Porygon     60      70    40  65
## 150                   Omanyte     40     100    35  35
## 151                   Omastar     60     125    55  70
## 152                    Kabuto     80      90    55  30
## 153                  Kabutops    115     105    80  60
## 154                Aerodactyl    105      65   130  80
## 155 AerodactylMega Aerodactyl    135      85   150  80
## 156                   Snorlax    110      65    30 160
## 157                  Articuno     85     100    85  90
## 158                    Zapdos     90      85   100  90
## 159                   Moltres    100      90    90  90
## 160                   Dratini     64      45    50  41
## 161                 Dragonair     84      65    70  61
## 162                 Dragonite    134      95    80  91
## 163                    Mewtwo    110      90   130 106
## 164       MewtwoMega Mewtwo X    190     100   130 106
## 165       MewtwoMega Mewtwo Y    150      70   140 106
## 166                       Mew    100     100   100 100
## 167                 Chikorita     49      65    45  45
## 168                   Bayleef     62      80    60  60
## 169                  Meganium     82     100    80  80
## 170                 Cyndaquil     52      43    65  39
## 171                   Quilava     64      58    80  58
## 172                Typhlosion     84      78   100  78
## 173                  Totodile     65      64    43  50
## 174                  Croconaw     80      80    58  65
## 175                Feraligatr    105     100    78  85
## 176                   Sentret     46      34    20  35
## 177                    Furret     76      64    90  85
## 178                  Hoothoot     30      30    50  60
## 179                   Noctowl     50      50    70 100
## 180                    Ledyba     20      30    55  40
## 181                    Ledian     35      50    85  55
## 182                  Spinarak     60      40    30  40
## 183                   Ariados     90      70    40  70
## 184                    Crobat     90      80   130  85
## 185                  Chinchou     38      38    67  75
## 186                   Lanturn     58      58    67 125
## 187                     Pichu     40      15    60  20
## 188                    Cleffa     25      28    15  50
## 189                 Igglybuff     30      15    15  90
## 190                    Togepi     20      65    20  35
## 191                   Togetic     40      85    40  55
## 192                      Natu     50      45    70  40
## 193                      Xatu     75      70    95  65
## 194                    Mareep     40      40    35  55
## 195                   Flaaffy     55      55    45  70
## 196                  Ampharos     75      85    55  90
## 197     AmpharosMega Ampharos     95     105    45  90
## 198                 Bellossom     80      95    50  75
## 199                    Marill     20      50    40  70
## 200                 Azumarill     50      80    50 100
## 201                 Sudowoodo    100     115    30  70
## 202                  Politoed     75      75    70  90
## 203                    Hoppip     35      40    50  35
## 204                  Skiploom     45      50    80  55
## 205                  Jumpluff     55      70   110  75
## 206                     Aipom     70      55    85  55
## 207                   Sunkern     30      30    30  30
## 208                  Sunflora     75      55    30  75
## 209                     Yanma     65      45    95  65
## 210                    Wooper     45      45    15  55
## 211                  Quagsire     85      85    35  95
## 212                    Espeon     65      60   110  65
## 213                   Umbreon     65     110    65  95
## 214                   Murkrow     85      42    91  60
## 215                  Slowking     75      80    30  95
## 216                Misdreavus     60      60    85  60
## 217                     Unown     72      48    48  48
## 218                 Wobbuffet     33      58    33 190
## 219                 Girafarig     80      65    85  70
## 220                    Pineco     65      90    15  50
## 221                Forretress     90     140    40  75
## 222                 Dunsparce     70      70    45 100
## 223                    Gligar     75     105    85  65
## 224                   Steelix     85     200    30  75
## 225       SteelixMega Steelix    125     230    30  75
## 226                  Snubbull     80      50    30  60
## 227                  Granbull    120      75    45  90
## 228                  Qwilfish     95      75    85  65
## 229                    Scizor    130     100    65  70
## 230         ScizorMega Scizor    150     140    75  70
## 231                   Shuckle     10     230     5  20
## 232                 Heracross    125      75    85  80
## 233   HeracrossMega Heracross    185     115    75  80
## 234                   Sneasel     95      55   115  55
## 235                 Teddiursa     80      50    40  60
## 236                  Ursaring    130      75    55  90
## 237                    Slugma     40      40    20  40
## 238                  Magcargo     50     120    30  50
## 239                    Swinub     50      40    50  50
## 240                 Piloswine    100      80    50 100
## 241                   Corsola     55      85    35  55
## 242                  Remoraid     65      35    65  35
## 243                 Octillery    105      75    45  75
## 244                  Delibird     55      45    75  45
## 245                   Mantine     40      70    70  65
## 246                  Skarmory     80     140    70  65
## 247                  Houndour     60      30    65  45
## 248                  Houndoom     90      50    95  75
## 249     HoundoomMega Houndoom     90      90   115  75
## 250                   Kingdra     95      95    85  75
## 251                    Phanpy     60      60    40  90
## 252                   Donphan    120     120    50  90
## 253                  Porygon2     80      90    60  85
## 254                  Stantler     95      62    85  73
## 255                  Smeargle     20      35    75  55
## 256                   Tyrogue     35      35    35  35
## 257                 Hitmontop     95      95    70  50
## 258                  Smoochum     30      15    65  45
## 259                    Elekid     63      37    95  45
## 260                     Magby     75      37    83  45
## 261                   Miltank     80     105   100  95
## 262                   Blissey     10      10    55 255
## 263                    Raikou     85      75   115  90
## 264                     Entei    115      85   100 115
## 265                   Suicune     75     115    85 100
## 266                  Larvitar     64      50    41  50
## 267                   Pupitar     84      70    51  70
## 268                 Tyranitar    134     110    61 100
## 269   TyranitarMega Tyranitar    164     150    71 100
## 270                     Lugia     90     130   110 106
## 271                     Ho-oh    130      90    90 106
## 272                    Celebi    100     100   100 100
## 273                   Treecko     45      35    70  40
## 274                   Grovyle     65      45    95  50
## 275                  Sceptile     85      65   120  70
## 276     SceptileMega Sceptile    110      75   145  70
## 277                   Torchic     60      40    45  45
## 278                 Combusken     85      60    55  60
## 279                  Blaziken    120      70    80  80
## 280     BlazikenMega Blaziken    160      80   100  80
## 281                    Mudkip     70      50    40  50
## 282                 Marshtomp     85      70    50  70
## 283                  Swampert    110      90    60 100
## 284     SwampertMega Swampert    150     110    70 100
## 285                 Poochyena     55      35    35  35
## 286                 Mightyena     90      70    70  70
## 287                 Zigzagoon     30      41    60  38
## 288                   Linoone     70      61   100  78
## 289                   Wurmple     45      35    20  45
## 290                   Silcoon     35      55    15  50
## 291                 Beautifly     70      50    65  60
## 292                   Cascoon     35      55    15  50
## 293                    Dustox     50      70    65  60
## 294                     Lotad     30      30    30  40
## 295                    Lombre     50      50    50  60
## 296                  Ludicolo     70      70    70  80
## 297                    Seedot     40      50    30  40
## 298                   Nuzleaf     70      40    60  70
## 299                   Shiftry    100      60    80  90
## 300                   Taillow     55      30    85  40
## 301                   Swellow     85      60   125  60
## 302                   Wingull     30      30    85  40
## 303                  Pelipper     50     100    65  60
## 304                     Ralts     25      25    40  28
## 305                    Kirlia     35      35    50  38
## 306                 Gardevoir     65      65    80  68
## 307   GardevoirMega Gardevoir     85      65   100  68
## 308                   Surskit     30      32    65  40
## 309                Masquerain     60      62    60  70
## 310                 Shroomish     40      60    35  60
## 311                   Breloom    130      80    70  60
## 312                   Slakoth     60      60    30  60
## 313                  Vigoroth     80      80    90  80
## 314                   Slaking    160     100   100 150
## 315                   Nincada     45      90    40  31
## 316                   Ninjask     90      45   160  61
## 317                  Shedinja     90      45    40   1
## 318                   Whismur     51      23    28  64
## 319                   Loudred     71      43    48  84
## 320                   Exploud     91      63    68 104
## 321                  Makuhita     60      30    25  72
## 322                  Hariyama    120      60    50 144
## 323                   Azurill     20      40    20  50
## 324                  Nosepass     45     135    30  30
## 325                    Skitty     45      45    50  50
## 326                  Delcatty     65      65    70  70
## 327                   Sableye     75      75    50  50
## 328       SableyeMega Sableye     85     125    20  50
## 329                    Mawile     85      85    50  50
## 330         MawileMega Mawile    105     125    50  50
## 331                      Aron     70     100    30  50
## 332                    Lairon     90     140    40  60
## 333                    Aggron    110     180    50  70
## 334         AggronMega Aggron    140     230    50  70
## 335                  Meditite     40      55    60  30
## 336                  Medicham     60      75    80  60
## 337     MedichamMega Medicham    100      85   100  60
## 338                 Electrike     45      40    65  40
## 339                 Manectric     75      60   105  70
## 340   ManectricMega Manectric     75      80   135  70
## 341                    Plusle     50      40    95  60
## 342                     Minun     40      50    95  60
## 343                   Volbeat     73      55    85  65
## 344                  Illumise     47      55    85  65
## 345                   Roselia     60      45    65  50
## 346                    Gulpin     43      53    40  70
## 347                    Swalot     73      83    55 100
## 348                  Carvanha     90      20    65  45
## 349                  Sharpedo    120      40    95  70
## 350     SharpedoMega Sharpedo    140      70   105  70
## 351                   Wailmer     70      35    60 130
## 352                   Wailord     90      45    60 170
## 353                     Numel     60      40    35  60
## 354                  Camerupt    100      70    40  70
## 355     CameruptMega Camerupt    120     100    20  70
## 356                   Torkoal     85     140    20  70
## 357                    Spoink     25      35    60  60
## 358                   Grumpig     45      65    80  80
## 359                    Spinda     60      60    60  60
## 360                  Trapinch    100      45    10  45
## 361                   Vibrava     70      50    70  50
## 362                    Flygon    100      80   100  80
## 363                    Cacnea     85      40    35  50
## 364                  Cacturne    115      60    55  70
## 365                    Swablu     40      60    50  45
## 366                   Altaria     70      90    80  75
## 367       AltariaMega Altaria    110     110    80  75
## 368                  Zangoose    115      60    90  73
## 369                   Seviper    100      60    65  73
## 370                  Lunatone     55      65    70  70
## 371                   Solrock     95      85    70  70
## 372                  Barboach     48      43    60  50
## 373                  Whiscash     78      73    60 110
## 374                  Corphish     80      65    35  43
## 375                 Crawdaunt    120      85    55  63
## 376                    Baltoy     40      55    55  40
## 377                   Claydol     70     105    75  60
## 378                    Lileep     41      77    23  66
## 379                   Cradily     81      97    43  86
## 380                   Anorith     95      50    75  45
## 381                   Armaldo    125     100    45  75
## 382                    Feebas     15      20    80  20
## 383                   Milotic     60      79    81  95
## 384                  Castform     70      70    70  70
## 385                   Kecleon     90      70    40  60
## 386                   Shuppet     75      35    45  44
## 387                   Banette    115      65    65  64
## 388       BanetteMega Banette    165      75    75  64
## 389                   Duskull     40      90    25  20
## 390                  Dusclops     70     130    25  40
## 391                   Tropius     68      83    51  99
## 392                  Chimecho     50      70    65  65
## 393                     Absol    130      60    75  65
## 394           AbsolMega Absol    150      60   115  65
## 395                    Wynaut     23      48    23  95
## 396                   Snorunt     50      50    50  50
## 397                    Glalie     80      80    80  80
## 398         GlalieMega Glalie    120      80   100  80
## 399                    Spheal     40      50    25  70
## 400                    Sealeo     60      70    45  90
## 401                   Walrein     80      90    65 110
## 402                  Clamperl     64      85    32  35
## 403                   Huntail    104     105    52  55
## 404                  Gorebyss     84     105    52  55
## 405                 Relicanth     90     130    55 100
## 406                   Luvdisc     30      55    97  43
## 407                     Bagon     75      60    50  45
## 408                   Shelgon     95     100    50  65
## 409                 Salamence    135      80   100  95
## 410   SalamenceMega Salamence    145     130   120  95
## 411                    Beldum     55      80    30  40
## 412                    Metang     75     100    50  60
## 413                 Metagross    135     130    70  80
## 414   MetagrossMega Metagross    145     150   110  80
## 415                  Regirock    100     200    50  80
## 416                    Regice     50     100    50  80
## 417                 Registeel     75     150    50  80
## 418                    Latias     80      90   110  80
## 419         LatiasMega Latias    100     120   110  80
## 420                    Latios     90      80   110  80
## 421         LatiosMega Latios    130     100   110  80
## 422                    Kyogre    100      90    90 100
## 423       KyogrePrimal Kyogre    150      90    90 100
## 424                   Groudon    150     140    90 100
## 425     GroudonPrimal Groudon    180     160    90 100
## 426                  Rayquaza    150      90    95 105
## 427     RayquazaMega Rayquaza    180     100   115 105
## 428                   Jirachi    100     100   100 100
## 429        DeoxysNormal Forme    150      50   150  50
## 430        DeoxysAttack Forme    180      20   150  50
## 431       DeoxysDefense Forme     70     160    90  50
## 432         DeoxysSpeed Forme     95      90   180  50
## 433                   Turtwig     68      64    31  55
## 434                    Grotle     89      85    36  75
## 435                  Torterra    109     105    56  95
## 436                  Chimchar     58      44    61  44
## 437                  Monferno     78      52    81  64
## 438                 Infernape    104      71   108  76
## 439                    Piplup     51      53    40  53
## 440                  Prinplup     66      68    50  64
## 441                  Empoleon     86      88    60  84
## 442                    Starly     55      30    60  40
## 443                  Staravia     75      50    80  55
## 444                 Staraptor    120      70   100  85
## 445                    Bidoof     45      40    31  59
## 446                   Bibarel     85      60    71  79
## 447                 Kricketot     25      41    25  37
## 448                Kricketune     85      51    65  77
## 449                     Shinx     65      34    45  45
## 450                     Luxio     85      49    60  60
## 451                    Luxray    120      79    70  80
## 452                     Budew     30      35    55  40
## 453                  Roserade     70      65    90  60
## 454                  Cranidos    125      40    58  67
## 455                 Rampardos    165      60    58  97
## 456                  Shieldon     42     118    30  30
## 457                 Bastiodon     52     168    30  60
## 458                     Burmy     29      45    36  40
## 459       WormadamPlant Cloak     59      85    36  60
## 460       WormadamSandy Cloak     79     105    36  60
## 461       WormadamTrash Cloak     69      95    36  60
## 462                    Mothim     94      50    66  70
## 463                    Combee     30      42    70  30
## 464                 Vespiquen     80     102    40  70
## 465                 Pachirisu     45      70    95  60
## 466                    Buizel     65      35    85  55
## 467                  Floatzel    105      55   115  85
## 468                   Cherubi     35      45    35  45
## 469                   Cherrim     60      70    85  70
## 470                   Shellos     48      48    34  76
## 471                 Gastrodon     83      68    39 111
## 472                   Ambipom    100      66   115  75
## 473                  Drifloon     50      34    70  90
## 474                  Drifblim     80      44    80 150
## 475                   Buneary     66      44    85  55
## 476                   Lopunny     76      84   105  65
## 477       LopunnyMega Lopunny    136      94   135  65
## 478                 Mismagius     60      60   105  60
## 479                 Honchkrow    125      52    71 100
## 480                   Glameow     55      42    85  49
## 481                   Purugly     82      64   112  71
## 482                 Chingling     30      50    45  45
## 483                    Stunky     63      47    74  63
## 484                  Skuntank     93      67    84 103
## 485                   Bronzor     24      86    23  57
## 486                  Bronzong     89     116    33  67
## 487                    Bonsly     80      95    10  50
## 488                  Mime Jr.     25      45    60  20
## 489                   Happiny      5       5    30 100
## 490                    Chatot     65      45    91  76
## 491                 Spiritomb     92     108    35  50
## 492                     Gible     70      45    42  58
## 493                    Gabite     90      65    82  68
## 494                  Garchomp    130      95   102 108
## 495     GarchompMega Garchomp    170     115    92 108
## 496                  Munchlax     85      40     5 135
## 497                     Riolu     70      40    60  40
## 498                   Lucario    110      70    90  70
## 499       LucarioMega Lucario    145      88   112  70
## 500                Hippopotas     72      78    32  68
## 501                 Hippowdon    112     118    47 108
## 502                   Skorupi     50      90    65  40
## 503                   Drapion     90     110    95  70
## 504                  Croagunk     61      40    50  48
## 505                 Toxicroak    106      65    85  83
## 506                 Carnivine    100      72    46  74
## 507                   Finneon     49      56    66  49
## 508                  Lumineon     69      76    91  69
## 509                   Mantyke     20      50    50  45
## 510                    Snover     62      50    40  60
## 511                 Abomasnow     92      75    60  90
## 512   AbomasnowMega Abomasnow    132     105    30  90
## 513                   Weavile    120      65   125  70
## 514                 Magnezone     70     115    60  70
## 515                Lickilicky     85      95    50 110
## 516                 Rhyperior    140     130    40 115
## 517                 Tangrowth    100     125    50 100
## 518                Electivire    123      67    95  75
## 519                 Magmortar     95      67    83  75
## 520                  Togekiss     50      95    80  85
## 521                   Yanmega     76      86    95  86
## 522                   Leafeon    110     130    95  65
## 523                   Glaceon     60     110    65  65
## 524                   Gliscor     95     125    95  75
## 525                 Mamoswine    130      80    80 110
## 526                 Porygon-Z     80      70    90  85
## 527                   Gallade    125      65    80  68
## 528       GalladeMega Gallade    165      95   110  68
## 529                 Probopass     55     145    40  60
## 530                  Dusknoir    100     135    45  45
## 531                  Froslass     80      70   110  70
## 532                     Rotom     50      77    91  50
## 533           RotomHeat Rotom     65     107    86  50
## 534           RotomWash Rotom     65     107    86  50
## 535          RotomFrost Rotom     65     107    86  50
## 536            RotomFan Rotom     65     107    86  50
## 537            RotomMow Rotom     65     107    86  50
## 538                      Uxie     75     130    95  75
## 539                   Mesprit    105     105    80  80
## 540                     Azelf    125      70   115  75
## 541                    Dialga    120     120    90 100
## 542                    Palkia    120     100   100  90
## 543                   Heatran     90     106    77  91
## 544                 Regigigas    160     110   100 110
## 545     GiratinaAltered Forme    100     120    90 150
## 546      GiratinaOrigin Forme    120     100    90 150
## 547                 Cresselia     70     120    85 120
## 548                    Phione     80      80    80  80
## 549                   Manaphy    100     100   100 100
## 550                   Darkrai     90      90   125  70
## 551         ShayminLand Forme    100     100   100 100
## 552          ShayminSky Forme    103      75   127 100
## 553                    Arceus    120     120   120 120
## 554                   Victini    100     100   100 100
## 555                     Snivy     45      55    63  45
## 556                   Servine     60      75    83  60
## 557                 Serperior     75      95   113  75
## 558                     Tepig     63      45    45  65
## 559                   Pignite     93      55    55  90
## 560                    Emboar    123      65    65 110
## 561                  Oshawott     55      45    45  55
## 562                    Dewott     75      60    60  75
## 563                  Samurott    100      85    70  95
## 564                    Patrat     55      39    42  45
## 565                   Watchog     85      69    77  60
## 566                  Lillipup     60      45    55  45
## 567                   Herdier     80      65    60  65
## 568                 Stoutland    110      90    80  85
## 569                  Purrloin     50      37    66  41
## 570                   Liepard     88      50   106  64
## 571                   Pansage     53      48    64  50
## 572                  Simisage     98      63   101  75
## 573                   Pansear     53      48    64  50
## 574                  Simisear     98      63   101  75
## 575                   Panpour     53      48    64  50
## 576                  Simipour     98      63   101  75
## 577                     Munna     25      45    24  76
## 578                  Musharna     55      85    29 116
## 579                    Pidove     55      50    43  50
## 580                 Tranquill     77      62    65  62
## 581                  Unfezant    115      80    93  80
## 582                   Blitzle     60      32    76  45
## 583                 Zebstrika    100      63   116  75
## 584                Roggenrola     75      85    15  55
## 585                   Boldore    105     105    20  70
## 586                  Gigalith    135     130    25  85
## 587                    Woobat     45      43    72  55
## 588                   Swoobat     57      55   114  67
## 589                   Drilbur     85      40    68  60
## 590                 Excadrill    135      60    88 110
## 591                    Audino     60      86    50 103
## 592         AudinoMega Audino     60     126    50 103
## 593                   Timburr     80      55    35  75
## 594                   Gurdurr    105      85    40  85
## 595                Conkeldurr    140      95    45 105
## 596                   Tympole     50      40    64  50
## 597                 Palpitoad     65      55    69  75
## 598                Seismitoad     95      75    74 105
## 599                     Throh    100      85    45 120
## 600                      Sawk    125      75    85  75
## 601                  Sewaddle     53      70    42  45
## 602                  Swadloon     63      90    42  55
## 603                  Leavanny    103      80    92  75
## 604                  Venipede     45      59    57  30
## 605                Whirlipede     55      99    47  40
## 606                 Scolipede    100      89   112  60
## 607                  Cottonee     27      60    66  40
## 608                Whimsicott     67      85   116  60
## 609                   Petilil     35      50    30  45
## 610                 Lilligant     60      75    90  70
## 611                  Basculin     92      65    98  70
## 612                   Sandile     72      35    65  50
## 613                  Krokorok     82      45    74  60
## 614                Krookodile    117      80    92  95
## 615                  Darumaka     90      45    50  70
## 616   DarmanitanStandard Mode    140      55    95 105
## 617        DarmanitanZen Mode     30     105    55 105
## 618                  Maractus     86      67    60  75
## 619                   Dwebble     65      85    55  50
## 620                   Crustle     95     125    45  70
## 621                   Scraggy     75      70    48  50
## 622                   Scrafty     90     115    58  65
## 623                  Sigilyph     58      80    97  72
## 624                    Yamask     30      85    30  38
## 625                Cofagrigus     50     145    30  58
## 626                  Tirtouga     78     103    22  54
## 627                Carracosta    108     133    32  74
## 628                    Archen    112      45    70  55
## 629                  Archeops    140      65   110  75
## 630                  Trubbish     50      62    65  50
## 631                  Garbodor     95      82    75  80
## 632                     Zorua     65      40    65  40
## 633                   Zoroark    105      60   105  60
## 634                  Minccino     50      40    75  55
## 635                  Cinccino     95      60   115  75
## 636                   Gothita     30      50    45  45
## 637                 Gothorita     45      70    55  60
## 638                Gothitelle     55      95    65  70
## 639                   Solosis     30      40    20  45
## 640                   Duosion     40      50    30  65
## 641                 Reuniclus     65      75    30 110
## 642                  Ducklett     44      50    55  62
## 643                    Swanna     87      63    98  75
## 644                 Vanillite     50      50    44  36
## 645                 Vanillish     65      65    59  51
## 646                 Vanilluxe     95      85    79  71
## 647                  Deerling     60      50    75  60
## 648                  Sawsbuck    100      70    95  80
## 649                    Emolga     75      60   103  55
## 650                Karrablast     75      45    60  50
## 651                Escavalier    135     105    20  70
## 652                   Foongus     55      45    15  69
## 653                 Amoonguss     85      70    30 114
## 654                  Frillish     40      50    40  55
## 655                 Jellicent     60      70    60 100
## 656                 Alomomola     75      80    65 165
## 657                    Joltik     47      50    65  50
## 658                Galvantula     77      60   108  70
## 659                 Ferroseed     50      91    10  44
## 660                Ferrothorn     94     131    20  74
## 661                     Klink     55      70    30  40
## 662                     Klang     80      95    50  60
## 663                 Klinklang    100     115    90  60
## 664                    Tynamo     55      40    60  35
## 665                 Eelektrik     85      70    40  65
## 666                Eelektross    115      80    50  85
## 667                    Elgyem     55      55    30  55
## 668                  Beheeyem     75      75    40  75
## 669                   Litwick     30      55    20  50
## 670                   Lampent     40      60    55  60
## 671                Chandelure     55      90    80  60
## 672                      Axew     87      60    57  46
## 673                   Fraxure    117      70    67  66
## 674                   Haxorus    147      90    97  76
## 675                   Cubchoo     70      40    40  55
## 676                   Beartic    110      80    50  95
## 677                 Cryogonal     50      30   105  70
## 678                   Shelmet     40      85    25  50
## 679                  Accelgor     70      40   145  80
## 680                  Stunfisk     66      84    32 109
## 681                   Mienfoo     85      50    65  45
## 682                  Mienshao    125      60   105  65
## 683                 Druddigon    120      90    48  77
## 684                    Golett     74      50    35  59
## 685                    Golurk    124      80    55  89
## 686                  Pawniard     85      70    60  45
## 687                   Bisharp    125     100    70  65
## 688                Bouffalant    110      95    55  95
## 689                   Rufflet     83      50    60  70
## 690                  Braviary    123      75    80 100
## 691                   Vullaby     55      75    60  70
## 692                 Mandibuzz     65     105    80 110
## 693                   Heatmor     97      66    65  85
## 694                    Durant    109     112   109  58
## 695                     Deino     65      50    38  52
## 696                  Zweilous     85      70    58  72
## 697                 Hydreigon    105      90    98  92
## 698                  Larvesta     85      55    60  55
## 699                 Volcarona     60      65   100  85
## 700                  Cobalion     90     129   108  91
## 701                 Terrakion    129      90   108  91
## 702                  Virizion     90      72   108  91
## 703   TornadusIncarnate Forme    115      70   111  79
## 704     TornadusTherian Forme    100      80   121  79
## 705  ThundurusIncarnate Forme    115      70   111  79
## 706    ThundurusTherian Forme    105      70   101  79
## 707                  Reshiram    120     100    90 100
## 708                    Zekrom    150     120    90 100
## 709   LandorusIncarnate Forme    125      90   101  89
## 710     LandorusTherian Forme    145      90    91  89
## 711                    Kyurem    130      90    95 125
## 712        KyuremBlack Kyurem    170     100    95 125
## 713        KyuremWhite Kyurem    120      90    95 125
## 714      KeldeoOrdinary Forme     72      90   108  91
## 715      KeldeoResolute Forme     72      90   108  91
## 716        MeloettaAria Forme     77      77    90 100
## 717   MeloettaPirouette Forme    128      90   128 100
## 718                  Genesect    120      95    99  71
## 719                   Chespin     61      65    38  56
## 720                 Quilladin     78      95    57  61
## 721                Chesnaught    107     122    64  88
## 722                  Fennekin     45      40    60  40
## 723                   Braixen     59      58    73  59
## 724                   Delphox     69      72   104  75
## 725                   Froakie     56      40    71  41
## 726                 Frogadier     63      52    97  54
## 727                  Greninja     95      67   122  72
## 728                  Bunnelby     36      38    57  38
## 729                 Diggersby     56      77    78  85
## 730                Fletchling     50      43    62  45
## 731               Fletchinder     73      55    84  62
## 732                Talonflame     81      71   126  78
## 733                Scatterbug     35      40    35  38
## 734                    Spewpa     22      60    29  45
## 735                  Vivillon     52      50    89  80
## 736                    Litleo     50      58    72  62
## 737                    Pyroar     68      72   106  86
## 738             FlabÃƒÂ©bÃƒÂ©     38      39    42  44
## 739                   Floette     45      47    52  54
## 740                   Florges     65      68    75  78
## 741                    Skiddo     65      48    52  66
## 742                    Gogoat    100      62    68 123
## 743                   Pancham     82      62    43  67
## 744                   Pangoro    124      78    58  95
## 745                   Furfrou     80      60   102  75
## 746                    Espurr     48      54    68  62
## 747              MeowsticMale     48      76   104  74
## 748            MeowsticFemale     48      76   104  74
## 749                   Honedge     80     100    28  45
## 750                  Doublade    110     150    35  59
## 751      AegislashBlade Forme    150      50    60  60
## 752     AegislashShield Forme     50     150    60  60
## 753                  Spritzee     52      60    23  78
## 754                Aromatisse     72      72    29 101
## 755                   Swirlix     48      66    49  62
## 756                  Slurpuff     80      86    72  82
## 757                     Inkay     54      53    45  53
## 758                   Malamar     92      88    73  86
## 759                   Binacle     52      67    50  42
## 760                Barbaracle    105     115    68  72
## 761                    Skrelp     60      60    30  50
## 762                  Dragalge     75      90    44  65
## 763                 Clauncher     53      62    44  50
## 764                 Clawitzer     73      88    59  71
## 765                Helioptile     38      33    70  44
## 766                 Heliolisk     55      52   109  62
## 767                    Tyrunt     89      77    48  58
## 768                 Tyrantrum    121     119    71  82
## 769                    Amaura     59      50    46  77
## 770                   Aurorus     77      72    58 123
## 771                   Sylveon     65      65    60  95
## 772                  Hawlucha     92      75   118  78
## 773                   Dedenne     58      57   101  67
## 774                   Carbink     50     150    50  50
## 775                     Goomy     50      35    40  45
## 776                   Sliggoo     75      53    60  68
## 777                    Goodra    100      70    80  90
## 778                    Klefki     80      91    75  57
## 779                  Phantump     70      48    38  43
## 780                 Trevenant    110      76    56  85
## 781     PumpkabooAverage Size     66      70    51  49
## 782       PumpkabooSmall Size     66      70    56  44
## 783       PumpkabooLarge Size     66      70    46  54
## 784       PumpkabooSuper Size     66      70    41  59
## 785     GourgeistAverage Size     90     122    84  65
## 786       GourgeistSmall Size     85     122    99  55
## 787       GourgeistLarge Size     95     122    69  75
## 788       GourgeistSuper Size    100     122    54  85
## 789                  Bergmite     69      85    28  55
## 790                   Avalugg    117     184    28  95
## 791                    Noibat     30      35    55  40
## 792                   Noivern     70      80   123  85
## 793                   Xerneas    131      95    99 126
## 794                   Yveltal    131      95    99 126
## 795          Zygarde50% Forme    100     121    95 108
## 796                   Diancie    100     150    50  50
## 797       DiancieMega Diancie    160     110   110  50
## 798       HoopaHoopa Confined    110      60    70  80
## 799        HoopaHoopa Unbound    160      60    80  80
## 800                 Volcanion    110     120    70  80
## 801                    Rowlet     55      55    42  68
## 802                   Dartrix     75      75    52  78
## 803                 Decidueye    107      75    70  78
## 804                    Litten     65      40    70  45
## 805                  Torracat     85      50    90  65
## 806                  Inceroar    115      90    60  95
## 807                   Popolio     54      54    40  50
## 808                   Brionne     69      69    50  60
## 809                 Primarina     74      74    60  80
## 810                   Pikipek     75      30    65  35
## 811                  Trumbeak     85      50    75  55
## 812                 Toucannon    120      75    60  80
## 813                   Yungoos     70      30    45  48
## 814                  Gumshoos    110      60    45  88
## 815                   Grubbin     62      45    46  47
## 816                 Charjabug     82      95    36  57
## 817                  Vikavolt     70      90    43  77
## 818                Crabrawler     82      57    63  47
## 819              Crabominable    132      77    43  97
## 820       OricorioBaile Style     70      70    93  75
## 821     OricorioPom-Pom Style     70      70    93  75
## 822        OricorioPa'u Style     70      70    93  75
## 823                  Cutiefly     45      40    84  40
## 824                   Riombee     55      60   124  60
## 825                  Rockruff     65      40    60  45
## 826       LycanrocMidday Form    115      65   112  75
## 827     LycanrocMidnight Form    115      75    82  85
## 828       WishiwashiSolo Form     20      20    40  45
## 829     WishiwashiSchool Form    140     130    30  45
## 830                  Mareanie     53      62    45  50
## 831                   Toxapex     63     152    35  50
## 832                   Mudbray    100      70    45  70
## 833                  Mudsdale    125     100    35 100
## 834                  Dewpider     40      52    27  38
## 835                 Araquanid     70      92    42  68
## 836                  Fomantis     55      35    35  40
## 837                  Lurantis    105      90    45  70
## 838                  Morelull     35      55    15  40
## 839                 Shiinotic     45      80    30  60
## 840                  Salandit     44      40    77  48
## 841                  Salazzle     64      60   117  68
## 842                   Stufful     75      50    50  70
## 843                    Bewear    125      80    60 120
## 844                 Bounsweet     30      38    32  42
## 845                   Steenee     40      48    62  52
## 846                  Tsareena    120      98    72  72
## 847                    Comfey     52      90   100  51
## 848                  Oranguru     60      80    60  90
## 849                 Passimian    120      90    80 100
## 850                    Wimpod     35      40    80  25
## 851                 Golisopod    125     140    40  75
## 852                 Sandygast     55      80    15  55
## 853                 Pallosand     75     110    35  85
## 854                 Pyukumuku     60     130     5  55
## 855                 Type:Null     95      95    59  95
## 856                  Silvally     95      95    95  95
## 857         MiniorMeteor Form     60     100    60  60
## 858            MinorCore Form    100      60   120  60
## 859                    Komala    115      65    65  65
## 860                Turtonator     78     135    36  60
## 861                Togedemaru     98      63    96  65
## 862                   Mimikyu     90      80    96  55
## 863                   Bruxish    105      70    92  68
## 864                    Drampa     60      85    36  78
## 865                  Dhelmise    131     100    40  70
## 866                  Jangmo-o     55      65    45  45
## 867                  Hakamo-o     75      90    65  55
## 868                   Kommo-o    110     125    85  75
## 869                 Tapu Koko    115      85   130  70
## 870                 Tapu Lele     85      75    95  70
## 871                 Tapu Bulu    130     115    75  70
## 872                 Tapu Fini     75     115    85  70
## 873                    Cosmog     29      31    37  43
## 874                   Cosmoem     29     131    37  43
## 875                  Solgaleo    137     107    97 137
## 876                    Lunala    113      89    97 137
## 877                  Nihilego     53      47   103 109
## 878                  Buzzwole    139     139    79 107
## 879                 Pheromosa    137      37   151  71
## 880                 Xuriktree     89      71    83  83
## 881                Celesteela    101     103    61  97
## 882                   Kartana    181     131   109  59
## 883                  Guzzlord    101      53    43 223
## 884                  Necrozma    107     101    79  97
## 885         NecrozmaDusk Mane    157     127    77  97
## 886        NecrozmaDawn Wings    113     109    77  97
## 887             NecrozmaUltra    167      97   129  97
## 888                  Magearna     95     115    65  80
## 889                 Marshadow    125      80   125  90
## 890                   Poipole     73      67    73  67
## 891                 Naganadel     73      73   121  73
## 892                 Stakataka    131     211    13  61
## 893               Blacephalon    127      53   107  53
## 894                   Zenaora    112      75   143  88

pokemon_selection_tidy <- gather(pokemon_selection, "Stat", "Score", 2:5)
head(pokemon_selection_tidy)

##                    Name   Stat Score
## 1             Bulbasaur Attack    49
## 2               Ivysaur Attack    62
## 3              Venusaur Attack    82
## 4 VenusaurMega Venusaur Attack   100
## 5            Charmander Attack    52
## 6            Charmeleon Attack    64

More tidying with 4 different subsets for pokemon types based on Attack, Defense, Speed and Horse Power

tidyp<-data.frame(subset(pokemon_selection_tidy,select = Name:Score),"Score"=as.numeric(str_sub(pokemon_selection_tidy$Score,1,2)))
By_Type<-aggregate(subset(tidyp,select=Score),by=list(tidyp$Name,tidyp$Stat),FUN=median)

Attack<-subset(By_Type,Group.2=="Attack")
Deffense<-subset(By_Type,Group.2=="Defense")
HorsePower<-subset(By_Type,Group.2=="HP")
Speed<-subset(By_Type,Group.2=="Speed")

Attack

##                       Group.1 Group.2 Score
## 1                   Abomasnow  Attack    92
## 2     AbomasnowMega Abomasnow  Attack   132
## 3                        Abra  Attack    20
## 4                       Absol  Attack   130
## 5             AbsolMega Absol  Attack   150
## 6                    Accelgor  Attack    70
## 7        AegislashBlade Forme  Attack   150
## 8       AegislashShield Forme  Attack    50
## 9                  Aerodactyl  Attack   105
## 10  AerodactylMega Aerodactyl  Attack   135
## 11                     Aggron  Attack   110
## 12          AggronMega Aggron  Attack   140
## 13                      Aipom  Attack    70
## 14                   Alakazam  Attack    50
## 15      AlakazamMega Alakazam  Attack    50
## 16                  Alomomola  Attack    75
## 17                    Altaria  Attack    70
## 18        AltariaMega Altaria  Attack   110
## 19                     Amaura  Attack    59
## 20                    Ambipom  Attack   100
## 21                  Amoonguss  Attack    85
## 22                   Ampharos  Attack    75
## 23      AmpharosMega Ampharos  Attack    95
## 24                    Anorith  Attack    95
## 25                  Araquanid  Attack    70
## 26                      Arbok  Attack    85
## 27                   Arcanine  Attack   110
## 28                     Arceus  Attack   120
## 29                     Archen  Attack   112
## 30                   Archeops  Attack   140
## 31                    Ariados  Attack    90
## 32                    Armaldo  Attack   125
## 33                 Aromatisse  Attack    72
## 34                       Aron  Attack    70
## 35                   Articuno  Attack    85
## 36                     Audino  Attack    60
## 37          AudinoMega Audino  Attack    60
## 38                    Aurorus  Attack    77
## 39                    Avalugg  Attack   117
## 40                       Axew  Attack    87
## 41                      Azelf  Attack   125
## 42                  Azumarill  Attack    50
## 43                    Azurill  Attack    20
## 44                      Bagon  Attack    75
## 45                     Baltoy  Attack    40
## 46                    Banette  Attack   115
## 47        BanetteMega Banette  Attack   165
## 48                 Barbaracle  Attack   105
## 49                   Barboach  Attack    48
## 50                   Basculin  Attack    92
## 51                  Bastiodon  Attack    52
## 52                    Bayleef  Attack    62
## 53                    Beartic  Attack   110
## 54                  Beautifly  Attack    70
## 55                   Beedrill  Attack    90
## 56      BeedrillMega Beedrill  Attack   150
## 57                   Beheeyem  Attack    75
## 58                     Beldum  Attack    55
## 59                  Bellossom  Attack    80
## 60                 Bellsprout  Attack    75
## 61                   Bergmite  Attack    69
## 62                     Bewear  Attack   125
## 63                    Bibarel  Attack    85
## 64                     Bidoof  Attack    45
## 65                    Binacle  Attack    52
## 66                    Bisharp  Attack   125
## 67                Blacephalon  Attack   127
## 68                  Blastoise  Attack    83
## 69    BlastoiseMega Blastoise  Attack   103
## 70                   Blaziken  Attack   120
## 71      BlazikenMega Blaziken  Attack   160
## 72                    Blissey  Attack    10
## 73                    Blitzle  Attack    60
## 74                    Boldore  Attack   105
## 75                     Bonsly  Attack    80
## 76                 Bouffalant  Attack   110
## 77                  Bounsweet  Attack    30
## 78                    Braixen  Attack    59
## 79                   Braviary  Attack   123
## 80                    Breloom  Attack   130
## 81                    Brionne  Attack    69
## 82                   Bronzong  Attack    89
## 83                    Bronzor  Attack    24
## 84                    Bruxish  Attack   105
## 85                      Budew  Attack    30
## 86                     Buizel  Attack    65
## 87                  Bulbasaur  Attack    49
## 88                    Buneary  Attack    66
## 89                   Bunnelby  Attack    36
## 90                      Burmy  Attack    29
## 91                 Butterfree  Attack    45
## 92                   Buzzwole  Attack   139
## 93                     Cacnea  Attack    85
## 94                   Cacturne  Attack   115
## 95                   Camerupt  Attack   100
## 96      CameruptMega Camerupt  Attack   120
## 97                    Carbink  Attack    50
## 98                  Carnivine  Attack   100
## 99                 Carracosta  Attack   108
## 100                  Carvanha  Attack    90
## 101                   Cascoon  Attack    35
## 102                  Castform  Attack    70
## 103                  Caterpie  Attack    30
## 104                    Celebi  Attack   100
## 105                Celesteela  Attack   101
## 106                Chandelure  Attack    55
## 107                   Chansey  Attack     5
## 108                 Charizard  Attack    84
## 109 CharizardMega Charizard X  Attack   130
## 110 CharizardMega Charizard Y  Attack   104
## 111                 Charjabug  Attack    82
## 112                Charmander  Attack    52
## 113                Charmeleon  Attack    64
## 114                    Chatot  Attack    65
## 115                   Cherrim  Attack    60
## 116                   Cherubi  Attack    35
## 117                Chesnaught  Attack   107
## 118                   Chespin  Attack    61
## 119                 Chikorita  Attack    49
## 120                  Chimchar  Attack    58
## 121                  Chimecho  Attack    50
## 122                  Chinchou  Attack    38
## 123                 Chingling  Attack    30
## 124                  Cinccino  Attack    95
## 125                  Clamperl  Attack    64
## 126                 Clauncher  Attack    53
## 127                 Clawitzer  Attack    73
## 128                   Claydol  Attack    70
## 129                  Clefable  Attack    70
## 130                  Clefairy  Attack    45
## 131                    Cleffa  Attack    25
## 132                  Cloyster  Attack    95
## 133                  Cobalion  Attack    90
## 134                Cofagrigus  Attack    50
## 135                    Combee  Attack    30
## 136                 Combusken  Attack    85
## 137                    Comfey  Attack    52
## 138                Conkeldurr  Attack   140
## 139                  Corphish  Attack    80
## 140                   Corsola  Attack    55
## 141                   Cosmoem  Attack    29
## 142                    Cosmog  Attack    29
## 143                  Cottonee  Attack    27
## 144              Crabominable  Attack   132
## 145                Crabrawler  Attack    82
## 146                   Cradily  Attack    81
## 147                  Cranidos  Attack   125
## 148                 Crawdaunt  Attack   120
## 149                 Cresselia  Attack    70
## 150                  Croagunk  Attack    61
## 151                    Crobat  Attack    90
## 152                  Croconaw  Attack    80
## 153                   Crustle  Attack    95
## 154                 Cryogonal  Attack    50
## 155                   Cubchoo  Attack    70
## 156                    Cubone  Attack    50
## 157                  Cutiefly  Attack    45
## 158                 Cyndaquil  Attack    52
## 159                   Darkrai  Attack    90
## 160   DarmanitanStandard Mode  Attack   140
## 161        DarmanitanZen Mode  Attack    30
## 162                   Dartrix  Attack    75
## 163                  Darumaka  Attack    90
## 164                 Decidueye  Attack   107
## 165                   Dedenne  Attack    58
## 166                  Deerling  Attack    60
## 167                     Deino  Attack    65
## 168                  Delcatty  Attack    65
## 169                  Delibird  Attack    55
## 170                   Delphox  Attack    69
## 171        DeoxysAttack Forme  Attack   180
## 172       DeoxysDefense Forme  Attack    70
## 173        DeoxysNormal Forme  Attack   150
## 174         DeoxysSpeed Forme  Attack    95
## 175                   Dewgong  Attack    70
## 176                    Dewott  Attack    75
## 177                  Dewpider  Attack    40
## 178                  Dhelmise  Attack   131
## 179                    Dialga  Attack   120
## 180                   Diancie  Attack   100
## 181       DiancieMega Diancie  Attack   160
## 182                 Diggersby  Attack    56
## 183                   Diglett  Attack    55
## 184                     Ditto  Attack    48
## 185                    Dodrio  Attack   110
## 186                     Doduo  Attack    85
## 187                   Donphan  Attack   120
## 188                  Doublade  Attack   110
## 189                  Dragalge  Attack    75
## 190                 Dragonair  Attack    84
## 191                 Dragonite  Attack   134
## 192                    Drampa  Attack    60
## 193                   Drapion  Attack    90
## 194                   Dratini  Attack    64
## 195                  Drifblim  Attack    80
## 196                  Drifloon  Attack    50
## 197                   Drilbur  Attack    85
## 198                   Drowzee  Attack    48
## 199                 Druddigon  Attack   120
## 200                  Ducklett  Attack    44
## 201                   Dugtrio  Attack    80
## 202                 Dunsparce  Attack    70
## 203                   Duosion  Attack    40
## 204                    Durant  Attack   109
## 205                  Dusclops  Attack    70
## 206                  Dusknoir  Attack   100
## 207                   Duskull  Attack    40
## 208                    Dustox  Attack    50
## 209                   Dwebble  Attack    65
## 210                 Eelektrik  Attack    85
## 211                Eelektross  Attack   115
## 212                     Eevee  Attack    55
## 213                     Ekans  Attack    60
## 214                Electabuzz  Attack    83
## 215                Electivire  Attack   123
## 216                 Electrike  Attack    45
## 217                 Electrode  Attack    50
## 218                    Elekid  Attack    63
## 219                    Elgyem  Attack    55
## 220                    Emboar  Attack   123
## 221                    Emolga  Attack    75
## 222                  Empoleon  Attack    86
## 223                     Entei  Attack   115
## 224                Escavalier  Attack   135
## 225                    Espeon  Attack    65
## 226                    Espurr  Attack    48
## 227                 Excadrill  Attack   135
## 228                 Exeggcute  Attack    40
## 229                 Exeggutor  Attack    95
## 230                   Exploud  Attack    91
## 231                Farfetch'd  Attack    65
## 232                    Fearow  Attack    90
## 233                    Feebas  Attack    15
## 234                  Fennekin  Attack    45
## 235                Feraligatr  Attack   105
## 236                 Ferroseed  Attack    50
## 237                Ferrothorn  Attack    94
## 238                   Finneon  Attack    49
## 239                   Flaaffy  Attack    55
## 240             FlabÃƒÂ©bÃƒÂ©  Attack    38
## 241                   Flareon  Attack   130
## 242               Fletchinder  Attack    73
## 243                Fletchling  Attack    50
## 244                  Floatzel  Attack   105
## 245                   Floette  Attack    45
## 246                   Florges  Attack    65
## 247                    Flygon  Attack   100
## 248                  Fomantis  Attack    55
## 249                   Foongus  Attack    55
## 250                Forretress  Attack    90
## 251                   Fraxure  Attack   117
## 252                  Frillish  Attack    40
## 253                   Froakie  Attack    56
## 254                 Frogadier  Attack    63
## 255                  Froslass  Attack    80
## 256                   Furfrou  Attack    80
## 257                    Furret  Attack    76
## 258                    Gabite  Attack    90
## 259                   Gallade  Attack   125
## 260       GalladeMega Gallade  Attack   165
## 261                Galvantula  Attack    77
## 262                  Garbodor  Attack    95
## 263                  Garchomp  Attack   130
## 264     GarchompMega Garchomp  Attack   170
## 265                 Gardevoir  Attack    65
## 266   GardevoirMega Gardevoir  Attack    85
## 267                    Gastly  Attack    35
## 268                 Gastrodon  Attack    83
## 269                  Genesect  Attack   120
## 270                    Gengar  Attack    65
## 271         GengarMega Gengar  Attack    65
## 272                   Geodude  Attack    80
## 273                     Gible  Attack    70
## 274                  Gigalith  Attack   135
## 275                 Girafarig  Attack    80
## 276     GiratinaAltered Forme  Attack   100
## 277      GiratinaOrigin Forme  Attack   120
## 278                   Glaceon  Attack    60
## 279                    Glalie  Attack    80
## 280         GlalieMega Glalie  Attack   120
## 281                   Glameow  Attack    55
## 282                    Gligar  Attack    75
## 283                   Gliscor  Attack    95
## 284                     Gloom  Attack    65
## 285                    Gogoat  Attack   100
## 286                    Golbat  Attack    80
## 287                   Goldeen  Attack    67
## 288                   Golduck  Attack    82
## 289                     Golem  Attack   120
## 290                    Golett  Attack    74
## 291                 Golisopod  Attack   125
## 292                    Golurk  Attack   124
## 293                    Goodra  Attack   100
## 294                     Goomy  Attack    50
## 295                  Gorebyss  Attack    84
## 296                   Gothita  Attack    30
## 297                Gothitelle  Attack    55
## 298                 Gothorita  Attack    45
## 299     GourgeistAverage Size  Attack    90
## 300       GourgeistLarge Size  Attack    95
## 301       GourgeistSmall Size  Attack    85
## 302       GourgeistSuper Size  Attack   100
## 303                  Granbull  Attack   120
## 304                  Graveler  Attack    95
## 305                  Greninja  Attack    95
## 306                    Grimer  Attack    80
## 307                    Grotle  Attack    89
## 308                   Groudon  Attack   150
## 309     GroudonPrimal Groudon  Attack   180
## 310                   Grovyle  Attack    65
## 311                 Growlithe  Attack    70
## 312                   Grubbin  Attack    62
## 313                   Grumpig  Attack    45
## 314                    Gulpin  Attack    43
## 315                  Gumshoos  Attack   110
## 316                   Gurdurr  Attack   105
## 317                  Guzzlord  Attack   101
## 318                  Gyarados  Attack   125
## 319     GyaradosMega Gyarados  Attack   155
## 320                  Hakamo-o  Attack    75
## 321                   Happiny  Attack     5
## 322                  Hariyama  Attack   120
## 323                   Haunter  Attack    50
## 324                  Hawlucha  Attack    92
## 325                   Haxorus  Attack   147
## 326                   Heatmor  Attack    97
## 327                   Heatran  Attack    90
## 328                 Heliolisk  Attack    55
## 329                Helioptile  Attack    38
## 330                 Heracross  Attack   125
## 331   HeracrossMega Heracross  Attack   185
## 332                   Herdier  Attack    80
## 333                Hippopotas  Attack    72
## 334                 Hippowdon  Attack   112
## 335                Hitmonchan  Attack   105
## 336                 Hitmonlee  Attack   120
## 337                 Hitmontop  Attack    95
## 338                     Ho-oh  Attack   130
## 339                 Honchkrow  Attack   125
## 340                   Honedge  Attack    80
## 341       HoopaHoopa Confined  Attack   110
## 342        HoopaHoopa Unbound  Attack   160
## 343                  Hoothoot  Attack    30
## 344                    Hoppip  Attack    35
## 345                    Horsea  Attack    40
## 346                  Houndoom  Attack    90
## 347     HoundoomMega Houndoom  Attack    90
## 348                  Houndour  Attack    60
## 349                   Huntail  Attack   104
## 350                 Hydreigon  Attack   105
## 351                     Hypno  Attack    73
## 352                 Igglybuff  Attack    30
## 353                  Illumise  Attack    47
## 354                  Inceroar  Attack   115
## 355                 Infernape  Attack   104
## 356                     Inkay  Attack    54
## 357                   Ivysaur  Attack    62
## 358                  Jangmo-o  Attack    55
## 359                 Jellicent  Attack    60
## 360                Jigglypuff  Attack    45
## 361                   Jirachi  Attack   100
## 362                   Jolteon  Attack    65
## 363                    Joltik  Attack    47
## 364                  Jumpluff  Attack    55
## 365                      Jynx  Attack    50
## 366                    Kabuto  Attack    80
## 367                  Kabutops  Attack   115
## 368                   Kadabra  Attack    35
## 369                    Kakuna  Attack    25
## 370                Kangaskhan  Attack    95
## 371 KangaskhanMega Kangaskhan  Attack   125
## 372                Karrablast  Attack    75
## 373                   Kartana  Attack   181
## 374                   Kecleon  Attack    90
## 375      KeldeoOrdinary Forme  Attack    72
## 376      KeldeoResolute Forme  Attack    72
## 377                   Kingdra  Attack    95
## 378                   Kingler  Attack   130
## 379                    Kirlia  Attack    35
## 380                     Klang  Attack    80
## 381                    Klefki  Attack    80
## 382                     Klink  Attack    55
## 383                 Klinklang  Attack   100
## 384                   Koffing  Attack    65
## 385                    Komala  Attack   115
## 386                   Kommo-o  Attack   110
## 387                    Krabby  Attack   105
## 388                 Kricketot  Attack    25
## 389                Kricketune  Attack    85
## 390                  Krokorok  Attack    82
## 391                Krookodile  Attack   117
## 392                    Kyogre  Attack   100
## 393       KyogrePrimal Kyogre  Attack   150
## 394                    Kyurem  Attack   130
## 395        KyuremBlack Kyurem  Attack   170
## 396        KyuremWhite Kyurem  Attack   120
## 397                    Lairon  Attack    90
## 398                   Lampent  Attack    40
## 399   LandorusIncarnate Forme  Attack   125
## 400     LandorusTherian Forme  Attack   145
## 401                   Lanturn  Attack    58
## 402                    Lapras  Attack    85
## 403                  Larvesta  Attack    85
## 404                  Larvitar  Attack    64
## 405                    Latias  Attack    80
## 406         LatiasMega Latias  Attack   100
## 407                    Latios  Attack    90
## 408         LatiosMega Latios  Attack   130
## 409                   Leafeon  Attack   110
## 410                  Leavanny  Attack   103
## 411                    Ledian  Attack    35
## 412                    Ledyba  Attack    20
## 413                Lickilicky  Attack    85
## 414                 Lickitung  Attack    55
## 415                   Liepard  Attack    88
## 416                    Lileep  Attack    41
## 417                 Lilligant  Attack    60
## 418                  Lillipup  Attack    60
## 419                   Linoone  Attack    70
## 420                    Litleo  Attack    50
## 421                    Litten  Attack    65
## 422                   Litwick  Attack    30
## 423                    Lombre  Attack    50
## 424                   Lopunny  Attack    76
## 425       LopunnyMega Lopunny  Attack   136
## 426                     Lotad  Attack    30
## 427                   Loudred  Attack    71
## 428                   Lucario  Attack   110
## 429       LucarioMega Lucario  Attack   145
## 430                  Ludicolo  Attack    70
## 431                     Lugia  Attack    90
## 432                  Lumineon  Attack    69
## 433                    Lunala  Attack   113
## 434                  Lunatone  Attack    55
## 435                  Lurantis  Attack   105
## 436                   Luvdisc  Attack    30
## 437                     Luxio  Attack    85
## 438                    Luxray  Attack   120
## 439       LycanrocMidday Form  Attack   115
## 440     LycanrocMidnight Form  Attack   115
## 441                   Machamp  Attack   130
## 442                   Machoke  Attack   100
## 443                    Machop  Attack    80
## 444                     Magby  Attack    75
## 445                  Magcargo  Attack    50
## 446                  Magearna  Attack    95
## 447                  Magikarp  Attack    10
## 448                    Magmar  Attack    95
## 449                 Magmortar  Attack    95
## 450                 Magnemite  Attack    35
## 451                  Magneton  Attack    60
## 452                 Magnezone  Attack    70
## 453                  Makuhita  Attack    60
## 454                   Malamar  Attack    92
## 455                 Mamoswine  Attack   130
## 456                   Manaphy  Attack   100
## 457                 Mandibuzz  Attack    65
## 458                 Manectric  Attack    75
## 459   ManectricMega Manectric  Attack    75
## 460                    Mankey  Attack    80
## 461                   Mantine  Attack    40
## 462                   Mantyke  Attack    20
## 463                  Maractus  Attack    86
## 464                  Mareanie  Attack    53
## 465                    Mareep  Attack    40
## 466                    Marill  Attack    20
## 467                   Marowak  Attack    80
## 468                 Marshadow  Attack   125
## 469                 Marshtomp  Attack    85
## 470                Masquerain  Attack    60
## 471                    Mawile  Attack    85
## 472         MawileMega Mawile  Attack   105
## 473                  Medicham  Attack    60
## 474     MedichamMega Medicham  Attack   100
## 475                  Meditite  Attack    40
## 476                  Meganium  Attack    82
## 477        MeloettaAria Forme  Attack    77
## 478   MeloettaPirouette Forme  Attack   128
## 479            MeowsticFemale  Attack    48
## 480              MeowsticMale  Attack    48
## 481                    Meowth  Attack    45
## 482                   Mesprit  Attack   105
## 483                 Metagross  Attack   135
## 484   MetagrossMega Metagross  Attack   145
## 485                    Metang  Attack    75
## 486                   Metapod  Attack    20
## 487                       Mew  Attack   100
## 488                    Mewtwo  Attack   110
## 489       MewtwoMega Mewtwo X  Attack   190
## 490       MewtwoMega Mewtwo Y  Attack   150
## 491                   Mienfoo  Attack    85
## 492                  Mienshao  Attack   125
## 493                 Mightyena  Attack    90
## 494                   Milotic  Attack    60
## 495                   Miltank  Attack    80
## 496                  Mime Jr.  Attack    25
## 497                   Mimikyu  Attack    90
## 498                  Minccino  Attack    50
## 499         MiniorMeteor Form  Attack    60
## 500            MinorCore Form  Attack   100
## 501                     Minun  Attack    40
## 502                Misdreavus  Attack    60
## 503                 Mismagius  Attack    60
## 504                   Moltres  Attack   100
## 505                  Monferno  Attack    78
## 506                  Morelull  Attack    35
## 507                    Mothim  Attack    94
## 508                  Mr. Mime  Attack    45
## 509                   Mudbray  Attack   100
## 510                    Mudkip  Attack    70
## 511                  Mudsdale  Attack   125
## 512                       Muk  Attack   105
## 513                  Munchlax  Attack    85
## 514                     Munna  Attack    25
## 515                   Murkrow  Attack    85
## 516                  Musharna  Attack    55
## 517                 Naganadel  Attack    73
## 518                      Natu  Attack    50
## 519                  Necrozma  Attack   107
## 520        NecrozmaDawn Wings  Attack   113
## 521         NecrozmaDusk Mane  Attack   157
## 522             NecrozmaUltra  Attack   167
## 523                  Nidoking  Attack   102
## 524                 Nidoqueen  Attack    92
## 525           NidoranÃ¢â„¢â‚¬  Attack    47
## 526           NidoranÃ¢â„¢â\200š  Attack    57
## 527                  Nidorina  Attack    62
## 528                  Nidorino  Attack    72
## 529                  Nihilego  Attack    53
## 530                   Nincada  Attack    45
## 531                 Ninetales  Attack    76
## 532                   Ninjask  Attack    90
## 533                   Noctowl  Attack    50
## 534                    Noibat  Attack    30
## 535                   Noivern  Attack    70
## 536                  Nosepass  Attack    45
## 537                     Numel  Attack    60
## 538                   Nuzleaf  Attack    70
## 539                 Octillery  Attack   105
## 540                    Oddish  Attack    50
## 541                   Omanyte  Attack    40
## 542                   Omastar  Attack    60
## 543                      Onix  Attack    45
## 544                  Oranguru  Attack    60
## 545       OricorioBaile Style  Attack    70
## 546        OricorioPa'u Style  Attack    70
## 547     OricorioPom-Pom Style  Attack    70
## 548                  Oshawott  Attack    55
## 549                 Pachirisu  Attack    45
## 550                    Palkia  Attack   120
## 551                 Pallosand  Attack    75
## 552                 Palpitoad  Attack    65
## 553                   Pancham  Attack    82
## 554                   Pangoro  Attack   124
## 555                   Panpour  Attack    53
## 556                   Pansage  Attack    53
## 557                   Pansear  Attack    53
## 558                     Paras  Attack    70
## 559                  Parasect  Attack    95
## 560                 Passimian  Attack   120
## 561                    Patrat  Attack    55
## 562                  Pawniard  Attack    85
## 563                  Pelipper  Attack    50
## 564                   Persian  Attack    70
## 565                   Petilil  Attack    35
## 566                    Phanpy  Attack    60
## 567                  Phantump  Attack    70
## 568                 Pheromosa  Attack   137
## 569                    Phione  Attack    80
## 570                     Pichu  Attack    40
## 571                   Pidgeot  Attack    80
## 572       PidgeotMega Pidgeot  Attack    80
## 573                 Pidgeotto  Attack    60
## 574                    Pidgey  Attack    45
## 575                    Pidove  Attack    55
## 576                   Pignite  Attack    93
## 577                   Pikachu  Attack    55
## 578                   Pikipek  Attack    75
## 579                 Piloswine  Attack   100
## 580                    Pineco  Attack    65
## 581                    Pinsir  Attack   125
## 582         PinsirMega Pinsir  Attack   155
## 583                    Piplup  Attack    51
## 584                    Plusle  Attack    50
## 585                   Poipole  Attack    73
## 586                  Politoed  Attack    75
## 587                   Poliwag  Attack    50
## 588                 Poliwhirl  Attack    65
## 589                 Poliwrath  Attack    95
## 590                    Ponyta  Attack    85
## 591                 Poochyena  Attack    55
## 592                   Popolio  Attack    54
## 593                   Porygon  Attack    60
## 594                 Porygon-Z  Attack    80
## 595                  Porygon2  Attack    80
## 596                 Primarina  Attack    74
## 597                  Primeape  Attack   105
## 598                  Prinplup  Attack    66
## 599                 Probopass  Attack    55
## 600                   Psyduck  Attack    52
## 601     PumpkabooAverage Size  Attack    66
## 602       PumpkabooLarge Size  Attack    66
## 603       PumpkabooSmall Size  Attack    66
## 604       PumpkabooSuper Size  Attack    66
## 605                   Pupitar  Attack    84
## 606                  Purrloin  Attack    50
## 607                   Purugly  Attack    82
## 608                    Pyroar  Attack    68
## 609                 Pyukumuku  Attack    60
## 610                  Quagsire  Attack    85
## 611                   Quilava  Attack    64
## 612                 Quilladin  Attack    78
## 613                  Qwilfish  Attack    95
## 614                    Raichu  Attack    90
## 615                    Raikou  Attack    85
## 616                     Ralts  Attack    25
## 617                 Rampardos  Attack   165
## 618                  Rapidash  Attack   100
## 619                  Raticate  Attack    81
## 620                   Rattata  Attack    56
## 621                  Rayquaza  Attack   150
## 622     RayquazaMega Rayquaza  Attack   180
## 623                    Regice  Attack    50
## 624                 Regigigas  Attack   160
## 625                  Regirock  Attack   100
## 626                 Registeel  Attack    75
## 627                 Relicanth  Attack    90
## 628                  Remoraid  Attack    65
## 629                  Reshiram  Attack   120
## 630                 Reuniclus  Attack    65
## 631                    Rhydon  Attack   130
## 632                   Rhyhorn  Attack    85
## 633                 Rhyperior  Attack   140
## 634                     Riolu  Attack    70
## 635                   Riombee  Attack    55
## 636                  Rockruff  Attack    65
## 637                Roggenrola  Attack    75
## 638                   Roselia  Attack    60
## 639                  Roserade  Attack    70
## 640                     Rotom  Attack    50
## 641            RotomFan Rotom  Attack    65
## 642          RotomFrost Rotom  Attack    65
## 643           RotomHeat Rotom  Attack    65
## 644            RotomMow Rotom  Attack    65
## 645           RotomWash Rotom  Attack    65
## 646                    Rowlet  Attack    55
## 647                   Rufflet  Attack    83
## 648                   Sableye  Attack    75
## 649       SableyeMega Sableye  Attack    85
## 650                 Salamence  Attack   135
## 651   SalamenceMega Salamence  Attack   145
## 652                  Salandit  Attack    44
## 653                  Salazzle  Attack    64
## 654                  Samurott  Attack   100
## 655                   Sandile  Attack    72
## 656                 Sandshrew  Attack    75
## 657                 Sandslash  Attack   100
## 658                 Sandygast  Attack    55
## 659                      Sawk  Attack   125
## 660                  Sawsbuck  Attack   100
## 661                Scatterbug  Attack    35
## 662                  Sceptile  Attack    85
## 663     SceptileMega Sceptile  Attack   110
## 664                    Scizor  Attack   130
## 665         ScizorMega Scizor  Attack   150
## 666                 Scolipede  Attack   100
## 667                   Scrafty  Attack    90
## 668                   Scraggy  Attack    75
## 669                   Scyther  Attack   110
## 670                    Seadra  Attack    65
## 671                   Seaking  Attack    92
## 672                    Sealeo  Attack    60
## 673                    Seedot  Attack    40
## 674                      Seel  Attack    45
## 675                Seismitoad  Attack    95
## 676                   Sentret  Attack    46
## 677                 Serperior  Attack    75
## 678                   Servine  Attack    60
## 679                   Seviper  Attack   100
## 680                  Sewaddle  Attack    53
## 681                  Sharpedo  Attack   120
## 682     SharpedoMega Sharpedo  Attack   140
## 683         ShayminLand Forme  Attack   100
## 684          ShayminSky Forme  Attack   103
## 685                  Shedinja  Attack    90
## 686                   Shelgon  Attack    95
## 687                  Shellder  Attack    65
## 688                   Shellos  Attack    48
## 689                   Shelmet  Attack    40
## 690                  Shieldon  Attack    42
## 691                   Shiftry  Attack   100
## 692                 Shiinotic  Attack    45
## 693                     Shinx  Attack    65
## 694                 Shroomish  Attack    40
## 695                   Shuckle  Attack    10
## 696                   Shuppet  Attack    75
## 697                  Sigilyph  Attack    58
## 698                   Silcoon  Attack    35
## 699                  Silvally  Attack    95
## 700                  Simipour  Attack    98
## 701                  Simisage  Attack    98
## 702                  Simisear  Attack    98
## 703                  Skarmory  Attack    80
## 704                    Skiddo  Attack    65
## 705                  Skiploom  Attack    45
## 706                    Skitty  Attack    45
## 707                   Skorupi  Attack    50
## 708                    Skrelp  Attack    60
## 709                  Skuntank  Attack    93
## 710                   Slaking  Attack   160
## 711                   Slakoth  Attack    60
## 712                   Sliggoo  Attack    75
## 713                   Slowbro  Attack    75
## 714       SlowbroMega Slowbro  Attack    75
## 715                  Slowking  Attack    75
## 716                  Slowpoke  Attack    65
## 717                    Slugma  Attack    40
## 718                  Slurpuff  Attack    80
## 719                  Smeargle  Attack    20
## 720                  Smoochum  Attack    30
## 721                   Sneasel  Attack    95
## 722                     Snivy  Attack    45
## 723                   Snorlax  Attack   110
## 724                   Snorunt  Attack    50
## 725                    Snover  Attack    62
## 726                  Snubbull  Attack    80
## 727                  Solgaleo  Attack   137
## 728                   Solosis  Attack    30
## 729                   Solrock  Attack    95
## 730                   Spearow  Attack    60
## 731                    Spewpa  Attack    22
## 732                    Spheal  Attack    40
## 733                  Spinarak  Attack    60
## 734                    Spinda  Attack    60
## 735                 Spiritomb  Attack    92
## 736                    Spoink  Attack    25
## 737                  Spritzee  Attack    52
## 738                  Squirtle  Attack    48
## 739                 Stakataka  Attack   131
## 740                  Stantler  Attack    95
## 741                 Staraptor  Attack   120
## 742                  Staravia  Attack    75
## 743                    Starly  Attack    55
## 744                   Starmie  Attack    75
## 745                    Staryu  Attack    45
## 746                   Steelix  Attack    85
## 747       SteelixMega Steelix  Attack   125
## 748                   Steenee  Attack    40
## 749                 Stoutland  Attack   110
## 750                   Stufful  Attack    75
## 751                  Stunfisk  Attack    66
## 752                    Stunky  Attack    63
## 753                 Sudowoodo  Attack   100
## 754                   Suicune  Attack    75
## 755                  Sunflora  Attack    75
## 756                   Sunkern  Attack    30
## 757                   Surskit  Attack    30
## 758                    Swablu  Attack    40
## 759                  Swadloon  Attack    63
## 760                    Swalot  Attack    73
## 761                  Swampert  Attack   110
## 762     SwampertMega Swampert  Attack   150
## 763                    Swanna  Attack    87
## 764                   Swellow  Attack    85
## 765                    Swinub  Attack    50
## 766                   Swirlix  Attack    48
## 767                   Swoobat  Attack    57
## 768                   Sylveon  Attack    65
## 769                   Taillow  Attack    55
## 770                Talonflame  Attack    81
## 771                   Tangela  Attack    55
## 772                 Tangrowth  Attack   100
## 773                 Tapu Bulu  Attack   130
## 774                 Tapu Fini  Attack    75
## 775                 Tapu Koko  Attack   115
## 776                 Tapu Lele  Attack    85
## 777                    Tauros  Attack   100
## 778                 Teddiursa  Attack    80
## 779                 Tentacool  Attack    40
## 780                Tentacruel  Attack    70
## 781                     Tepig  Attack    63
## 782                 Terrakion  Attack   129
## 783                     Throh  Attack   100
## 784  ThundurusIncarnate Forme  Attack   115
## 785    ThundurusTherian Forme  Attack   105
## 786                   Timburr  Attack    80
## 787                  Tirtouga  Attack    78
## 788                Togedemaru  Attack    98
## 789                  Togekiss  Attack    50
## 790                    Togepi  Attack    20
## 791                   Togetic  Attack    40
## 792                   Torchic  Attack    60
## 793                   Torkoal  Attack    85
## 794   TornadusIncarnate Forme  Attack   115
## 795     TornadusTherian Forme  Attack   100
## 796                  Torracat  Attack    85
## 797                  Torterra  Attack   109
## 798                  Totodile  Attack    65
## 799                 Toucannon  Attack   120
## 800                   Toxapex  Attack    63
## 801                 Toxicroak  Attack   106
## 802                 Tranquill  Attack    77
## 803                  Trapinch  Attack   100
## 804                   Treecko  Attack    45
## 805                 Trevenant  Attack   110
## 806                   Tropius  Attack    68
## 807                  Trubbish  Attack    50
## 808                  Trumbeak  Attack    85
## 809                  Tsareena  Attack   120
## 810                Turtonator  Attack    78
## 811                   Turtwig  Attack    68
## 812                   Tympole  Attack    50
## 813                    Tynamo  Attack    55
## 814                 Type:Null  Attack    95
## 815                Typhlosion  Attack    84
## 816                 Tyranitar  Attack   134
## 817   TyranitarMega Tyranitar  Attack   164
## 818                 Tyrantrum  Attack   121
## 819                   Tyrogue  Attack    35
## 820                    Tyrunt  Attack    89
## 821                   Umbreon  Attack    65
## 822                  Unfezant  Attack   115
## 823                     Unown  Attack    72
## 824                  Ursaring  Attack   130
## 825                      Uxie  Attack    75
## 826                 Vanillish  Attack    65
## 827                 Vanillite  Attack    50
## 828                 Vanilluxe  Attack    95
## 829                  Vaporeon  Attack    65
## 830                  Venipede  Attack    45
## 831                  Venomoth  Attack    65
## 832                   Venonat  Attack    55
## 833                  Venusaur  Attack    82
## 834     VenusaurMega Venusaur  Attack   100
## 835                 Vespiquen  Attack    80
## 836                   Vibrava  Attack    70
## 837                   Victini  Attack   100
## 838                Victreebel  Attack   105
## 839                  Vigoroth  Attack    80
## 840                  Vikavolt  Attack    70
## 841                 Vileplume  Attack    80
## 842                  Virizion  Attack    90
## 843                  Vivillon  Attack    52
## 844                   Volbeat  Attack    73
## 845                 Volcanion  Attack   110
## 846                 Volcarona  Attack    60
## 847                   Voltorb  Attack    30
## 848                   Vullaby  Attack    55
## 849                    Vulpix  Attack    41
## 850                   Wailmer  Attack    70
## 851                   Wailord  Attack    90
## 852                   Walrein  Attack    80
## 853                 Wartortle  Attack    63
## 854                   Watchog  Attack    85
## 855                   Weavile  Attack   120
## 856                    Weedle  Attack    35
## 857                Weepinbell  Attack    90
## 858                   Weezing  Attack    90
## 859                Whimsicott  Attack    67
## 860                Whirlipede  Attack    55
## 861                  Whiscash  Attack    78
## 862                   Whismur  Attack    51
## 863                Wigglytuff  Attack    70
## 864                    Wimpod  Attack    35
## 865                   Wingull  Attack    30
## 866     WishiwashiSchool Form  Attack   140
## 867       WishiwashiSolo Form  Attack    20
## 868                 Wobbuffet  Attack    33
## 869                    Woobat  Attack    45
## 870                    Wooper  Attack    45
## 871       WormadamPlant Cloak  Attack    59
## 872       WormadamSandy Cloak  Attack    79
## 873       WormadamTrash Cloak  Attack    69
## 874                   Wurmple  Attack    45
## 875                    Wynaut  Attack    23
## 876                      Xatu  Attack    75
## 877                   Xerneas  Attack   131
## 878                 Xuriktree  Attack    89
## 879                    Yamask  Attack    30
## 880                     Yanma  Attack    65
## 881                   Yanmega  Attack    76
## 882                   Yungoos  Attack    70
## 883                   Yveltal  Attack   131
## 884                  Zangoose  Attack   115
## 885                    Zapdos  Attack    90
## 886                 Zebstrika  Attack   100
## 887                    Zekrom  Attack   150
## 888                   Zenaora  Attack   112
## 889                 Zigzagoon  Attack    30
## 890                   Zoroark  Attack   105
## 891                     Zorua  Attack    65
## 892                     Zubat  Attack    45
## 893                  Zweilous  Attack    85
## 894          Zygarde50% Forme  Attack   100

Deffense

##                        Group.1 Group.2 Score
## 895                  Abomasnow Defense    75
## 896    AbomasnowMega Abomasnow Defense   105
## 897                       Abra Defense    15
## 898                      Absol Defense    60
## 899            AbsolMega Absol Defense    60
## 900                   Accelgor Defense    40
## 901       AegislashBlade Forme Defense    50
## 902      AegislashShield Forme Defense   150
## 903                 Aerodactyl Defense    65
## 904  AerodactylMega Aerodactyl Defense    85
## 905                     Aggron Defense   180
## 906          AggronMega Aggron Defense   230
## 907                      Aipom Defense    55
## 908                   Alakazam Defense    45
## 909      AlakazamMega Alakazam Defense    65
## 910                  Alomomola Defense    80
## 911                    Altaria Defense    90
## 912        AltariaMega Altaria Defense   110
## 913                     Amaura Defense    50
## 914                    Ambipom Defense    66
## 915                  Amoonguss Defense    70
## 916                   Ampharos Defense    85
## 917      AmpharosMega Ampharos Defense   105
## 918                    Anorith Defense    50
## 919                  Araquanid Defense    92
## 920                      Arbok Defense    69
## 921                   Arcanine Defense    80
## 922                     Arceus Defense   120
## 923                     Archen Defense    45
## 924                   Archeops Defense    65
## 925                    Ariados Defense    70
## 926                    Armaldo Defense   100
## 927                 Aromatisse Defense    72
## 928                       Aron Defense   100
## 929                   Articuno Defense   100
## 930                     Audino Defense    86
## 931          AudinoMega Audino Defense   126
## 932                    Aurorus Defense    72
## 933                    Avalugg Defense   184
## 934                       Axew Defense    60
## 935                      Azelf Defense    70
## 936                  Azumarill Defense    80
## 937                    Azurill Defense    40
## 938                      Bagon Defense    60
## 939                     Baltoy Defense    55
## 940                    Banette Defense    65
## 941        BanetteMega Banette Defense    75
## 942                 Barbaracle Defense   115
## 943                   Barboach Defense    43
## 944                   Basculin Defense    65
## 945                  Bastiodon Defense   168
## 946                    Bayleef Defense    80
## 947                    Beartic Defense    80
## 948                  Beautifly Defense    50
## 949                   Beedrill Defense    40
## 950      BeedrillMega Beedrill Defense    40
## 951                   Beheeyem Defense    75
## 952                     Beldum Defense    80
## 953                  Bellossom Defense    95
## 954                 Bellsprout Defense    35
## 955                   Bergmite Defense    85
## 956                     Bewear Defense    80
## 957                    Bibarel Defense    60
## 958                     Bidoof Defense    40
## 959                    Binacle Defense    67
## 960                    Bisharp Defense   100
## 961                Blacephalon Defense    53
## 962                  Blastoise Defense   100
## 963    BlastoiseMega Blastoise Defense   120
## 964                   Blaziken Defense    70
## 965      BlazikenMega Blaziken Defense    80
## 966                    Blissey Defense    10
## 967                    Blitzle Defense    32
## 968                    Boldore Defense   105
## 969                     Bonsly Defense    95
## 970                 Bouffalant Defense    95
## 971                  Bounsweet Defense    38
## 972                    Braixen Defense    58
## 973                   Braviary Defense    75
## 974                    Breloom Defense    80
## 975                    Brionne Defense    69
## 976                   Bronzong Defense   116
## 977                    Bronzor Defense    86
## 978                    Bruxish Defense    70
## 979                      Budew Defense    35
## 980                     Buizel Defense    35
## 981                  Bulbasaur Defense    49
## 982                    Buneary Defense    44
## 983                   Bunnelby Defense    38
## 984                      Burmy Defense    45
## 985                 Butterfree Defense    50
## 986                   Buzzwole Defense   139
## 987                     Cacnea Defense    40
## 988                   Cacturne Defense    60
## 989                   Camerupt Defense    70
## 990      CameruptMega Camerupt Defense   100
## 991                    Carbink Defense   150
## 992                  Carnivine Defense    72
## 993                 Carracosta Defense   133
## 994                   Carvanha Defense    20
## 995                    Cascoon Defense    55
## 996                   Castform Defense    70
## 997                   Caterpie Defense    35
## 998                     Celebi Defense   100
## 999                 Celesteela Defense   103
## 1000                Chandelure Defense    90
## 1001                   Chansey Defense     5
## 1002                 Charizard Defense    78
## 1003 CharizardMega Charizard X Defense   111
## 1004 CharizardMega Charizard Y Defense    78
## 1005                 Charjabug Defense    95
## 1006                Charmander Defense    43
## 1007                Charmeleon Defense    58
## 1008                    Chatot Defense    45
## 1009                   Cherrim Defense    70
## 1010                   Cherubi Defense    45
## 1011                Chesnaught Defense   122
## 1012                   Chespin Defense    65
## 1013                 Chikorita Defense    65
## 1014                  Chimchar Defense    44
## 1015                  Chimecho Defense    70
## 1016                  Chinchou Defense    38
## 1017                 Chingling Defense    50
## 1018                  Cinccino Defense    60
## 1019                  Clamperl Defense    85
## 1020                 Clauncher Defense    62
## 1021                 Clawitzer Defense    88
## 1022                   Claydol Defense   105
## 1023                  Clefable Defense    73
## 1024                  Clefairy Defense    48
## 1025                    Cleffa Defense    28
## 1026                  Cloyster Defense   180
## 1027                  Cobalion Defense   129
## 1028                Cofagrigus Defense   145
## 1029                    Combee Defense    42
## 1030                 Combusken Defense    60
## 1031                    Comfey Defense    90
## 1032                Conkeldurr Defense    95
## 1033                  Corphish Defense    65
## 1034                   Corsola Defense    85
## 1035                   Cosmoem Defense   131
## 1036                    Cosmog Defense    31
## 1037                  Cottonee Defense    60
## 1038              Crabominable Defense    77
## 1039                Crabrawler Defense    57
## 1040                   Cradily Defense    97
## 1041                  Cranidos Defense    40
## 1042                 Crawdaunt Defense    85
## 1043                 Cresselia Defense   120
## 1044                  Croagunk Defense    40
## 1045                    Crobat Defense    80
## 1046                  Croconaw Defense    80
## 1047                   Crustle Defense   125
## 1048                 Cryogonal Defense    30
## 1049                   Cubchoo Defense    40
## 1050                    Cubone Defense    95
## 1051                  Cutiefly Defense    40
## 1052                 Cyndaquil Defense    43
## 1053                   Darkrai Defense    90
## 1054   DarmanitanStandard Mode Defense    55
## 1055        DarmanitanZen Mode Defense   105
## 1056                   Dartrix Defense    75
## 1057                  Darumaka Defense    45
## 1058                 Decidueye Defense    75
## 1059                   Dedenne Defense    57
## 1060                  Deerling Defense    50
## 1061                     Deino Defense    50
## 1062                  Delcatty Defense    65
## 1063                  Delibird Defense    45
## 1064                   Delphox Defense    72
## 1065        DeoxysAttack Forme Defense    20
## 1066       DeoxysDefense Forme Defense   160
## 1067        DeoxysNormal Forme Defense    50
## 1068         DeoxysSpeed Forme Defense    90
## 1069                   Dewgong Defense    80
## 1070                    Dewott Defense    60
## 1071                  Dewpider Defense    52
## 1072                  Dhelmise Defense   100
## 1073                    Dialga Defense   120
## 1074                   Diancie Defense   150
## 1075       DiancieMega Diancie Defense   110
## 1076                 Diggersby Defense    77
## 1077                   Diglett Defense    25
## 1078                     Ditto Defense    48
## 1079                    Dodrio Defense    70
## 1080                     Doduo Defense    45
## 1081                   Donphan Defense   120
## 1082                  Doublade Defense   150
## 1083                  Dragalge Defense    90
## 1084                 Dragonair Defense    65
## 1085                 Dragonite Defense    95
## 1086                    Drampa Defense    85
## 1087                   Drapion Defense   110
## 1088                   Dratini Defense    45
## 1089                  Drifblim Defense    44
## 1090                  Drifloon Defense    34
## 1091                   Drilbur Defense    40
## 1092                   Drowzee Defense    45
## 1093                 Druddigon Defense    90
## 1094                  Ducklett Defense    50
## 1095                   Dugtrio Defense    50
## 1096                 Dunsparce Defense    70
## 1097                   Duosion Defense    50
## 1098                    Durant Defense   112
## 1099                  Dusclops Defense   130
## 1100                  Dusknoir Defense   135
## 1101                   Duskull Defense    90
## 1102                    Dustox Defense    70
## 1103                   Dwebble Defense    85
## 1104                 Eelektrik Defense    70
## 1105                Eelektross Defense    80
## 1106                     Eevee Defense    50
## 1107                     Ekans Defense    44
## 1108                Electabuzz Defense    57
## 1109                Electivire Defense    67
## 1110                 Electrike Defense    40
## 1111                 Electrode Defense    70
## 1112                    Elekid Defense    37
## 1113                    Elgyem Defense    55
## 1114                    Emboar Defense    65
## 1115                    Emolga Defense    60
## 1116                  Empoleon Defense    88
## 1117                     Entei Defense    85
## 1118                Escavalier Defense   105
## 1119                    Espeon Defense    60
## 1120                    Espurr Defense    54
## 1121                 Excadrill Defense    60
## 1122                 Exeggcute Defense    80
## 1123                 Exeggutor Defense    85
## 1124                   Exploud Defense    63
## 1125                Farfetch'd Defense    55
## 1126                    Fearow Defense    65
## 1127                    Feebas Defense    20
## 1128                  Fennekin Defense    40
## 1129                Feraligatr Defense   100
## 1130                 Ferroseed Defense    91
## 1131                Ferrothorn Defense   131
## 1132                   Finneon Defense    56
## 1133                   Flaaffy Defense    55
## 1134             FlabÃƒÂ©bÃƒÂ© Defense    39
## 1135                   Flareon Defense    60
## 1136               Fletchinder Defense    55
## 1137                Fletchling Defense    43
## 1138                  Floatzel Defense    55
## 1139                   Floette Defense    47
## 1140                   Florges Defense    68
## 1141                    Flygon Defense    80
## 1142                  Fomantis Defense    35
## 1143                   Foongus Defense    45
## 1144                Forretress Defense   140
## 1145                   Fraxure Defense    70
## 1146                  Frillish Defense    50
## 1147                   Froakie Defense    40
## 1148                 Frogadier Defense    52
## 1149                  Froslass Defense    70
## 1150                   Furfrou Defense    60
## 1151                    Furret Defense    64
## 1152                    Gabite Defense    65
## 1153                   Gallade Defense    65
## 1154       GalladeMega Gallade Defense    95
## 1155                Galvantula Defense    60
## 1156                  Garbodor Defense    82
## 1157                  Garchomp Defense    95
## 1158     GarchompMega Garchomp Defense   115
## 1159                 Gardevoir Defense    65
## 1160   GardevoirMega Gardevoir Defense    65
## 1161                    Gastly Defense    30
## 1162                 Gastrodon Defense    68
## 1163                  Genesect Defense    95
## 1164                    Gengar Defense    60
## 1165         GengarMega Gengar Defense    80
## 1166                   Geodude Defense   100
## 1167                     Gible Defense    45
## 1168                  Gigalith Defense   130
## 1169                 Girafarig Defense    65
## 1170     GiratinaAltered Forme Defense   120
## 1171      GiratinaOrigin Forme Defense   100
## 1172                   Glaceon Defense   110
## 1173                    Glalie Defense    80
## 1174         GlalieMega Glalie Defense    80
## 1175                   Glameow Defense    42
## 1176                    Gligar Defense   105
## 1177                   Gliscor Defense   125
## 1178                     Gloom Defense    70
## 1179                    Gogoat Defense    62
## 1180                    Golbat Defense    70
## 1181                   Goldeen Defense    60
## 1182                   Golduck Defense    78
## 1183                     Golem Defense   130
## 1184                    Golett Defense    50
## 1185                 Golisopod Defense   140
## 1186                    Golurk Defense    80
## 1187                    Goodra Defense    70
## 1188                     Goomy Defense    35
## 1189                  Gorebyss Defense   105
## 1190                   Gothita Defense    50
## 1191                Gothitelle Defense    95
## 1192                 Gothorita Defense    70
## 1193     GourgeistAverage Size Defense   122
## 1194       GourgeistLarge Size Defense   122
## 1195       GourgeistSmall Size Defense   122
## 1196       GourgeistSuper Size Defense   122
## 1197                  Granbull Defense    75
## 1198                  Graveler Defense   115
## 1199                  Greninja Defense    67
## 1200                    Grimer Defense    50
## 1201                    Grotle Defense    85
## 1202                   Groudon Defense   140
## 1203     GroudonPrimal Groudon Defense   160
## 1204                   Grovyle Defense    45
## 1205                 Growlithe Defense    45
## 1206                   Grubbin Defense    45
## 1207                   Grumpig Defense    65
## 1208                    Gulpin Defense    53
## 1209                  Gumshoos Defense    60
## 1210                   Gurdurr Defense    85
## 1211                  Guzzlord Defense    53
## 1212                  Gyarados Defense    79
## 1213     GyaradosMega Gyarados Defense   109
## 1214                  Hakamo-o Defense    90
## 1215                   Happiny Defense     5
## 1216                  Hariyama Defense    60
## 1217                   Haunter Defense    45
## 1218                  Hawlucha Defense    75
## 1219                   Haxorus Defense    90
## 1220                   Heatmor Defense    66
## 1221                   Heatran Defense   106
## 1222                 Heliolisk Defense    52
## 1223                Helioptile Defense    33
## 1224                 Heracross Defense    75
## 1225   HeracrossMega Heracross Defense   115
## 1226                   Herdier Defense    65
## 1227                Hippopotas Defense    78
## 1228                 Hippowdon Defense   118
## 1229                Hitmonchan Defense    79
## 1230                 Hitmonlee Defense    53
## 1231                 Hitmontop Defense    95
## 1232                     Ho-oh Defense    90
## 1233                 Honchkrow Defense    52
## 1234                   Honedge Defense   100
## 1235       HoopaHoopa Confined Defense    60
## 1236        HoopaHoopa Unbound Defense    60
## 1237                  Hoothoot Defense    30
## 1238                    Hoppip Defense    40
## 1239                    Horsea Defense    70
## 1240                  Houndoom Defense    50
## 1241     HoundoomMega Houndoom Defense    90
## 1242                  Houndour Defense    30
## 1243                   Huntail Defense   105
## 1244                 Hydreigon Defense    90
## 1245                     Hypno Defense    70
## 1246                 Igglybuff Defense    15
## 1247                  Illumise Defense    55
## 1248                  Inceroar Defense    90
## 1249                 Infernape Defense    71
## 1250                     Inkay Defense    53
## 1251                   Ivysaur Defense    63
## 1252                  Jangmo-o Defense    65
## 1253                 Jellicent Defense    70
## 1254                Jigglypuff Defense    20
## 1255                   Jirachi Defense   100
## 1256                   Jolteon Defense    60
## 1257                    Joltik Defense    50
## 1258                  Jumpluff Defense    70
## 1259                      Jynx Defense    35
## 1260                    Kabuto Defense    90
## 1261                  Kabutops Defense   105
## 1262                   Kadabra Defense    30
## 1263                    Kakuna Defense    50
## 1264                Kangaskhan Defense    80
## 1265 KangaskhanMega Kangaskhan Defense   100
## 1266                Karrablast Defense    45
## 1267                   Kartana Defense   131
## 1268                   Kecleon Defense    70
## 1269      KeldeoOrdinary Forme Defense    90
## 1270      KeldeoResolute Forme Defense    90
## 1271                   Kingdra Defense    95
## 1272                   Kingler Defense   115
## 1273                    Kirlia Defense    35
## 1274                     Klang Defense    95
## 1275                    Klefki Defense    91
## 1276                     Klink Defense    70
## 1277                 Klinklang Defense   115
## 1278                   Koffing Defense    95
## 1279                    Komala Defense    65
## 1280                   Kommo-o Defense   125
## 1281                    Krabby Defense    90
## 1282                 Kricketot Defense    41
## 1283                Kricketune Defense    51
## 1284                  Krokorok Defense    45
## 1285                Krookodile Defense    80
## 1286                    Kyogre Defense    90
## 1287       KyogrePrimal Kyogre Defense    90
## 1288                    Kyurem Defense    90
## 1289        KyuremBlack Kyurem Defense   100
## 1290        KyuremWhite Kyurem Defense    90
## 1291                    Lairon Defense   140
## 1292                   Lampent Defense    60
## 1293   LandorusIncarnate Forme Defense    90
## 1294     LandorusTherian Forme Defense    90
## 1295                   Lanturn Defense    58
## 1296                    Lapras Defense    80
## 1297                  Larvesta Defense    55
## 1298                  Larvitar Defense    50
## 1299                    Latias Defense    90
## 1300         LatiasMega Latias Defense   120
## 1301                    Latios Defense    80
## 1302         LatiosMega Latios Defense   100
## 1303                   Leafeon Defense   130
## 1304                  Leavanny Defense    80
## 1305                    Ledian Defense    50
## 1306                    Ledyba Defense    30
## 1307                Lickilicky Defense    95
## 1308                 Lickitung Defense    75
## 1309                   Liepard Defense    50
## 1310                    Lileep Defense    77
## 1311                 Lilligant Defense    75
## 1312                  Lillipup Defense    45
## 1313                   Linoone Defense    61
## 1314                    Litleo Defense    58
## 1315                    Litten Defense    40
## 1316                   Litwick Defense    55
## 1317                    Lombre Defense    50
## 1318                   Lopunny Defense    84
## 1319       LopunnyMega Lopunny Defense    94
## 1320                     Lotad Defense    30
## 1321                   Loudred Defense    43
## 1322                   Lucario Defense    70
## 1323       LucarioMega Lucario Defense    88
## 1324                  Ludicolo Defense    70
## 1325                     Lugia Defense   130
## 1326                  Lumineon Defense    76
## 1327                    Lunala Defense    89
## 1328                  Lunatone Defense    65
## 1329                  Lurantis Defense    90
## 1330                   Luvdisc Defense    55
## 1331                     Luxio Defense    49
## 1332                    Luxray Defense    79
## 1333       LycanrocMidday Form Defense    65
## 1334     LycanrocMidnight Form Defense    75
## 1335                   Machamp Defense    80
## 1336                   Machoke Defense    70
## 1337                    Machop Defense    50
## 1338                     Magby Defense    37
## 1339                  Magcargo Defense   120
## 1340                  Magearna Defense   115
## 1341                  Magikarp Defense    55
## 1342                    Magmar Defense    57
## 1343                 Magmortar Defense    67
## 1344                 Magnemite Defense    70
## 1345                  Magneton Defense    95
## 1346                 Magnezone Defense   115
## 1347                  Makuhita Defense    30
## 1348                   Malamar Defense    88
## 1349                 Mamoswine Defense    80
## 1350                   Manaphy Defense   100
## 1351                 Mandibuzz Defense   105
## 1352                 Manectric Defense    60
## 1353   ManectricMega Manectric Defense    80
## 1354                    Mankey Defense    35
## 1355                   Mantine Defense    70
## 1356                   Mantyke Defense    50
## 1357                  Maractus Defense    67
## 1358                  Mareanie Defense    62
## 1359                    Mareep Defense    40
## 1360                    Marill Defense    50
## 1361                   Marowak Defense   110
## 1362                 Marshadow Defense    80
## 1363                 Marshtomp Defense    70
## 1364                Masquerain Defense    62
## 1365                    Mawile Defense    85
## 1366         MawileMega Mawile Defense   125
## 1367                  Medicham Defense    75
## 1368     MedichamMega Medicham Defense    85
## 1369                  Meditite Defense    55
## 1370                  Meganium Defense   100
## 1371        MeloettaAria Forme Defense    77
## 1372   MeloettaPirouette Forme Defense    90
## 1373            MeowsticFemale Defense    76
## 1374              MeowsticMale Defense    76
## 1375                    Meowth Defense    35
## 1376                   Mesprit Defense   105
## 1377                 Metagross Defense   130
## 1378   MetagrossMega Metagross Defense   150
## 1379                    Metang Defense   100
## 1380                   Metapod Defense    55
## 1381                       Mew Defense   100
## 1382                    Mewtwo Defense    90
## 1383       MewtwoMega Mewtwo X Defense   100
## 1384       MewtwoMega Mewtwo Y Defense    70
## 1385                   Mienfoo Defense    50
## 1386                  Mienshao Defense    60
## 1387                 Mightyena Defense    70
## 1388                   Milotic Defense    79
## 1389                   Miltank Defense   105
## 1390                  Mime Jr. Defense    45
## 1391                   Mimikyu Defense    80
## 1392                  Minccino Defense    40
## 1393         MiniorMeteor Form Defense   100
## 1394            MinorCore Form Defense    60
## 1395                     Minun Defense    50
## 1396                Misdreavus Defense    60
## 1397                 Mismagius Defense    60
## 1398                   Moltres Defense    90
## 1399                  Monferno Defense    52
## 1400                  Morelull Defense    55
## 1401                    Mothim Defense    50
## 1402                  Mr. Mime Defense    65
## 1403                   Mudbray Defense    70
## 1404                    Mudkip Defense    50
## 1405                  Mudsdale Defense   100
## 1406                       Muk Defense    75
## 1407                  Munchlax Defense    40
## 1408                     Munna Defense    45
## 1409                   Murkrow Defense    42
## 1410                  Musharna Defense    85
## 1411                 Naganadel Defense    73
## 1412                      Natu Defense    45
## 1413                  Necrozma Defense   101
## 1414        NecrozmaDawn Wings Defense   109
## 1415         NecrozmaDusk Mane Defense   127
## 1416             NecrozmaUltra Defense    97
## 1417                  Nidoking Defense    77
## 1418                 Nidoqueen Defense    87
## 1419           NidoranÃ¢â„¢â‚¬ Defense    52
## 1420           NidoranÃ¢â„¢â\200š Defense    40
## 1421                  Nidorina Defense    67
## 1422                  Nidorino Defense    57
## 1423                  Nihilego Defense    47
## 1424                   Nincada Defense    90
## 1425                 Ninetales Defense    75
## 1426                   Ninjask Defense    45
## 1427                   Noctowl Defense    50
## 1428                    Noibat Defense    35
## 1429                   Noivern Defense    80
## 1430                  Nosepass Defense   135
## 1431                     Numel Defense    40
## 1432                   Nuzleaf Defense    40
## 1433                 Octillery Defense    75
## 1434                    Oddish Defense    55
## 1435                   Omanyte Defense   100
## 1436                   Omastar Defense   125
## 1437                      Onix Defense   160
## 1438                  Oranguru Defense    80
## 1439       OricorioBaile Style Defense    70
## 1440        OricorioPa'u Style Defense    70
## 1441     OricorioPom-Pom Style Defense    70
## 1442                  Oshawott Defense    45
## 1443                 Pachirisu Defense    70
## 1444                    Palkia Defense   100
## 1445                 Pallosand Defense   110
## 1446                 Palpitoad Defense    55
## 1447                   Pancham Defense    62
## 1448                   Pangoro Defense    78
## 1449                   Panpour Defense    48
## 1450                   Pansage Defense    48
## 1451                   Pansear Defense    48
## 1452                     Paras Defense    55
## 1453                  Parasect Defense    80
## 1454                 Passimian Defense    90
## 1455                    Patrat Defense    39
## 1456                  Pawniard Defense    70
## 1457                  Pelipper Defense   100
## 1458                   Persian Defense    60
## 1459                   Petilil Defense    50
## 1460                    Phanpy Defense    60
## 1461                  Phantump Defense    48
## 1462                 Pheromosa Defense    37
## 1463                    Phione Defense    80
## 1464                     Pichu Defense    15
## 1465                   Pidgeot Defense    75
## 1466       PidgeotMega Pidgeot Defense    80
## 1467                 Pidgeotto Defense    55
## 1468                    Pidgey Defense    40
## 1469                    Pidove Defense    50
## 1470                   Pignite Defense    55
## 1471                   Pikachu Defense    40
## 1472                   Pikipek Defense    30
## 1473                 Piloswine Defense    80
## 1474                    Pineco Defense    90
## 1475                    Pinsir Defense   100
## 1476         PinsirMega Pinsir Defense   120
## 1477                    Piplup Defense    53
## 1478                    Plusle Defense    40
## 1479                   Poipole Defense    67
## 1480                  Politoed Defense    75
## 1481                   Poliwag Defense    40
## 1482                 Poliwhirl Defense    65
## 1483                 Poliwrath Defense    95
## 1484                    Ponyta Defense    55
## 1485                 Poochyena Defense    35
## 1486                   Popolio Defense    54
## 1487                   Porygon Defense    70
## 1488                 Porygon-Z Defense    70
## 1489                  Porygon2 Defense    90
## 1490                 Primarina Defense    74
## 1491                  Primeape Defense    60
## 1492                  Prinplup Defense    68
## 1493                 Probopass Defense   145
## 1494                   Psyduck Defense    48
## 1495     PumpkabooAverage Size Defense    70
## 1496       PumpkabooLarge Size Defense    70
## 1497       PumpkabooSmall Size Defense    70
## 1498       PumpkabooSuper Size Defense    70
## 1499                   Pupitar Defense    70
## 1500                  Purrloin Defense    37
## 1501                   Purugly Defense    64
## 1502                    Pyroar Defense    72
## 1503                 Pyukumuku Defense   130
## 1504                  Quagsire Defense    85
## 1505                   Quilava Defense    58
## 1506                 Quilladin Defense    95
## 1507                  Qwilfish Defense    75
## 1508                    Raichu Defense    55
## 1509                    Raikou Defense    75
## 1510                     Ralts Defense    25
## 1511                 Rampardos Defense    60
## 1512                  Rapidash Defense    70
## 1513                  Raticate Defense    60
## 1514                   Rattata Defense    35
## 1515                  Rayquaza Defense    90
## 1516     RayquazaMega Rayquaza Defense   100
## 1517                    Regice Defense   100
## 1518                 Regigigas Defense   110
## 1519                  Regirock Defense   200
## 1520                 Registeel Defense   150
## 1521                 Relicanth Defense   130
## 1522                  Remoraid Defense    35
## 1523                  Reshiram Defense   100
## 1524                 Reuniclus Defense    75
## 1525                    Rhydon Defense   120
## 1526                   Rhyhorn Defense    95
## 1527                 Rhyperior Defense   130
## 1528                     Riolu Defense    40
## 1529                   Riombee Defense    60
## 1530                  Rockruff Defense    40
## 1531                Roggenrola Defense    85
## 1532                   Roselia Defense    45
## 1533                  Roserade Defense    65
## 1534                     Rotom Defense    77
## 1535            RotomFan Rotom Defense   107
## 1536          RotomFrost Rotom Defense   107
## 1537           RotomHeat Rotom Defense   107
## 1538            RotomMow Rotom Defense   107
## 1539           RotomWash Rotom Defense   107
## 1540                    Rowlet Defense    55
## 1541                   Rufflet Defense    50
## 1542                   Sableye Defense    75
## 1543       SableyeMega Sableye Defense   125
## 1544                 Salamence Defense    80
## 1545   SalamenceMega Salamence Defense   130
## 1546                  Salandit Defense    40
## 1547                  Salazzle Defense    60
## 1548                  Samurott Defense    85
## 1549                   Sandile Defense    35
## 1550                 Sandshrew Defense    85
## 1551                 Sandslash Defense   110
## 1552                 Sandygast Defense    80
## 1553                      Sawk Defense    75
## 1554                  Sawsbuck Defense    70
## 1555                Scatterbug Defense    40
## 1556                  Sceptile Defense    65
## 1557     SceptileMega Sceptile Defense    75
## 1558                    Scizor Defense   100
## 1559         ScizorMega Scizor Defense   140
## 1560                 Scolipede Defense    89
## 1561                   Scrafty Defense   115
## 1562                   Scraggy Defense    70
## 1563                   Scyther Defense    80
## 1564                    Seadra Defense    95
## 1565                   Seaking Defense    65
## 1566                    Sealeo Defense    70
## 1567                    Seedot Defense    50
## 1568                      Seel Defense    55
## 1569                Seismitoad Defense    75
## 1570                   Sentret Defense    34
## 1571                 Serperior Defense    95
## 1572                   Servine Defense    75
## 1573                   Seviper Defense    60
## 1574                  Sewaddle Defense    70
## 1575                  Sharpedo Defense    40
## 1576     SharpedoMega Sharpedo Defense    70
## 1577         ShayminLand Forme Defense   100
## 1578          ShayminSky Forme Defense    75
## 1579                  Shedinja Defense    45
## 1580                   Shelgon Defense   100
## 1581                  Shellder Defense   100
## 1582                   Shellos Defense    48
## 1583                   Shelmet Defense    85
## 1584                  Shieldon Defense   118
## 1585                   Shiftry Defense    60
## 1586                 Shiinotic Defense    80
## 1587                     Shinx Defense    34
## 1588                 Shroomish Defense    60
## 1589                   Shuckle Defense   230
## 1590                   Shuppet Defense    35
## 1591                  Sigilyph Defense    80
## 1592                   Silcoon Defense    55
## 1593                  Silvally Defense    95
## 1594                  Simipour Defense    63
## 1595                  Simisage Defense    63
## 1596                  Simisear Defense    63
## 1597                  Skarmory Defense   140
## 1598                    Skiddo Defense    48
## 1599                  Skiploom Defense    50
## 1600                    Skitty Defense    45
## 1601                   Skorupi Defense    90
## 1602                    Skrelp Defense    60
## 1603                  Skuntank Defense    67
## 1604                   Slaking Defense   100
## 1605                   Slakoth Defense    60
## 1606                   Sliggoo Defense    53
## 1607                   Slowbro Defense   110
## 1608       SlowbroMega Slowbro Defense   180
## 1609                  Slowking Defense    80
## 1610                  Slowpoke Defense    65
## 1611                    Slugma Defense    40
## 1612                  Slurpuff Defense    86
## 1613                  Smeargle Defense    35
## 1614                  Smoochum Defense    15
## 1615                   Sneasel Defense    55
## 1616                     Snivy Defense    55
## 1617                   Snorlax Defense    65
## 1618                   Snorunt Defense    50
## 1619                    Snover Defense    50
## 1620                  Snubbull Defense    50
## 1621                  Solgaleo Defense   107
## 1622                   Solosis Defense    40
## 1623                   Solrock Defense    85
## 1624                   Spearow Defense    30
## 1625                    Spewpa Defense    60
## 1626                    Spheal Defense    50
## 1627                  Spinarak Defense    40
## 1628                    Spinda Defense    60
## 1629                 Spiritomb Defense   108
## 1630                    Spoink Defense    35
## 1631                  Spritzee Defense    60
## 1632                  Squirtle Defense    65
## 1633                 Stakataka Defense   211
## 1634                  Stantler Defense    62
## 1635                 Staraptor Defense    70
## 1636                  Staravia Defense    50
## 1637                    Starly Defense    30
## 1638                   Starmie Defense    85
## 1639                    Staryu Defense    55
## 1640                   Steelix Defense   200
## 1641       SteelixMega Steelix Defense   230
## 1642                   Steenee Defense    48
## 1643                 Stoutland Defense    90
## 1644                   Stufful Defense    50
## 1645                  Stunfisk Defense    84
## 1646                    Stunky Defense    47
## 1647                 Sudowoodo Defense   115
## 1648                   Suicune Defense   115
## 1649                  Sunflora Defense    55
## 1650                   Sunkern Defense    30
## 1651                   Surskit Defense    32
## 1652                    Swablu Defense    60
## 1653                  Swadloon Defense    90
## 1654                    Swalot Defense    83
## 1655                  Swampert Defense    90
## 1656     SwampertMega Swampert Defense   110
## 1657                    Swanna Defense    63
## 1658                   Swellow Defense    60
## 1659                    Swinub Defense    40
## 1660                   Swirlix Defense    66
## 1661                   Swoobat Defense    55
## 1662                   Sylveon Defense    65
## 1663                   Taillow Defense    30
## 1664                Talonflame Defense    71
## 1665                   Tangela Defense   115
## 1666                 Tangrowth Defense   125
## 1667                 Tapu Bulu Defense   115
## 1668                 Tapu Fini Defense   115
## 1669                 Tapu Koko Defense    85
## 1670                 Tapu Lele Defense    75
## 1671                    Tauros Defense    95
## 1672                 Teddiursa Defense    50
## 1673                 Tentacool Defense    35
## 1674                Tentacruel Defense    65
## 1675                     Tepig Defense    45
## 1676                 Terrakion Defense    90
## 1677                     Throh Defense    85
## 1678  ThundurusIncarnate Forme Defense    70
## 1679    ThundurusTherian Forme Defense    70
## 1680                   Timburr Defense    55
## 1681                  Tirtouga Defense   103
## 1682                Togedemaru Defense    63
## 1683                  Togekiss Defense    95
## 1684                    Togepi Defense    65
## 1685                   Togetic Defense    85
## 1686                   Torchic Defense    40
## 1687                   Torkoal Defense   140
## 1688   TornadusIncarnate Forme Defense    70
## 1689     TornadusTherian Forme Defense    80
## 1690                  Torracat Defense    50
## 1691                  Torterra Defense   105
## 1692                  Totodile Defense    64
## 1693                 Toucannon Defense    75
## 1694                   Toxapex Defense   152
## 1695                 Toxicroak Defense    65
## 1696                 Tranquill Defense    62
## 1697                  Trapinch Defense    45
## 1698                   Treecko Defense    35
## 1699                 Trevenant Defense    76
## 1700                   Tropius Defense    83
## 1701                  Trubbish Defense    62
## 1702                  Trumbeak Defense    50
## 1703                  Tsareena Defense    98
## 1704                Turtonator Defense   135
## 1705                   Turtwig Defense    64
## 1706                   Tympole Defense    40
## 1707                    Tynamo Defense    40
## 1708                 Type:Null Defense    95
## 1709                Typhlosion Defense    78
## 1710                 Tyranitar Defense   110
## 1711   TyranitarMega Tyranitar Defense   150
## 1712                 Tyrantrum Defense   119
## 1713                   Tyrogue Defense    35
## 1714                    Tyrunt Defense    77
## 1715                   Umbreon Defense   110
## 1716                  Unfezant Defense    80
## 1717                     Unown Defense    48
## 1718                  Ursaring Defense    75
## 1719                      Uxie Defense   130
## 1720                 Vanillish Defense    65
## 1721                 Vanillite Defense    50
## 1722                 Vanilluxe Defense    85
## 1723                  Vaporeon Defense    60
## 1724                  Venipede Defense    59
## 1725                  Venomoth Defense    60
## 1726                   Venonat Defense    50
## 1727                  Venusaur Defense    83
## 1728     VenusaurMega Venusaur Defense   123
## 1729                 Vespiquen Defense   102
## 1730                   Vibrava Defense    50
## 1731                   Victini Defense   100
## 1732                Victreebel Defense    65
## 1733                  Vigoroth Defense    80
## 1734                  Vikavolt Defense    90
## 1735                 Vileplume Defense    85
## 1736                  Virizion Defense    72
## 1737                  Vivillon Defense    50
## 1738                   Volbeat Defense    55
## 1739                 Volcanion Defense   120
## 1740                 Volcarona Defense    65
## 1741                   Voltorb Defense    50
## 1742                   Vullaby Defense    75
## 1743                    Vulpix Defense    40
## 1744                   Wailmer Defense    35
## 1745                   Wailord Defense    45
## 1746                   Walrein Defense    90
## 1747                 Wartortle Defense    80
## 1748                   Watchog Defense    69
## 1749                   Weavile Defense    65
## 1750                    Weedle Defense    30
## 1751                Weepinbell Defense    50
## 1752                   Weezing Defense   120
## 1753                Whimsicott Defense    85
## 1754                Whirlipede Defense    99
## 1755                  Whiscash Defense    73
## 1756                   Whismur Defense    23
## 1757                Wigglytuff Defense    45
## 1758                    Wimpod Defense    40
## 1759                   Wingull Defense    30
## 1760     WishiwashiSchool Form Defense   130
## 1761       WishiwashiSolo Form Defense    20
## 1762                 Wobbuffet Defense    58
## 1763                    Woobat Defense    43
## 1764                    Wooper Defense    45
## 1765       WormadamPlant Cloak Defense    85
## 1766       WormadamSandy Cloak Defense   105
## 1767       WormadamTrash Cloak Defense    95
## 1768                   Wurmple Defense    35
## 1769                    Wynaut Defense    48
## 1770                      Xatu Defense    70
## 1771                   Xerneas Defense    95
## 1772                 Xuriktree Defense    71
## 1773                    Yamask Defense    85
## 1774                     Yanma Defense    45
## 1775                   Yanmega Defense    86
## 1776                   Yungoos Defense    30
## 1777                   Yveltal Defense    95
## 1778                  Zangoose Defense    60
## 1779                    Zapdos Defense    85
## 1780                 Zebstrika Defense    63
## 1781                    Zekrom Defense   120
## 1782                   Zenaora Defense    75
## 1783                 Zigzagoon Defense    41
## 1784                   Zoroark Defense    60
## 1785                     Zorua Defense    40
## 1786                     Zubat Defense    35
## 1787                  Zweilous Defense    70
## 1788          Zygarde50% Forme Defense   121

HorsePower

##                        Group.1 Group.2 Score
## 1789                 Abomasnow      HP    90
## 1790   AbomasnowMega Abomasnow      HP    90
## 1791                      Abra      HP    25
## 1792                     Absol      HP    65
## 1793           AbsolMega Absol      HP    65
## 1794                  Accelgor      HP    80
## 1795      AegislashBlade Forme      HP    60
## 1796     AegislashShield Forme      HP    60
## 1797                Aerodactyl      HP    80
## 1798 AerodactylMega Aerodactyl      HP    80
## 1799                    Aggron      HP    70
## 1800         AggronMega Aggron      HP    70
## 1801                     Aipom      HP    55
## 1802                  Alakazam      HP    55
## 1803     AlakazamMega Alakazam      HP    55
## 1804                 Alomomola      HP   165
## 1805                   Altaria      HP    75
## 1806       AltariaMega Altaria      HP    75
## 1807                    Amaura      HP    77
## 1808                   Ambipom      HP    75
## 1809                 Amoonguss      HP   114
## 1810                  Ampharos      HP    90
## 1811     AmpharosMega Ampharos      HP    90
## 1812                   Anorith      HP    45
## 1813                 Araquanid      HP    68
## 1814                     Arbok      HP    60
## 1815                  Arcanine      HP    90
## 1816                    Arceus      HP   120
## 1817                    Archen      HP    55
## 1818                  Archeops      HP    75
## 1819                   Ariados      HP    70
## 1820                   Armaldo      HP    75
## 1821                Aromatisse      HP   101
## 1822                      Aron      HP    50
## 1823                  Articuno      HP    90
## 1824                    Audino      HP   103
## 1825         AudinoMega Audino      HP   103
## 1826                   Aurorus      HP   123
## 1827                   Avalugg      HP    95
## 1828                      Axew      HP    46
## 1829                     Azelf      HP    75
## 1830                 Azumarill      HP   100
## 1831                   Azurill      HP    50
## 1832                     Bagon      HP    45
## 1833                    Baltoy      HP    40
## 1834                   Banette      HP    64
## 1835       BanetteMega Banette      HP    64
## 1836                Barbaracle      HP    72
## 1837                  Barboach      HP    50
## 1838                  Basculin      HP    70
## 1839                 Bastiodon      HP    60
## 1840                   Bayleef      HP    60
## 1841                   Beartic      HP    95
## 1842                 Beautifly      HP    60
## 1843                  Beedrill      HP    65
## 1844     BeedrillMega Beedrill      HP    65
## 1845                  Beheeyem      HP    75
## 1846                    Beldum      HP    40
## 1847                 Bellossom      HP    75
## 1848                Bellsprout      HP    50
## 1849                  Bergmite      HP    55
## 1850                    Bewear      HP   120
## 1851                   Bibarel      HP    79
## 1852                    Bidoof      HP    59
## 1853                   Binacle      HP    42
## 1854                   Bisharp      HP    65
## 1855               Blacephalon      HP    53
## 1856                 Blastoise      HP    79
## 1857   BlastoiseMega Blastoise      HP    79
## 1858                  Blaziken      HP    80
## 1859     BlazikenMega Blaziken      HP    80
## 1860                   Blissey      HP   255
## 1861                   Blitzle      HP    45
## 1862                   Boldore      HP    70
## 1863                    Bonsly      HP    50
## 1864                Bouffalant      HP    95
## 1865                 Bounsweet      HP    42
## 1866                   Braixen      HP    59
## 1867                  Braviary      HP   100
## 1868                   Breloom      HP    60
## 1869                   Brionne      HP    60
## 1870                  Bronzong      HP    67
## 1871                   Bronzor      HP    57
## 1872                   Bruxish      HP    68
## 1873                     Budew      HP    40
## 1874                    Buizel      HP    55
## 1875                 Bulbasaur      HP    45
## 1876                   Buneary      HP    55
## 1877                  Bunnelby      HP    38
## 1878                     Burmy      HP    40
## 1879                Butterfree      HP    60
## 1880                  Buzzwole      HP   107
## 1881                    Cacnea      HP    50
## 1882                  Cacturne      HP    70
## 1883                  Camerupt      HP    70
## 1884     CameruptMega Camerupt      HP    70
## 1885                   Carbink      HP    50
## 1886                 Carnivine      HP    74
## 1887                Carracosta      HP    74
## 1888                  Carvanha      HP    45
## 1889                   Cascoon      HP    50
## 1890                  Castform      HP    70
## 1891                  Caterpie      HP    45
## 1892                    Celebi      HP   100
## 1893                Celesteela      HP    97
## 1894                Chandelure      HP    60
## 1895                   Chansey      HP   250
## 1896                 Charizard      HP    78
## 1897 CharizardMega Charizard X      HP    78
## 1898 CharizardMega Charizard Y      HP    78
## 1899                 Charjabug      HP    57
## 1900                Charmander      HP    39
## 1901                Charmeleon      HP    58
## 1902                    Chatot      HP    76
## 1903                   Cherrim      HP    70
## 1904                   Cherubi      HP    45
## 1905                Chesnaught      HP    88
## 1906                   Chespin      HP    56
## 1907                 Chikorita      HP    45
## 1908                  Chimchar      HP    44
## 1909                  Chimecho      HP    65
## 1910                  Chinchou      HP    75
## 1911                 Chingling      HP    45
## 1912                  Cinccino      HP    75
## 1913                  Clamperl      HP    35
## 1914                 Clauncher      HP    50
## 1915                 Clawitzer      HP    71
## 1916                   Claydol      HP    60
## 1917                  Clefable      HP    95
## 1918                  Clefairy      HP    70
## 1919                    Cleffa      HP    50
## 1920                  Cloyster      HP    50
## 1921                  Cobalion      HP    91
## 1922                Cofagrigus      HP    58
## 1923                    Combee      HP    30
## 1924                 Combusken      HP    60
## 1925                    Comfey      HP    51
## 1926                Conkeldurr      HP   105
## 1927                  Corphish      HP    43
## 1928                   Corsola      HP    55
## 1929                   Cosmoem      HP    43
## 1930                    Cosmog      HP    43
## 1931                  Cottonee      HP    40
## 1932              Crabominable      HP    97
## 1933                Crabrawler      HP    47
## 1934                   Cradily      HP    86
## 1935                  Cranidos      HP    67
## 1936                 Crawdaunt      HP    63
## 1937                 Cresselia      HP   120
## 1938                  Croagunk      HP    48
## 1939                    Crobat      HP    85
## 1940                  Croconaw      HP    65
## 1941                   Crustle      HP    70
## 1942                 Cryogonal      HP    70
## 1943                   Cubchoo      HP    55
## 1944                    Cubone      HP    50
## 1945                  Cutiefly      HP    40
## 1946                 Cyndaquil      HP    39
## 1947                   Darkrai      HP    70
## 1948   DarmanitanStandard Mode      HP   105
## 1949        DarmanitanZen Mode      HP   105
## 1950                   Dartrix      HP    78
## 1951                  Darumaka      HP    70
## 1952                 Decidueye      HP    78
## 1953                   Dedenne      HP    67
## 1954                  Deerling      HP    60
## 1955                     Deino      HP    52
## 1956                  Delcatty      HP    70
## 1957                  Delibird      HP    45
## 1958                   Delphox      HP    75
## 1959        DeoxysAttack Forme      HP    50
## 1960       DeoxysDefense Forme      HP    50
## 1961        DeoxysNormal Forme      HP    50
## 1962         DeoxysSpeed Forme      HP    50
## 1963                   Dewgong      HP    90
## 1964                    Dewott      HP    75
## 1965                  Dewpider      HP    38
## 1966                  Dhelmise      HP    70
## 1967                    Dialga      HP   100
## 1968                   Diancie      HP    50
## 1969       DiancieMega Diancie      HP    50
## 1970                 Diggersby      HP    85
## 1971                   Diglett      HP    10
## 1972                     Ditto      HP    48
## 1973                    Dodrio      HP    60
## 1974                     Doduo      HP    35
## 1975                   Donphan      HP    90
## 1976                  Doublade      HP    59
## 1977                  Dragalge      HP    65
## 1978                 Dragonair      HP    61
## 1979                 Dragonite      HP    91
## 1980                    Drampa      HP    78
## 1981                   Drapion      HP    70
## 1982                   Dratini      HP    41
## 1983                  Drifblim      HP   150
## 1984                  Drifloon      HP    90
## 1985                   Drilbur      HP    60
## 1986                   Drowzee      HP    60
## 1987                 Druddigon      HP    77
## 1988                  Ducklett      HP    62
## 1989                   Dugtrio      HP    35
## 1990                 Dunsparce      HP   100
## 1991                   Duosion      HP    65
## 1992                    Durant      HP    58
## 1993                  Dusclops      HP    40
## 1994                  Dusknoir      HP    45
## 1995                   Duskull      HP    20
## 1996                    Dustox      HP    60
## 1997                   Dwebble      HP    50
## 1998                 Eelektrik      HP    65
## 1999                Eelektross      HP    85
## 2000                     Eevee      HP    55
## 2001                     Ekans      HP    35
## 2002                Electabuzz      HP    65
## 2003                Electivire      HP    75
## 2004                 Electrike      HP    40
## 2005                 Electrode      HP    60
## 2006                    Elekid      HP    45
## 2007                    Elgyem      HP    55
## 2008                    Emboar      HP   110
## 2009                    Emolga      HP    55
## 2010                  Empoleon      HP    84
## 2011                     Entei      HP   115
## 2012                Escavalier      HP    70
## 2013                    Espeon      HP    65
## 2014                    Espurr      HP    62
## 2015                 Excadrill      HP   110
## 2016                 Exeggcute      HP    60
## 2017                 Exeggutor      HP    95
## 2018                   Exploud      HP   104
## 2019                Farfetch'd      HP    52
## 2020                    Fearow      HP    65
## 2021                    Feebas      HP    20
## 2022                  Fennekin      HP    40
## 2023                Feraligatr      HP    85
## 2024                 Ferroseed      HP    44
## 2025                Ferrothorn      HP    74
## 2026                   Finneon      HP    49
## 2027                   Flaaffy      HP    70
## 2028             FlabÃƒÂ©bÃƒÂ©      HP    44
## 2029                   Flareon      HP    65
## 2030               Fletchinder      HP    62
## 2031                Fletchling      HP    45
## 2032                  Floatzel      HP    85
## 2033                   Floette      HP    54
## 2034                   Florges      HP    78
## 2035                    Flygon      HP    80
## 2036                  Fomantis      HP    40
## 2037                   Foongus      HP    69
## 2038                Forretress      HP    75
## 2039                   Fraxure      HP    66
## 2040                  Frillish      HP    55
## 2041                   Froakie      HP    41
## 2042                 Frogadier      HP    54
## 2043                  Froslass      HP    70
## 2044                   Furfrou      HP    75
## 2045                    Furret      HP    85
## 2046                    Gabite      HP    68
## 2047                   Gallade      HP    68
## 2048       GalladeMega Gallade      HP    68
## 2049                Galvantula      HP    70
## 2050                  Garbodor      HP    80
## 2051                  Garchomp      HP   108
## 2052     GarchompMega Garchomp      HP   108
## 2053                 Gardevoir      HP    68
## 2054   GardevoirMega Gardevoir      HP    68
## 2055                    Gastly      HP    30
## 2056                 Gastrodon      HP   111
## 2057                  Genesect      HP    71
## 2058                    Gengar      HP    60
## 2059         GengarMega Gengar      HP    60
## 2060                   Geodude      HP    40
## 2061                     Gible      HP    58
## 2062                  Gigalith      HP    85
## 2063                 Girafarig      HP    70
## 2064     GiratinaAltered Forme      HP   150
## 2065      GiratinaOrigin Forme      HP   150
## 2066                   Glaceon      HP    65
## 2067                    Glalie      HP    80
## 2068         GlalieMega Glalie      HP    80
## 2069                   Glameow      HP    49
## 2070                    Gligar      HP    65
## 2071                   Gliscor      HP    75
## 2072                     Gloom      HP    60
## 2073                    Gogoat      HP   123
## 2074                    Golbat      HP    75
## 2075                   Goldeen      HP    45
## 2076                   Golduck      HP    80
## 2077                     Golem      HP    80
## 2078                    Golett      HP    59
## 2079                 Golisopod      HP    75
## 2080                    Golurk      HP    89
## 2081                    Goodra      HP    90
## 2082                     Goomy      HP    45
## 2083                  Gorebyss      HP    55
## 2084                   Gothita      HP    45
## 2085                Gothitelle      HP    70
## 2086                 Gothorita      HP    60
## 2087     GourgeistAverage Size      HP    65
## 2088       GourgeistLarge Size      HP    75
## 2089       GourgeistSmall Size      HP    55
## 2090       GourgeistSuper Size      HP    85
## 2091                  Granbull      HP    90
## 2092                  Graveler      HP    55
## 2093                  Greninja      HP    72
## 2094                    Grimer      HP    80
## 2095                    Grotle      HP    75
## 2096                   Groudon      HP   100
## 2097     GroudonPrimal Groudon      HP   100
## 2098                   Grovyle      HP    50
## 2099                 Growlithe      HP    55
## 2100                   Grubbin      HP    47
## 2101                   Grumpig      HP    80
## 2102                    Gulpin      HP    70
## 2103                  Gumshoos      HP    88
## 2104                   Gurdurr      HP    85
## 2105                  Guzzlord      HP   223
## 2106                  Gyarados      HP    95
## 2107     GyaradosMega Gyarados      HP    95
## 2108                  Hakamo-o      HP    55
## 2109                   Happiny      HP   100
## 2110                  Hariyama      HP   144
## 2111                   Haunter      HP    45
## 2112                  Hawlucha      HP    78
## 2113                   Haxorus      HP    76
## 2114                   Heatmor      HP    85
## 2115                   Heatran      HP    91
## 2116                 Heliolisk      HP    62
## 2117                Helioptile      HP    44
## 2118                 Heracross      HP    80
## 2119   HeracrossMega Heracross      HP    80
## 2120                   Herdier      HP    65
## 2121                Hippopotas      HP    68
## 2122                 Hippowdon      HP   108
## 2123                Hitmonchan      HP    50
## 2124                 Hitmonlee      HP    50
## 2125                 Hitmontop      HP    50
## 2126                     Ho-oh      HP   106
## 2127                 Honchkrow      HP   100
## 2128                   Honedge      HP    45
## 2129       HoopaHoopa Confined      HP    80
## 2130        HoopaHoopa Unbound      HP    80
## 2131                  Hoothoot      HP    60
## 2132                    Hoppip      HP    35
## 2133                    Horsea      HP    30
## 2134                  Houndoom      HP    75
## 2135     HoundoomMega Houndoom      HP    75
## 2136                  Houndour      HP    45
## 2137                   Huntail      HP    55
## 2138                 Hydreigon      HP    92
## 2139                     Hypno      HP    85
## 2140                 Igglybuff      HP    90
## 2141                  Illumise      HP    65
## 2142                  Inceroar      HP    95
## 2143                 Infernape      HP    76
## 2144                     Inkay      HP    53
## 2145                   Ivysaur      HP    60
## 2146                  Jangmo-o      HP    45
## 2147                 Jellicent      HP   100
## 2148                Jigglypuff      HP   115
## 2149                   Jirachi      HP   100
## 2150                   Jolteon      HP    65
## 2151                    Joltik      HP    50
## 2152                  Jumpluff      HP    75
## 2153                      Jynx      HP    65
## 2154                    Kabuto      HP    30
## 2155                  Kabutops      HP    60
## 2156                   Kadabra      HP    40
## 2157                    Kakuna      HP    45
## 2158                Kangaskhan      HP   105
## 2159 KangaskhanMega Kangaskhan      HP   105
## 2160                Karrablast      HP    50
## 2161                   Kartana      HP    59
## 2162                   Kecleon      HP    60
## 2163      KeldeoOrdinary Forme      HP    91
## 2164      KeldeoResolute Forme      HP    91
## 2165                   Kingdra      HP    75
## 2166                   Kingler      HP    55
## 2167                    Kirlia      HP    38
## 2168                     Klang      HP    60
## 2169                    Klefki      HP    57
## 2170                     Klink      HP    40
## 2171                 Klinklang      HP    60
## 2172                   Koffing      HP    40
## 2173                    Komala      HP    65
## 2174                   Kommo-o      HP    75
## 2175                    Krabby      HP    30
## 2176                 Kricketot      HP    37
## 2177                Kricketune      HP    77
## 2178                  Krokorok      HP    60
## 2179                Krookodile      HP    95
## 2180                    Kyogre      HP   100
## 2181       KyogrePrimal Kyogre      HP   100
## 2182                    Kyurem      HP   125
## 2183        KyuremBlack Kyurem      HP   125
## 2184        KyuremWhite Kyurem      HP   125
## 2185                    Lairon      HP    60
## 2186                   Lampent      HP    60
## 2187   LandorusIncarnate Forme      HP    89
## 2188     LandorusTherian Forme      HP    89
## 2189                   Lanturn      HP   125
## 2190                    Lapras      HP   130
## 2191                  Larvesta      HP    55
## 2192                  Larvitar      HP    50
## 2193                    Latias      HP    80
## 2194         LatiasMega Latias      HP    80
## 2195                    Latios      HP    80
## 2196         LatiosMega Latios      HP    80
## 2197                   Leafeon      HP    65
## 2198                  Leavanny      HP    75
## 2199                    Ledian      HP    55
## 2200                    Ledyba      HP    40
## 2201                Lickilicky      HP   110
## 2202                 Lickitung      HP    90
## 2203                   Liepard      HP    64
## 2204                    Lileep      HP    66
## 2205                 Lilligant      HP    70
## 2206                  Lillipup      HP    45
## 2207                   Linoone      HP    78
## 2208                    Litleo      HP    62
## 2209                    Litten      HP    45
## 2210                   Litwick      HP    50
## 2211                    Lombre      HP    60
## 2212                   Lopunny      HP    65
## 2213       LopunnyMega Lopunny      HP    65
## 2214                     Lotad      HP    40
## 2215                   Loudred      HP    84
## 2216                   Lucario      HP    70
## 2217       LucarioMega Lucario      HP    70
## 2218                  Ludicolo      HP    80
## 2219                     Lugia      HP   106
## 2220                  Lumineon      HP    69
## 2221                    Lunala      HP   137
## 2222                  Lunatone      HP    70
## 2223                  Lurantis      HP    70
## 2224                   Luvdisc      HP    43
## 2225                     Luxio      HP    60
## 2226                    Luxray      HP    80
## 2227       LycanrocMidday Form      HP    75
## 2228     LycanrocMidnight Form      HP    85
## 2229                   Machamp      HP    90
## 2230                   Machoke      HP    80
## 2231                    Machop      HP    70
## 2232                     Magby      HP    45
## 2233                  Magcargo      HP    50
## 2234                  Magearna      HP    80
## 2235                  Magikarp      HP    20
## 2236                    Magmar      HP    65
## 2237                 Magmortar      HP    75
## 2238                 Magnemite      HP    25
## 2239                  Magneton      HP    50
## 2240                 Magnezone      HP    70
## 2241                  Makuhita      HP    72
## 2242                   Malamar      HP    86
## 2243                 Mamoswine      HP   110
## 2244                   Manaphy      HP   100
## 2245                 Mandibuzz      HP   110
## 2246                 Manectric      HP    70
## 2247   ManectricMega Manectric      HP    70
## 2248                    Mankey      HP    40
## 2249                   Mantine      HP    65
## 2250                   Mantyke      HP    45
## 2251                  Maractus      HP    75
## 2252                  Mareanie      HP    50
## 2253                    Mareep      HP    55
## 2254                    Marill      HP    70
## 2255                   Marowak      HP    60
## 2256                 Marshadow      HP    90
## 2257                 Marshtomp      HP    70
## 2258                Masquerain      HP    70
## 2259                    Mawile      HP    50
## 2260         MawileMega Mawile      HP    50
## 2261                  Medicham      HP    60
## 2262     MedichamMega Medicham      HP    60
## 2263                  Meditite      HP    30
## 2264                  Meganium      HP    80
## 2265        MeloettaAria Forme      HP   100
## 2266   MeloettaPirouette Forme      HP   100
## 2267            MeowsticFemale      HP    74
## 2268              MeowsticMale      HP    74
## 2269                    Meowth      HP    40
## 2270                   Mesprit      HP    80
## 2271                 Metagross      HP    80
## 2272   MetagrossMega Metagross      HP    80
## 2273                    Metang      HP    60
## 2274                   Metapod      HP    50
## 2275                       Mew      HP   100
## 2276                    Mewtwo      HP   106
## 2277       MewtwoMega Mewtwo X      HP   106
## 2278       MewtwoMega Mewtwo Y      HP   106
## 2279                   Mienfoo      HP    45
## 2280                  Mienshao      HP    65
## 2281                 Mightyena      HP    70
## 2282                   Milotic      HP    95
## 2283                   Miltank      HP    95
## 2284                  Mime Jr.      HP    20
## 2285                   Mimikyu      HP    55
## 2286                  Minccino      HP    55
## 2287         MiniorMeteor Form      HP    60
## 2288            MinorCore Form      HP    60
## 2289                     Minun      HP    60
## 2290                Misdreavus      HP    60
## 2291                 Mismagius      HP    60
## 2292                   Moltres      HP    90
## 2293                  Monferno      HP    64
## 2294                  Morelull      HP    40
## 2295                    Mothim      HP    70
## 2296                  Mr. Mime      HP    40
## 2297                   Mudbray      HP    70
## 2298                    Mudkip      HP    50
## 2299                  Mudsdale      HP   100
## 2300                       Muk      HP   105
## 2301                  Munchlax      HP   135
## 2302                     Munna      HP    76
## 2303                   Murkrow      HP    60
## 2304                  Musharna      HP   116
## 2305                 Naganadel      HP    73
## 2306                      Natu      HP    40
## 2307                  Necrozma      HP    97
## 2308        NecrozmaDawn Wings      HP    97
## 2309         NecrozmaDusk Mane      HP    97
## 2310             NecrozmaUltra      HP    97
## 2311                  Nidoking      HP    81
## 2312                 Nidoqueen      HP    90
## 2313           NidoranÃ¢â„¢â‚¬      HP    55
## 2314           NidoranÃ¢â„¢â\200š      HP    46
## 2315                  Nidorina      HP    70
## 2316                  Nidorino      HP    61
## 2317                  Nihilego      HP   109
## 2318                   Nincada      HP    31
## 2319                 Ninetales      HP    73
## 2320                   Ninjask      HP    61
## 2321                   Noctowl      HP   100
## 2322                    Noibat      HP    40
## 2323                   Noivern      HP    85
## 2324                  Nosepass      HP    30
## 2325                     Numel      HP    60
## 2326                   Nuzleaf      HP    70
## 2327                 Octillery      HP    75
## 2328                    Oddish      HP    45
## 2329                   Omanyte      HP    35
## 2330                   Omastar      HP    70
## 2331                      Onix      HP    35
## 2332                  Oranguru      HP    90
## 2333       OricorioBaile Style      HP    75
## 2334        OricorioPa'u Style      HP    75
## 2335     OricorioPom-Pom Style      HP    75
## 2336                  Oshawott      HP    55
## 2337                 Pachirisu      HP    60
## 2338                    Palkia      HP    90
## 2339                 Pallosand      HP    85
## 2340                 Palpitoad      HP    75
## 2341                   Pancham      HP    67
## 2342                   Pangoro      HP    95
## 2343                   Panpour      HP    50
## 2344                   Pansage      HP    50
## 2345                   Pansear      HP    50
## 2346                     Paras      HP    35
## 2347                  Parasect      HP    60
## 2348                 Passimian      HP   100
## 2349                    Patrat      HP    45
## 2350                  Pawniard      HP    45
## 2351                  Pelipper      HP    60
## 2352                   Persian      HP    65
## 2353                   Petilil      HP    45
## 2354                    Phanpy      HP    90
## 2355                  Phantump      HP    43
## 2356                 Pheromosa      HP    71
## 2357                    Phione      HP    80
## 2358                     Pichu      HP    20
## 2359                   Pidgeot      HP    83
## 2360       PidgeotMega Pidgeot      HP    83
## 2361                 Pidgeotto      HP    63
## 2362                    Pidgey      HP    40
## 2363                    Pidove      HP    50
## 2364                   Pignite      HP    90
## 2365                   Pikachu      HP    35
## 2366                   Pikipek      HP    35
## 2367                 Piloswine      HP   100
## 2368                    Pineco      HP    50
## 2369                    Pinsir      HP    65
## 2370         PinsirMega Pinsir      HP    65
## 2371                    Piplup      HP    53
## 2372                    Plusle      HP    60
## 2373                   Poipole      HP    67
## 2374                  Politoed      HP    90
## 2375                   Poliwag      HP    40
## 2376                 Poliwhirl      HP    65
## 2377                 Poliwrath      HP    90
## 2378                    Ponyta      HP    50
## 2379                 Poochyena      HP    35
## 2380                   Popolio      HP    50
## 2381                   Porygon      HP    65
## 2382                 Porygon-Z      HP    85
## 2383                  Porygon2      HP    85
## 2384                 Primarina      HP    80
## 2385                  Primeape      HP    65
## 2386                  Prinplup      HP    64
## 2387                 Probopass      HP    60
## 2388                   Psyduck      HP    50
## 2389     PumpkabooAverage Size      HP    49
## 2390       PumpkabooLarge Size      HP    54
## 2391       PumpkabooSmall Size      HP    44
## 2392       PumpkabooSuper Size      HP    59
## 2393                   Pupitar      HP    70
## 2394                  Purrloin      HP    41
## 2395                   Purugly      HP    71
## 2396                    Pyroar      HP    86
## 2397                 Pyukumuku      HP    55
## 2398                  Quagsire      HP    95
## 2399                   Quilava      HP    58
## 2400                 Quilladin      HP    61
## 2401                  Qwilfish      HP    65
## 2402                    Raichu      HP    60
## 2403                    Raikou      HP    90
## 2404                     Ralts      HP    28
## 2405                 Rampardos      HP    97
## 2406                  Rapidash      HP    65
## 2407                  Raticate      HP    55
## 2408                   Rattata      HP    30
## 2409                  Rayquaza      HP   105
## 2410     RayquazaMega Rayquaza      HP   105
## 2411                    Regice      HP    80
## 2412                 Regigigas      HP   110
## 2413                  Regirock      HP    80
## 2414                 Registeel      HP    80
## 2415                 Relicanth      HP   100
## 2416                  Remoraid      HP    35
## 2417                  Reshiram      HP   100
## 2418                 Reuniclus      HP   110
## 2419                    Rhydon      HP   105
## 2420                   Rhyhorn      HP    80
## 2421                 Rhyperior      HP   115
## 2422                     Riolu      HP    40
## 2423                   Riombee      HP    60
## 2424                  Rockruff      HP    45
## 2425                Roggenrola      HP    55
## 2426                   Roselia      HP    50
## 2427                  Roserade      HP    60
## 2428                     Rotom      HP    50
## 2429            RotomFan Rotom      HP    50
## 2430          RotomFrost Rotom      HP    50
## 2431           RotomHeat Rotom      HP    50
## 2432            RotomMow Rotom      HP    50
## 2433           RotomWash Rotom      HP    50
## 2434                    Rowlet      HP    68
## 2435                   Rufflet      HP    70
## 2436                   Sableye      HP    50
## 2437       SableyeMega Sableye      HP    50
## 2438                 Salamence      HP    95
## 2439   SalamenceMega Salamence      HP    95
## 2440                  Salandit      HP    48
## 2441                  Salazzle      HP    68
## 2442                  Samurott      HP    95
## 2443                   Sandile      HP    50
## 2444                 Sandshrew      HP    50
## 2445                 Sandslash      HP    75
## 2446                 Sandygast      HP    55
## 2447                      Sawk      HP    75
## 2448                  Sawsbuck      HP    80
## 2449                Scatterbug      HP    38
## 2450                  Sceptile      HP    70
## 2451     SceptileMega Sceptile      HP    70
## 2452                    Scizor      HP    70
## 2453         ScizorMega Scizor      HP    70
## 2454                 Scolipede      HP    60
## 2455                   Scrafty      HP    65
## 2456                   Scraggy      HP    50
## 2457                   Scyther      HP    70
## 2458                    Seadra      HP    55
## 2459                   Seaking      HP    80
## 2460                    Sealeo      HP    90
## 2461                    Seedot      HP    40
## 2462                      Seel      HP    65
## 2463                Seismitoad      HP   105
## 2464                   Sentret      HP    35
## 2465                 Serperior      HP    75
## 2466                   Servine      HP    60
## 2467                   Seviper      HP    73
## 2468                  Sewaddle      HP    45
## 2469                  Sharpedo      HP    70
## 2470     SharpedoMega Sharpedo      HP    70
## 2471         ShayminLand Forme      HP   100
## 2472          ShayminSky Forme      HP   100
## 2473                  Shedinja      HP     1
## 2474                   Shelgon      HP    65
## 2475                  Shellder      HP    30
## 2476                   Shellos      HP    76
## 2477                   Shelmet      HP    50
## 2478                  Shieldon      HP    30
## 2479                   Shiftry      HP    90
## 2480                 Shiinotic      HP    60
## 2481                     Shinx      HP    45
## 2482                 Shroomish      HP    60
## 2483                   Shuckle      HP    20
## 2484                   Shuppet      HP    44
## 2485                  Sigilyph      HP    72
## 2486                   Silcoon      HP    50
## 2487                  Silvally      HP    95
## 2488                  Simipour      HP    75
## 2489                  Simisage      HP    75
## 2490                  Simisear      HP    75
## 2491                  Skarmory      HP    65
## 2492                    Skiddo      HP    66
## 2493                  Skiploom      HP    55
## 2494                    Skitty      HP    50
## 2495                   Skorupi      HP    40
## 2496                    Skrelp      HP    50
## 2497                  Skuntank      HP   103
## 2498                   Slaking      HP   150
## 2499                   Slakoth      HP    60
## 2500                   Sliggoo      HP    68
## 2501                   Slowbro      HP    95
## 2502       SlowbroMega Slowbro      HP    95
## 2503                  Slowking      HP    95
## 2504                  Slowpoke      HP    90
## 2505                    Slugma      HP    40
## 2506                  Slurpuff      HP    82
## 2507                  Smeargle      HP    55
## 2508                  Smoochum      HP    45
## 2509                   Sneasel      HP    55
## 2510                     Snivy      HP    45
## 2511                   Snorlax      HP   160
## 2512                   Snorunt      HP    50
## 2513                    Snover      HP    60
## 2514                  Snubbull      HP    60
## 2515                  Solgaleo      HP   137
## 2516                   Solosis      HP    45
## 2517                   Solrock      HP    70
## 2518                   Spearow      HP    40
## 2519                    Spewpa      HP    45
## 2520                    Spheal      HP    70
## 2521                  Spinarak      HP    40
## 2522                    Spinda      HP    60
## 2523                 Spiritomb      HP    50
## 2524                    Spoink      HP    60
## 2525                  Spritzee      HP    78
## 2526                  Squirtle      HP    44
## 2527                 Stakataka      HP    61
## 2528                  Stantler      HP    73
## 2529                 Staraptor      HP    85
## 2530                  Staravia      HP    55
## 2531                    Starly      HP    40
## 2532                   Starmie      HP    60
## 2533                    Staryu      HP    30
## 2534                   Steelix      HP    75
## 2535       SteelixMega Steelix      HP    75
## 2536                   Steenee      HP    52
## 2537                 Stoutland      HP    85
## 2538                   Stufful      HP    70
## 2539                  Stunfisk      HP   109
## 2540                    Stunky      HP    63
## 2541                 Sudowoodo      HP    70
## 2542                   Suicune      HP   100
## 2543                  Sunflora      HP    75
## 2544                   Sunkern      HP    30
## 2545                   Surskit      HP    40
## 2546                    Swablu      HP    45
## 2547                  Swadloon      HP    55
## 2548                    Swalot      HP   100
## 2549                  Swampert      HP   100
## 2550     SwampertMega Swampert      HP   100
## 2551                    Swanna      HP    75
## 2552                   Swellow      HP    60
## 2553                    Swinub      HP    50
## 2554                   Swirlix      HP    62
## 2555                   Swoobat      HP    67
## 2556                   Sylveon      HP    95
## 2557                   Taillow      HP    40
## 2558                Talonflame      HP    78
## 2559                   Tangela      HP    65
## 2560                 Tangrowth      HP   100
## 2561                 Tapu Bulu      HP    70
## 2562                 Tapu Fini      HP    70
## 2563                 Tapu Koko      HP    70
## 2564                 Tapu Lele      HP    70
## 2565                    Tauros      HP    75
## 2566                 Teddiursa      HP    60
## 2567                 Tentacool      HP    40
## 2568                Tentacruel      HP    80
## 2569                     Tepig      HP    65
## 2570                 Terrakion      HP    91
## 2571                     Throh      HP   120
## 2572  ThundurusIncarnate Forme      HP    79
## 2573    ThundurusTherian Forme      HP    79
## 2574                   Timburr      HP    75
## 2575                  Tirtouga      HP    54
## 2576                Togedemaru      HP    65
## 2577                  Togekiss      HP    85
## 2578                    Togepi      HP    35
## 2579                   Togetic      HP    55
## 2580                   Torchic      HP    45
## 2581                   Torkoal      HP    70
## 2582   TornadusIncarnate Forme      HP    79
## 2583     TornadusTherian Forme      HP    79
## 2584                  Torracat      HP    65
## 2585                  Torterra      HP    95
## 2586                  Totodile      HP    50
## 2587                 Toucannon      HP    80
## 2588                   Toxapex      HP    50
## 2589                 Toxicroak      HP    83
## 2590                 Tranquill      HP    62
## 2591                  Trapinch      HP    45
## 2592                   Treecko      HP    40
## 2593                 Trevenant      HP    85
## 2594                   Tropius      HP    99
## 2595                  Trubbish      HP    50
## 2596                  Trumbeak      HP    55
## 2597                  Tsareena      HP    72
## 2598                Turtonator      HP    60
## 2599                   Turtwig      HP    55
## 2600                   Tympole      HP    50
## 2601                    Tynamo      HP    35
## 2602                 Type:Null      HP    95
## 2603                Typhlosion      HP    78
## 2604                 Tyranitar      HP   100
## 2605   TyranitarMega Tyranitar      HP   100
## 2606                 Tyrantrum      HP    82
## 2607                   Tyrogue      HP    35
## 2608                    Tyrunt      HP    58
## 2609                   Umbreon      HP    95
## 2610                  Unfezant      HP    80
## 2611                     Unown      HP    48
## 2612                  Ursaring      HP    90
## 2613                      Uxie      HP    75
## 2614                 Vanillish      HP    51
## 2615                 Vanillite      HP    36
## 2616                 Vanilluxe      HP    71
## 2617                  Vaporeon      HP   130
## 2618                  Venipede      HP    30
## 2619                  Venomoth      HP    70
## 2620                   Venonat      HP    60
## 2621                  Venusaur      HP    80
## 2622     VenusaurMega Venusaur      HP    80
## 2623                 Vespiquen      HP    70
## 2624                   Vibrava      HP    50
## 2625                   Victini      HP   100
## 2626                Victreebel      HP    80
## 2627                  Vigoroth      HP    80
## 2628                  Vikavolt      HP    77
## 2629                 Vileplume      HP    75
## 2630                  Virizion      HP    91
## 2631                  Vivillon      HP    80
## 2632                   Volbeat      HP    65
## 2633                 Volcanion      HP    80
## 2634                 Volcarona      HP    85
## 2635                   Voltorb      HP    40
## 2636                   Vullaby      HP    70
## 2637                    Vulpix      HP    38
## 2638                   Wailmer      HP   130
## 2639                   Wailord      HP   170
## 2640                   Walrein      HP   110
## 2641                 Wartortle      HP    59
## 2642                   Watchog      HP    60
## 2643                   Weavile      HP    70
## 2644                    Weedle      HP    40
## 2645                Weepinbell      HP    65
## 2646                   Weezing      HP    65
## 2647                Whimsicott      HP    60
## 2648                Whirlipede      HP    40
## 2649                  Whiscash      HP   110
## 2650                   Whismur      HP    64
## 2651                Wigglytuff      HP   140
## 2652                    Wimpod      HP    25
## 2653                   Wingull      HP    40
## 2654     WishiwashiSchool Form      HP    45
## 2655       WishiwashiSolo Form      HP    45
## 2656                 Wobbuffet      HP   190
## 2657                    Woobat      HP    55
## 2658                    Wooper      HP    55
## 2659       WormadamPlant Cloak      HP    60
## 2660       WormadamSandy Cloak      HP    60
## 2661       WormadamTrash Cloak      HP    60
## 2662                   Wurmple      HP    45
## 2663                    Wynaut      HP    95
## 2664                      Xatu      HP    65
## 2665                   Xerneas      HP   126
## 2666                 Xuriktree      HP    83
## 2667                    Yamask      HP    38
## 2668                     Yanma      HP    65
## 2669                   Yanmega      HP    86
## 2670                   Yungoos      HP    48
## 2671                   Yveltal      HP   126
## 2672                  Zangoose      HP    73
## 2673                    Zapdos      HP    90
## 2674                 Zebstrika      HP    75
## 2675                    Zekrom      HP   100
## 2676                   Zenaora      HP    88
## 2677                 Zigzagoon      HP    38
## 2678                   Zoroark      HP    60
## 2679                     Zorua      HP    40
## 2680                     Zubat      HP    40
## 2681                  Zweilous      HP    72
## 2682          Zygarde50% Forme      HP   108

Speed

##                        Group.1 Group.2 Score
## 2683                 Abomasnow   Speed    60
## 2684   AbomasnowMega Abomasnow   Speed    30
## 2685                      Abra   Speed    90
## 2686                     Absol   Speed    75
## 2687           AbsolMega Absol   Speed   115
## 2688                  Accelgor   Speed   145
## 2689      AegislashBlade Forme   Speed    60
## 2690     AegislashShield Forme   Speed    60
## 2691                Aerodactyl   Speed   130
## 2692 AerodactylMega Aerodactyl   Speed   150
## 2693                    Aggron   Speed    50
## 2694         AggronMega Aggron   Speed    50
## 2695                     Aipom   Speed    85
## 2696                  Alakazam   Speed   120
## 2697     AlakazamMega Alakazam   Speed   150
## 2698                 Alomomola   Speed    65
## 2699                   Altaria   Speed    80
## 2700       AltariaMega Altaria   Speed    80
## 2701                    Amaura   Speed    46
## 2702                   Ambipom   Speed   115
## 2703                 Amoonguss   Speed    30
## 2704                  Ampharos   Speed    55
## 2705     AmpharosMega Ampharos   Speed    45
## 2706                   Anorith   Speed    75
## 2707                 Araquanid   Speed    42
## 2708                     Arbok   Speed    80
## 2709                  Arcanine   Speed    95
## 2710                    Arceus   Speed   120
## 2711                    Archen   Speed    70
## 2712                  Archeops   Speed   110
## 2713                   Ariados   Speed    40
## 2714                   Armaldo   Speed    45
## 2715                Aromatisse   Speed    29
## 2716                      Aron   Speed    30
## 2717                  Articuno   Speed    85
## 2718                    Audino   Speed    50
## 2719         AudinoMega Audino   Speed    50
## 2720                   Aurorus   Speed    58
## 2721                   Avalugg   Speed    28
## 2722                      Axew   Speed    57
## 2723                     Azelf   Speed   115
## 2724                 Azumarill   Speed    50
## 2725                   Azurill   Speed    20
## 2726                     Bagon   Speed    50
## 2727                    Baltoy   Speed    55
## 2728                   Banette   Speed    65
## 2729       BanetteMega Banette   Speed    75
## 2730                Barbaracle   Speed    68
## 2731                  Barboach   Speed    60
## 2732                  Basculin   Speed    98
## 2733                 Bastiodon   Speed    30
## 2734                   Bayleef   Speed    60
## 2735                   Beartic   Speed    50
## 2736                 Beautifly   Speed    65
## 2737                  Beedrill   Speed    75
## 2738     BeedrillMega Beedrill   Speed   145
## 2739                  Beheeyem   Speed    40
## 2740                    Beldum   Speed    30
## 2741                 Bellossom   Speed    50
## 2742                Bellsprout   Speed    40
## 2743                  Bergmite   Speed    28
## 2744                    Bewear   Speed    60
## 2745                   Bibarel   Speed    71
## 2746                    Bidoof   Speed    31
## 2747                   Binacle   Speed    50
## 2748                   Bisharp   Speed    70
## 2749               Blacephalon   Speed   107
## 2750                 Blastoise   Speed    78
## 2751   BlastoiseMega Blastoise   Speed    78
## 2752                  Blaziken   Speed    80
## 2753     BlazikenMega Blaziken   Speed   100
## 2754                   Blissey   Speed    55
## 2755                   Blitzle   Speed    76
## 2756                   Boldore   Speed    20
## 2757                    Bonsly   Speed    10
## 2758                Bouffalant   Speed    55
## 2759                 Bounsweet   Speed    32
## 2760                   Braixen   Speed    73
## 2761                  Braviary   Speed    80
## 2762                   Breloom   Speed    70
## 2763                   Brionne   Speed    50
## 2764                  Bronzong   Speed    33
## 2765                   Bronzor   Speed    23
## 2766                   Bruxish   Speed    92
## 2767                     Budew   Speed    55
## 2768                    Buizel   Speed    85
## 2769                 Bulbasaur   Speed    45
## 2770                   Buneary   Speed    85
## 2771                  Bunnelby   Speed    57
## 2772                     Burmy   Speed    36
## 2773                Butterfree   Speed    70
## 2774                  Buzzwole   Speed    79
## 2775                    Cacnea   Speed    35
## 2776                  Cacturne   Speed    55
## 2777                  Camerupt   Speed    40
## 2778     CameruptMega Camerupt   Speed    20
## 2779                   Carbink   Speed    50
## 2780                 Carnivine   Speed    46
## 2781                Carracosta   Speed    32
## 2782                  Carvanha   Speed    65
## 2783                   Cascoon   Speed    15
## 2784                  Castform   Speed    70
## 2785                  Caterpie   Speed    45
## 2786                    Celebi   Speed   100
## 2787                Celesteela   Speed    61
## 2788                Chandelure   Speed    80
## 2789                   Chansey   Speed    50
## 2790                 Charizard   Speed   100
## 2791 CharizardMega Charizard X   Speed   100
## 2792 CharizardMega Charizard Y   Speed   100
## 2793                 Charjabug   Speed    36
## 2794                Charmander   Speed    65
## 2795                Charmeleon   Speed    80
## 2796                    Chatot   Speed    91
## 2797                   Cherrim   Speed    85
## 2798                   Cherubi   Speed    35
## 2799                Chesnaught   Speed    64
## 2800                   Chespin   Speed    38
## 2801                 Chikorita   Speed    45
## 2802                  Chimchar   Speed    61
## 2803                  Chimecho   Speed    65
## 2804                  Chinchou   Speed    67
## 2805                 Chingling   Speed    45
## 2806                  Cinccino   Speed   115
## 2807                  Clamperl   Speed    32
## 2808                 Clauncher   Speed    44
## 2809                 Clawitzer   Speed    59
## 2810                   Claydol   Speed    75
## 2811                  Clefable   Speed    60
## 2812                  Clefairy   Speed    35
## 2813                    Cleffa   Speed    15
## 2814                  Cloyster   Speed    70
## 2815                  Cobalion   Speed   108
## 2816                Cofagrigus   Speed    30
## 2817                    Combee   Speed    70
## 2818                 Combusken   Speed    55
## 2819                    Comfey   Speed   100
## 2820                Conkeldurr   Speed    45
## 2821                  Corphish   Speed    35
## 2822                   Corsola   Speed    35
## 2823                   Cosmoem   Speed    37
## 2824                    Cosmog   Speed    37
## 2825                  Cottonee   Speed    66
## 2826              Crabominable   Speed    43
## 2827                Crabrawler   Speed    63
## 2828                   Cradily   Speed    43
## 2829                  Cranidos   Speed    58
## 2830                 Crawdaunt   Speed    55
## 2831                 Cresselia   Speed    85
## 2832                  Croagunk   Speed    50
## 2833                    Crobat   Speed   130
## 2834                  Croconaw   Speed    58
## 2835                   Crustle   Speed    45
## 2836                 Cryogonal   Speed   105
## 2837                   Cubchoo   Speed    40
## 2838                    Cubone   Speed    35
## 2839                  Cutiefly   Speed    84
## 2840                 Cyndaquil   Speed    65
## 2841                   Darkrai   Speed   125
## 2842   DarmanitanStandard Mode   Speed    95
## 2843        DarmanitanZen Mode   Speed    55
## 2844                   Dartrix   Speed    52
## 2845                  Darumaka   Speed    50
## 2846                 Decidueye   Speed    70
## 2847                   Dedenne   Speed   101
## 2848                  Deerling   Speed    75
## 2849                     Deino   Speed    38
## 2850                  Delcatty   Speed    70
## 2851                  Delibird   Speed    75
## 2852                   Delphox   Speed   104
## 2853        DeoxysAttack Forme   Speed   150
## 2854       DeoxysDefense Forme   Speed    90
## 2855        DeoxysNormal Forme   Speed   150
## 2856         DeoxysSpeed Forme   Speed   180
## 2857                   Dewgong   Speed    70
## 2858                    Dewott   Speed    60
## 2859                  Dewpider   Speed    27
## 2860                  Dhelmise   Speed    40
## 2861                    Dialga   Speed    90
## 2862                   Diancie   Speed    50
## 2863       DiancieMega Diancie   Speed   110
## 2864                 Diggersby   Speed    78
## 2865                   Diglett   Speed    95
## 2866                     Ditto   Speed    48
## 2867                    Dodrio   Speed   100
## 2868                     Doduo   Speed    75
## 2869                   Donphan   Speed    50
## 2870                  Doublade   Speed    35
## 2871                  Dragalge   Speed    44
## 2872                 Dragonair   Speed    70
## 2873                 Dragonite   Speed    80
## 2874                    Drampa   Speed    36
## 2875                   Drapion   Speed    95
## 2876                   Dratini   Speed    50
## 2877                  Drifblim   Speed    80
## 2878                  Drifloon   Speed    70
## 2879                   Drilbur   Speed    68
## 2880                   Drowzee   Speed    42
## 2881                 Druddigon   Speed    48
## 2882                  Ducklett   Speed    55
## 2883                   Dugtrio   Speed   120
## 2884                 Dunsparce   Speed    45
## 2885                   Duosion   Speed    30
## 2886                    Durant   Speed   109
## 2887                  Dusclops   Speed    25
## 2888                  Dusknoir   Speed    45
## 2889                   Duskull   Speed    25
## 2890                    Dustox   Speed    65
## 2891                   Dwebble   Speed    55
## 2892                 Eelektrik   Speed    40
## 2893                Eelektross   Speed    50
## 2894                     Eevee   Speed    55
## 2895                     Ekans   Speed    55
## 2896                Electabuzz   Speed   105
## 2897                Electivire   Speed    95
## 2898                 Electrike   Speed    65
## 2899                 Electrode   Speed   140
## 2900                    Elekid   Speed    95
## 2901                    Elgyem   Speed    30
## 2902                    Emboar   Speed    65
## 2903                    Emolga   Speed   103
## 2904                  Empoleon   Speed    60
## 2905                     Entei   Speed   100
## 2906                Escavalier   Speed    20
## 2907                    Espeon   Speed   110
## 2908                    Espurr   Speed    68
## 2909                 Excadrill   Speed    88
## 2910                 Exeggcute   Speed    40
## 2911                 Exeggutor   Speed    55
## 2912                   Exploud   Speed    68
## 2913                Farfetch'd   Speed    60
## 2914                    Fearow   Speed   100
## 2915                    Feebas   Speed    80
## 2916                  Fennekin   Speed    60
## 2917                Feraligatr   Speed    78
## 2918                 Ferroseed   Speed    10
## 2919                Ferrothorn   Speed    20
## 2920                   Finneon   Speed    66
## 2921                   Flaaffy   Speed    45
## 2922             FlabÃƒÂ©bÃƒÂ©   Speed    42
## 2923                   Flareon   Speed    65
## 2924               Fletchinder   Speed    84
## 2925                Fletchling   Speed    62
## 2926                  Floatzel   Speed   115
## 2927                   Floette   Speed    52
## 2928                   Florges   Speed    75
## 2929                    Flygon   Speed   100
## 2930                  Fomantis   Speed    35
## 2931                   Foongus   Speed    15
## 2932                Forretress   Speed    40
## 2933                   Fraxure   Speed    67
## 2934                  Frillish   Speed    40
## 2935                   Froakie   Speed    71
## 2936                 Frogadier   Speed    97
## 2937                  Froslass   Speed   110
## 2938                   Furfrou   Speed   102
## 2939                    Furret   Speed    90
## 2940                    Gabite   Speed    82
## 2941                   Gallade   Speed    80
## 2942       GalladeMega Gallade   Speed   110
## 2943                Galvantula   Speed   108
## 2944                  Garbodor   Speed    75
## 2945                  Garchomp   Speed   102
## 2946     GarchompMega Garchomp   Speed    92
## 2947                 Gardevoir   Speed    80
## 2948   GardevoirMega Gardevoir   Speed   100
## 2949                    Gastly   Speed    80
## 2950                 Gastrodon   Speed    39
## 2951                  Genesect   Speed    99
## 2952                    Gengar   Speed   110
## 2953         GengarMega Gengar   Speed   130
## 2954                   Geodude   Speed    20
## 2955                     Gible   Speed    42
## 2956                  Gigalith   Speed    25
## 2957                 Girafarig   Speed    85
## 2958     GiratinaAltered Forme   Speed    90
## 2959      GiratinaOrigin Forme   Speed    90
## 2960                   Glaceon   Speed    65
## 2961                    Glalie   Speed    80
## 2962         GlalieMega Glalie   Speed   100
## 2963                   Glameow   Speed    85
## 2964                    Gligar   Speed    85
## 2965                   Gliscor   Speed    95
## 2966                     Gloom   Speed    40
## 2967                    Gogoat   Speed    68
## 2968                    Golbat   Speed    90
## 2969                   Goldeen   Speed    63
## 2970                   Golduck   Speed    85
## 2971                     Golem   Speed    45
## 2972                    Golett   Speed    35
## 2973                 Golisopod   Speed    40
## 2974                    Golurk   Speed    55
## 2975                    Goodra   Speed    80
## 2976                     Goomy   Speed    40
## 2977                  Gorebyss   Speed    52
## 2978                   Gothita   Speed    45
## 2979                Gothitelle   Speed    65
## 2980                 Gothorita   Speed    55
## 2981     GourgeistAverage Size   Speed    84
## 2982       GourgeistLarge Size   Speed    69
## 2983       GourgeistSmall Size   Speed    99
## 2984       GourgeistSuper Size   Speed    54
## 2985                  Granbull   Speed    45
## 2986                  Graveler   Speed    35
## 2987                  Greninja   Speed   122
## 2988                    Grimer   Speed    25
## 2989                    Grotle   Speed    36
## 2990                   Groudon   Speed    90
## 2991     GroudonPrimal Groudon   Speed    90
## 2992                   Grovyle   Speed    95
## 2993                 Growlithe   Speed    60
## 2994                   Grubbin   Speed    46
## 2995                   Grumpig   Speed    80
## 2996                    Gulpin   Speed    40
## 2997                  Gumshoos   Speed    45
## 2998                   Gurdurr   Speed    40
## 2999                  Guzzlord   Speed    43
## 3000                  Gyarados   Speed    81
## 3001     GyaradosMega Gyarados   Speed    81
## 3002                  Hakamo-o   Speed    65
## 3003                   Happiny   Speed    30
## 3004                  Hariyama   Speed    50
## 3005                   Haunter   Speed    95
## 3006                  Hawlucha   Speed   118
## 3007                   Haxorus   Speed    97
## 3008                   Heatmor   Speed    65
## 3009                   Heatran   Speed    77
## 3010                 Heliolisk   Speed   109
## 3011                Helioptile   Speed    70
## 3012                 Heracross   Speed    85
## 3013   HeracrossMega Heracross   Speed    75
## 3014                   Herdier   Speed    60
## 3015                Hippopotas   Speed    32
## 3016                 Hippowdon   Speed    47
## 3017                Hitmonchan   Speed    76
## 3018                 Hitmonlee   Speed    87
## 3019                 Hitmontop   Speed    70
## 3020                     Ho-oh   Speed    90
## 3021                 Honchkrow   Speed    71
## 3022                   Honedge   Speed    28
## 3023       HoopaHoopa Confined   Speed    70
## 3024        HoopaHoopa Unbound   Speed    80
## 3025                  Hoothoot   Speed    50
## 3026                    Hoppip   Speed    50
## 3027                    Horsea   Speed    60
## 3028                  Houndoom   Speed    95
## 3029     HoundoomMega Houndoom   Speed   115
## 3030                  Houndour   Speed    65
## 3031                   Huntail   Speed    52
## 3032                 Hydreigon   Speed    98
## 3033                     Hypno   Speed    67
## 3034                 Igglybuff   Speed    15
## 3035                  Illumise   Speed    85
## 3036                  Inceroar   Speed    60
## 3037                 Infernape   Speed   108
## 3038                     Inkay   Speed    45
## 3039                   Ivysaur   Speed    60
## 3040                  Jangmo-o   Speed    45
## 3041                 Jellicent   Speed    60
## 3042                Jigglypuff   Speed    20
## 3043                   Jirachi   Speed   100
## 3044                   Jolteon   Speed   130
## 3045                    Joltik   Speed    65
## 3046                  Jumpluff   Speed   110
## 3047                      Jynx   Speed    95
## 3048                    Kabuto   Speed    55
## 3049                  Kabutops   Speed    80
## 3050                   Kadabra   Speed   105
## 3051                    Kakuna   Speed    35
## 3052                Kangaskhan   Speed    90
## 3053 KangaskhanMega Kangaskhan   Speed   100
## 3054                Karrablast   Speed    60
## 3055                   Kartana   Speed   109
## 3056                   Kecleon   Speed    40
## 3057      KeldeoOrdinary Forme   Speed   108
## 3058      KeldeoResolute Forme   Speed   108
## 3059                   Kingdra   Speed    85
## 3060                   Kingler   Speed    75
## 3061                    Kirlia   Speed    50
## 3062                     Klang   Speed    50
## 3063                    Klefki   Speed    75
## 3064                     Klink   Speed    30
## 3065                 Klinklang   Speed    90
## 3066                   Koffing   Speed    35
## 3067                    Komala   Speed    65
## 3068                   Kommo-o   Speed    85
## 3069                    Krabby   Speed    50
## 3070                 Kricketot   Speed    25
## 3071                Kricketune   Speed    65
## 3072                  Krokorok   Speed    74
## 3073                Krookodile   Speed    92
## 3074                    Kyogre   Speed    90
## 3075       KyogrePrimal Kyogre   Speed    90
## 3076                    Kyurem   Speed    95
## 3077        KyuremBlack Kyurem   Speed    95
## 3078        KyuremWhite Kyurem   Speed    95
## 3079                    Lairon   Speed    40
## 3080                   Lampent   Speed    55
## 3081   LandorusIncarnate Forme   Speed   101
## 3082     LandorusTherian Forme   Speed    91
## 3083                   Lanturn   Speed    67
## 3084                    Lapras   Speed    60
## 3085                  Larvesta   Speed    60
## 3086                  Larvitar   Speed    41
## 3087                    Latias   Speed   110
## 3088         LatiasMega Latias   Speed   110
## 3089                    Latios   Speed   110
## 3090         LatiosMega Latios   Speed   110
## 3091                   Leafeon   Speed    95
## 3092                  Leavanny   Speed    92
## 3093                    Ledian   Speed    85
## 3094                    Ledyba   Speed    55
## 3095                Lickilicky   Speed    50
## 3096                 Lickitung   Speed    30
## 3097                   Liepard   Speed   106
## 3098                    Lileep   Speed    23
## 3099                 Lilligant   Speed    90
## 3100                  Lillipup   Speed    55
## 3101                   Linoone   Speed   100
## 3102                    Litleo   Speed    72
## 3103                    Litten   Speed    70
## 3104                   Litwick   Speed    20
## 3105                    Lombre   Speed    50
## 3106                   Lopunny   Speed   105
## 3107       LopunnyMega Lopunny   Speed   135
## 3108                     Lotad   Speed    30
## 3109                   Loudred   Speed    48
## 3110                   Lucario   Speed    90
## 3111       LucarioMega Lucario   Speed   112
## 3112                  Ludicolo   Speed    70
## 3113                     Lugia   Speed   110
## 3114                  Lumineon   Speed    91
## 3115                    Lunala   Speed    97
## 3116                  Lunatone   Speed    70
## 3117                  Lurantis   Speed    45
## 3118                   Luvdisc   Speed    97
## 3119                     Luxio   Speed    60
## 3120                    Luxray   Speed    70
## 3121       LycanrocMidday Form   Speed   112
## 3122     LycanrocMidnight Form   Speed    82
## 3123                   Machamp   Speed    55
## 3124                   Machoke   Speed    45
## 3125                    Machop   Speed    35
## 3126                     Magby   Speed    83
## 3127                  Magcargo   Speed    30
## 3128                  Magearna   Speed    65
## 3129                  Magikarp   Speed    80
## 3130                    Magmar   Speed    93
## 3131                 Magmortar   Speed    83
## 3132                 Magnemite   Speed    45
## 3133                  Magneton   Speed    70
## 3134                 Magnezone   Speed    60
## 3135                  Makuhita   Speed    25
## 3136                   Malamar   Speed    73
## 3137                 Mamoswine   Speed    80
## 3138                   Manaphy   Speed   100
## 3139                 Mandibuzz   Speed    80
## 3140                 Manectric   Speed   105
## 3141   ManectricMega Manectric   Speed   135
## 3142                    Mankey   Speed    70
## 3143                   Mantine   Speed    70
## 3144                   Mantyke   Speed    50
## 3145                  Maractus   Speed    60
## 3146                  Mareanie   Speed    45
## 3147                    Mareep   Speed    35
## 3148                    Marill   Speed    40
## 3149                   Marowak   Speed    45
## 3150                 Marshadow   Speed   125
## 3151                 Marshtomp   Speed    50
## 3152                Masquerain   Speed    60
## 3153                    Mawile   Speed    50
## 3154         MawileMega Mawile   Speed    50
## 3155                  Medicham   Speed    80
## 3156     MedichamMega Medicham   Speed   100
## 3157                  Meditite   Speed    60
## 3158                  Meganium   Speed    80
## 3159        MeloettaAria Forme   Speed    90
## 3160   MeloettaPirouette Forme   Speed   128
## 3161            MeowsticFemale   Speed   104
## 3162              MeowsticMale   Speed   104
## 3163                    Meowth   Speed    90
## 3164                   Mesprit   Speed    80
## 3165                 Metagross   Speed    70
## 3166   MetagrossMega Metagross   Speed   110
## 3167                    Metang   Speed    50
## 3168                   Metapod   Speed    30
## 3169                       Mew   Speed   100
## 3170                    Mewtwo   Speed   130
## 3171       MewtwoMega Mewtwo X   Speed   130
## 3172       MewtwoMega Mewtwo Y   Speed   140
## 3173                   Mienfoo   Speed    65
## 3174                  Mienshao   Speed   105
## 3175                 Mightyena   Speed    70
## 3176                   Milotic   Speed    81
## 3177                   Miltank   Speed   100
## 3178                  Mime Jr.   Speed    60
## 3179                   Mimikyu   Speed    96
## 3180                  Minccino   Speed    75
## 3181         MiniorMeteor Form   Speed    60
## 3182            MinorCore Form   Speed   120
## 3183                     Minun   Speed    95
## 3184                Misdreavus   Speed    85
## 3185                 Mismagius   Speed   105
## 3186                   Moltres   Speed    90
## 3187                  Monferno   Speed    81
## 3188                  Morelull   Speed    15
## 3189                    Mothim   Speed    66
## 3190                  Mr. Mime   Speed    90
## 3191                   Mudbray   Speed    45
## 3192                    Mudkip   Speed    40
## 3193                  Mudsdale   Speed    35
## 3194                       Muk   Speed    50
## 3195                  Munchlax   Speed     5
## 3196                     Munna   Speed    24
## 3197                   Murkrow   Speed    91
## 3198                  Musharna   Speed    29
## 3199                 Naganadel   Speed   121
## 3200                      Natu   Speed    70
## 3201                  Necrozma   Speed    79
## 3202        NecrozmaDawn Wings   Speed    77
## 3203         NecrozmaDusk Mane   Speed    77
## 3204             NecrozmaUltra   Speed   129
## 3205                  Nidoking   Speed    85
## 3206                 Nidoqueen   Speed    76
## 3207           NidoranÃ¢â„¢â‚¬   Speed    41
## 3208           NidoranÃ¢â„¢â\200š   Speed    50
## 3209                  Nidorina   Speed    56
## 3210                  Nidorino   Speed    65
## 3211                  Nihilego   Speed   103
## 3212                   Nincada   Speed    40
## 3213                 Ninetales   Speed   100
## 3214                   Ninjask   Speed   160
## 3215                   Noctowl   Speed    70
## 3216                    Noibat   Speed    55
## 3217                   Noivern   Speed   123
## 3218                  Nosepass   Speed    30
## 3219                     Numel   Speed    35
## 3220                   Nuzleaf   Speed    60
## 3221                 Octillery   Speed    45
## 3222                    Oddish   Speed    30
## 3223                   Omanyte   Speed    35
## 3224                   Omastar   Speed    55
## 3225                      Onix   Speed    70
## 3226                  Oranguru   Speed    60
## 3227       OricorioBaile Style   Speed    93
## 3228        OricorioPa'u Style   Speed    93
## 3229     OricorioPom-Pom Style   Speed    93
## 3230                  Oshawott   Speed    45
## 3231                 Pachirisu   Speed    95
## 3232                    Palkia   Speed   100
## 3233                 Pallosand   Speed    35
## 3234                 Palpitoad   Speed    69
## 3235                   Pancham   Speed    43
## 3236                   Pangoro   Speed    58
## 3237                   Panpour   Speed    64
## 3238                   Pansage   Speed    64
## 3239                   Pansear   Speed    64
## 3240                     Paras   Speed    25
## 3241                  Parasect   Speed    30
## 3242                 Passimian   Speed    80
## 3243                    Patrat   Speed    42
## 3244                  Pawniard   Speed    60
## 3245                  Pelipper   Speed    65
## 3246                   Persian   Speed   115
## 3247                   Petilil   Speed    30
## 3248                    Phanpy   Speed    40
## 3249                  Phantump   Speed    38
## 3250                 Pheromosa   Speed   151
## 3251                    Phione   Speed    80
## 3252                     Pichu   Speed    60
## 3253                   Pidgeot   Speed   101
## 3254       PidgeotMega Pidgeot   Speed   121
## 3255                 Pidgeotto   Speed    71
## 3256                    Pidgey   Speed    56
## 3257                    Pidove   Speed    43
## 3258                   Pignite   Speed    55
## 3259                   Pikachu   Speed    90
## 3260                   Pikipek   Speed    65
## 3261                 Piloswine   Speed    50
## 3262                    Pineco   Speed    15
## 3263                    Pinsir   Speed    85
## 3264         PinsirMega Pinsir   Speed   105
## 3265                    Piplup   Speed    40
## 3266                    Plusle   Speed    95
## 3267                   Poipole   Speed    73
## 3268                  Politoed   Speed    70
## 3269                   Poliwag   Speed    90
## 3270                 Poliwhirl   Speed    90
## 3271                 Poliwrath   Speed    70
## 3272                    Ponyta   Speed    90
## 3273                 Poochyena   Speed    35
## 3274                   Popolio   Speed    40
## 3275                   Porygon   Speed    40
## 3276                 Porygon-Z   Speed    90
## 3277                  Porygon2   Speed    60
## 3278                 Primarina   Speed    60
## 3279                  Primeape   Speed    95
## 3280                  Prinplup   Speed    50
## 3281                 Probopass   Speed    40
## 3282                   Psyduck   Speed    55
## 3283     PumpkabooAverage Size   Speed    51
## 3284       PumpkabooLarge Size   Speed    46
## 3285       PumpkabooSmall Size   Speed    56
## 3286       PumpkabooSuper Size   Speed    41
## 3287                   Pupitar   Speed    51
## 3288                  Purrloin   Speed    66
## 3289                   Purugly   Speed   112
## 3290                    Pyroar   Speed   106
## 3291                 Pyukumuku   Speed     5
## 3292                  Quagsire   Speed    35
## 3293                   Quilava   Speed    80
## 3294                 Quilladin   Speed    57
## 3295                  Qwilfish   Speed    85
## 3296                    Raichu   Speed   110
## 3297                    Raikou   Speed   115
## 3298                     Ralts   Speed    40
## 3299                 Rampardos   Speed    58
## 3300                  Rapidash   Speed   105
## 3301                  Raticate   Speed    97
## 3302                   Rattata   Speed    72
## 3303                  Rayquaza   Speed    95
## 3304     RayquazaMega Rayquaza   Speed   115
## 3305                    Regice   Speed    50
## 3306                 Regigigas   Speed   100
## 3307                  Regirock   Speed    50
## 3308                 Registeel   Speed    50
## 3309                 Relicanth   Speed    55
## 3310                  Remoraid   Speed    65
## 3311                  Reshiram   Speed    90
## 3312                 Reuniclus   Speed    30
## 3313                    Rhydon   Speed    40
## 3314                   Rhyhorn   Speed    25
## 3315                 Rhyperior   Speed    40
## 3316                     Riolu   Speed    60
## 3317                   Riombee   Speed   124
## 3318                  Rockruff   Speed    60
## 3319                Roggenrola   Speed    15
## 3320                   Roselia   Speed    65
## 3321                  Roserade   Speed    90
## 3322                     Rotom   Speed    91
## 3323            RotomFan Rotom   Speed    86
## 3324          RotomFrost Rotom   Speed    86
## 3325           RotomHeat Rotom   Speed    86
## 3326            RotomMow Rotom   Speed    86
## 3327           RotomWash Rotom   Speed    86
## 3328                    Rowlet   Speed    42
## 3329                   Rufflet   Speed    60
## 3330                   Sableye   Speed    50
## 3331       SableyeMega Sableye   Speed    20
## 3332                 Salamence   Speed   100
## 3333   SalamenceMega Salamence   Speed   120
## 3334                  Salandit   Speed    77
## 3335                  Salazzle   Speed   117
## 3336                  Samurott   Speed    70
## 3337                   Sandile   Speed    65
## 3338                 Sandshrew   Speed    40
## 3339                 Sandslash   Speed    65
## 3340                 Sandygast   Speed    15
## 3341                      Sawk   Speed    85
## 3342                  Sawsbuck   Speed    95
## 3343                Scatterbug   Speed    35
## 3344                  Sceptile   Speed   120
## 3345     SceptileMega Sceptile   Speed   145
## 3346                    Scizor   Speed    65
## 3347         ScizorMega Scizor   Speed    75
## 3348                 Scolipede   Speed   112
## 3349                   Scrafty   Speed    58
## 3350                   Scraggy   Speed    48
## 3351                   Scyther   Speed   105
## 3352                    Seadra   Speed    85
## 3353                   Seaking   Speed    68
## 3354                    Sealeo   Speed    45
## 3355                    Seedot   Speed    30
## 3356                      Seel   Speed    45
## 3357                Seismitoad   Speed    74
## 3358                   Sentret   Speed    20
## 3359                 Serperior   Speed   113
## 3360                   Servine   Speed    83
## 3361                   Seviper   Speed    65
## 3362                  Sewaddle   Speed    42
## 3363                  Sharpedo   Speed    95
## 3364     SharpedoMega Sharpedo   Speed   105
## 3365         ShayminLand Forme   Speed   100
## 3366          ShayminSky Forme   Speed   127
## 3367                  Shedinja   Speed    40
## 3368                   Shelgon   Speed    50
## 3369                  Shellder   Speed    40
## 3370                   Shellos   Speed    34
## 3371                   Shelmet   Speed    25
## 3372                  Shieldon   Speed    30
## 3373                   Shiftry   Speed    80
## 3374                 Shiinotic   Speed    30
## 3375                     Shinx   Speed    45
## 3376                 Shroomish   Speed    35
## 3377                   Shuckle   Speed     5
## 3378                   Shuppet   Speed    45
## 3379                  Sigilyph   Speed    97
## 3380                   Silcoon   Speed    15
## 3381                  Silvally   Speed    95
## 3382                  Simipour   Speed   101
## 3383                  Simisage   Speed   101
## 3384                  Simisear   Speed   101
## 3385                  Skarmory   Speed    70
## 3386                    Skiddo   Speed    52
## 3387                  Skiploom   Speed    80
## 3388                    Skitty   Speed    50
## 3389                   Skorupi   Speed    65
## 3390                    Skrelp   Speed    30
## 3391                  Skuntank   Speed    84
## 3392                   Slaking   Speed   100
## 3393                   Slakoth   Speed    30
## 3394                   Sliggoo   Speed    60
## 3395                   Slowbro   Speed    30
## 3396       SlowbroMega Slowbro   Speed    30
## 3397                  Slowking   Speed    30
## 3398                  Slowpoke   Speed    15
## 3399                    Slugma   Speed    20
## 3400                  Slurpuff   Speed    72
## 3401                  Smeargle   Speed    75
## 3402                  Smoochum   Speed    65
## 3403                   Sneasel   Speed   115
## 3404                     Snivy   Speed    63
## 3405                   Snorlax   Speed    30
## 3406                   Snorunt   Speed    50
## 3407                    Snover   Speed    40
## 3408                  Snubbull   Speed    30
## 3409                  Solgaleo   Speed    97
## 3410                   Solosis   Speed    20
## 3411                   Solrock   Speed    70
## 3412                   Spearow   Speed    70
## 3413                    Spewpa   Speed    29
## 3414                    Spheal   Speed    25
## 3415                  Spinarak   Speed    30
## 3416                    Spinda   Speed    60
## 3417                 Spiritomb   Speed    35
## 3418                    Spoink   Speed    60
## 3419                  Spritzee   Speed    23
## 3420                  Squirtle   Speed    43
## 3421                 Stakataka   Speed    13
## 3422                  Stantler   Speed    85
## 3423                 Staraptor   Speed   100
## 3424                  Staravia   Speed    80
## 3425                    Starly   Speed    60
## 3426                   Starmie   Speed   115
## 3427                    Staryu   Speed    85
## 3428                   Steelix   Speed    30
## 3429       SteelixMega Steelix   Speed    30
## 3430                   Steenee   Speed    62
## 3431                 Stoutland   Speed    80
## 3432                   Stufful   Speed    50
## 3433                  Stunfisk   Speed    32
## 3434                    Stunky   Speed    74
## 3435                 Sudowoodo   Speed    30
## 3436                   Suicune   Speed    85
## 3437                  Sunflora   Speed    30
## 3438                   Sunkern   Speed    30
## 3439                   Surskit   Speed    65
## 3440                    Swablu   Speed    50
## 3441                  Swadloon   Speed    42
## 3442                    Swalot   Speed    55
## 3443                  Swampert   Speed    60
## 3444     SwampertMega Swampert   Speed    70
## 3445                    Swanna   Speed    98
## 3446                   Swellow   Speed   125
## 3447                    Swinub   Speed    50
## 3448                   Swirlix   Speed    49
## 3449                   Swoobat   Speed   114
## 3450                   Sylveon   Speed    60
## 3451                   Taillow   Speed    85
## 3452                Talonflame   Speed   126
## 3453                   Tangela   Speed    60
## 3454                 Tangrowth   Speed    50
## 3455                 Tapu Bulu   Speed    75
## 3456                 Tapu Fini   Speed    85
## 3457                 Tapu Koko   Speed   130
## 3458                 Tapu Lele   Speed    95
## 3459                    Tauros   Speed   110
## 3460                 Teddiursa   Speed    40
## 3461                 Tentacool   Speed    70
## 3462                Tentacruel   Speed   100
## 3463                     Tepig   Speed    45
## 3464                 Terrakion   Speed   108
## 3465                     Throh   Speed    45
## 3466  ThundurusIncarnate Forme   Speed   111
## 3467    ThundurusTherian Forme   Speed   101
## 3468                   Timburr   Speed    35
## 3469                  Tirtouga   Speed    22
## 3470                Togedemaru   Speed    96
## 3471                  Togekiss   Speed    80
## 3472                    Togepi   Speed    20
## 3473                   Togetic   Speed    40
## 3474                   Torchic   Speed    45
## 3475                   Torkoal   Speed    20
## 3476   TornadusIncarnate Forme   Speed   111
## 3477     TornadusTherian Forme   Speed   121
## 3478                  Torracat   Speed    90
## 3479                  Torterra   Speed    56
## 3480                  Totodile   Speed    43
## 3481                 Toucannon   Speed    60
## 3482                   Toxapex   Speed    35
## 3483                 Toxicroak   Speed    85
## 3484                 Tranquill   Speed    65
## 3485                  Trapinch   Speed    10
## 3486                   Treecko   Speed    70
## 3487                 Trevenant   Speed    56
## 3488                   Tropius   Speed    51
## 3489                  Trubbish   Speed    65
## 3490                  Trumbeak   Speed    75
## 3491                  Tsareena   Speed    72
## 3492                Turtonator   Speed    36
## 3493                   Turtwig   Speed    31
## 3494                   Tympole   Speed    64
## 3495                    Tynamo   Speed    60
## 3496                 Type:Null   Speed    59
## 3497                Typhlosion   Speed   100
## 3498                 Tyranitar   Speed    61
## 3499   TyranitarMega Tyranitar   Speed    71
## 3500                 Tyrantrum   Speed    71
## 3501                   Tyrogue   Speed    35
## 3502                    Tyrunt   Speed    48
## 3503                   Umbreon   Speed    65
## 3504                  Unfezant   Speed    93
## 3505                     Unown   Speed    48
## 3506                  Ursaring   Speed    55
## 3507                      Uxie   Speed    95
## 3508                 Vanillish   Speed    59
## 3509                 Vanillite   Speed    44
## 3510                 Vanilluxe   Speed    79
## 3511                  Vaporeon   Speed    65
## 3512                  Venipede   Speed    57
## 3513                  Venomoth   Speed    90
## 3514                   Venonat   Speed    45
## 3515                  Venusaur   Speed    80
## 3516     VenusaurMega Venusaur   Speed    80
## 3517                 Vespiquen   Speed    40
## 3518                   Vibrava   Speed    70
## 3519                   Victini   Speed   100
## 3520                Victreebel   Speed    70
## 3521                  Vigoroth   Speed    90
## 3522                  Vikavolt   Speed    43
## 3523                 Vileplume   Speed    50
## 3524                  Virizion   Speed   108
## 3525                  Vivillon   Speed    89
## 3526                   Volbeat   Speed    85
## 3527                 Volcanion   Speed    70
## 3528                 Volcarona   Speed   100
## 3529                   Voltorb   Speed   100
## 3530                   Vullaby   Speed    60
## 3531                    Vulpix   Speed    65
## 3532                   Wailmer   Speed    60
## 3533                   Wailord   Speed    60
## 3534                   Walrein   Speed    65
## 3535                 Wartortle   Speed    58
## 3536                   Watchog   Speed    77
## 3537                   Weavile   Speed   125
## 3538                    Weedle   Speed    50
## 3539                Weepinbell   Speed    55
## 3540                   Weezing   Speed    60
## 3541                Whimsicott   Speed   116
## 3542                Whirlipede   Speed    47
## 3543                  Whiscash   Speed    60
## 3544                   Whismur   Speed    28
## 3545                Wigglytuff   Speed    45
## 3546                    Wimpod   Speed    80
## 3547                   Wingull   Speed    85
## 3548     WishiwashiSchool Form   Speed    30
## 3549       WishiwashiSolo Form   Speed    40
## 3550                 Wobbuffet   Speed    33
## 3551                    Woobat   Speed    72
## 3552                    Wooper   Speed    15
## 3553       WormadamPlant Cloak   Speed    36
## 3554       WormadamSandy Cloak   Speed    36
## 3555       WormadamTrash Cloak   Speed    36
## 3556                   Wurmple   Speed    20
## 3557                    Wynaut   Speed    23
## 3558                      Xatu   Speed    95
## 3559                   Xerneas   Speed    99
## 3560                 Xuriktree   Speed    83
## 3561                    Yamask   Speed    30
## 3562                     Yanma   Speed    95
## 3563                   Yanmega   Speed    95
## 3564                   Yungoos   Speed    45
## 3565                   Yveltal   Speed    99
## 3566                  Zangoose   Speed    90
## 3567                    Zapdos   Speed   100
## 3568                 Zebstrika   Speed   116
## 3569                    Zekrom   Speed    90
## 3570                   Zenaora   Speed   143
## 3571                 Zigzagoon   Speed    60
## 3572                   Zoroark   Speed   105
## 3573                     Zorua   Speed    65
## 3574                     Zubat   Speed    55
## 3575                  Zweilous   Speed    58
## 3576          Zygarde50% Forme   Speed    95

Analyze Data

I will be using my subset data to analyze my pokemon data based on their attack, deffense, speed and horse power.

ggplot(tidyp, aes(x = tidyp$Stat, y = tidyp$Score, fill = as.character(Stat))) +
  geom_bar(stat = "Identity", position = "dodge") +
  scale_fill_brewer(palette = "Set1") +
  theme(axis.text.x=element_text(angle = 0, vjust = 0.5)) +
  theme(plot.title = element_text(hjust = 0.5), legend.position = "bottom") +
  ggtitle("Pokemon Stats and Scores") +
  xlab("Stat") +  ylab ("Scores of Pokemon") +
  coord_flip()

This shows that Highest scores are reported based on the pokemon horsepower.

Dataset 3

Stock Market Data

My last dataset is on Stock Market Data that was mentioned in Farhana Zahir’s week 5 discussion post. This dataset contains data from a list of Indian stocks in NSE. It includes a collection of well performing stocks with all the data necessary to predict which stocks to buy, hold, or exit.

Data Transformation

The dataset contains 20 columns and is basically the trading data of the market on a single day. The columns contain the ticker, sector, the last traded price, high price, low price and a bunch of other price points and valuation metrics on that particular trading day. Let’s see how we can transform these data for a batter analysis.

Fetch Data

stock_data <- read.csv("stock_market_data.csv", sep = ",", header = TRUE, stringsAsFactors = FALSE)
head(stock_data)

##        Share Category                                       Sector   RM
## 1  20MICRONS     Exit                                    CHEMICALS #N/A
## 2 3IINFOTECH     BWLV                                           IT #N/A
## 3    3MINDIA     Exit                                  DIVERSIFIED    0
## 4    63MOONS       RS                                           IT #N/A
## 5    8KMILES      HWV                                           IT    0
## 6   A2ZINFRA     Exit INFRA-CONSTRUCTION ENGINEERING AND MATERIALS    0
##     Up Last.Traded.Price Percentage.Change High.Price Low.Price
## 1 #N/A                43              #N/A       #N/A      #N/A
## 2 #N/A              5.35              #N/A       #N/A      #N/A
## 3    0          12219.65              1.23   12399.95     12115
## 4 #N/A              75.6              0.26       76.7      75.6
## 5    0             623.9              0.17        640       624
## 6    0             47.85              2.93       50.5      47.8
##   X..High.Movt  X..Low.movt Yearly.Gainner X27th.Dec X1st.Feb X1st.March
## 1         #N/A         #N/A            30%       36%      11%        19%
## 2         #N/A         #N/A            26%        1%      -3%         5%
## 3  0.014540381  0.008638052            13%       22%       8%         9%
## 4  0.014341591            0                                             
## 5   0.02515625 -0.000160256           -37%       -1%       4%         7%
## 6  0.052475248  0.001046025           126%       25%      19%        18%
##   X1st.April TB       RH Corr PeRatio      New.Pe W52_High Corre latest
## 1        23%       49.40  13%   10.72 16.53846154    49.40   13%  42775
## 2         6% TB     5.80   8%    6.89           8     7.15   25%     NA
## 3         6% TB 12231.00   0%   66.29          81 15250.00   20%  42775
## 4                  82.95   9%  213.40         630    96.00   21%  42767
## 5         3% TB   663.80   6%   23.20          18  1119.00   44%     NA
## 6        10%       52.65   9%    0.00          -7    52.65    9%  42779
##   Annual_Pat Cum.PAT.3.Quarter  Pat.Jump Annual.Growth Year.End
## 1    11.0609           11.7275    0.6666                       
## 2 -1059.2700           60.7600 1120.0300             G         
## 3   200.9298          150.3639  -50.5659                       
## 4     0.0000            0.1442    0.1442                       
## 5    53.2361           85.4227   32.1866             G         
## 6  -132.9649          -59.4669   73.4980               December
##   Mar_17_ReportedPAT Dec_16_ReportedPAT Sep_16_ReportedPAT
## 1             0.0000             2.2822             4.4844
## 2            33.3400            19.0100            21.5800
## 3             0.0000            42.4332            48.2087
## 4             0.0000             0.1442             0.0000
## 5            40.1806            32.6003            28.6688
## 6             0.0000           -24.0649           -16.6499
##   Jun_16_ReportedPAT Mar_16_ReportedPAT Dec_15_ReportedPAT Y.oY.PAT
## 1             4.9609             2.3595             3.2153        Y
## 2            20.1700          -812.2800           -79.0800        Y
## 3            59.7220            58.4132            56.6134        Y
## 4             0.0000             0.0000           130.8301         
## 5            24.1536            16.3649            15.1859        Y
## 6           -18.7521             6.5314            -6.1754         
##   LQ.0.5.4q.s. PAT.Growth PeRatio.1 ResultDate Mar_17_Inst_no_of_shares
## 1                       Y     10.72      42775                        3
## 2                       Y      6.89      42855                       46
## 3                       Y     66.29      42775                       51
## 4                            213.40      42767                       14
## 5                       Y     23.20      42865                        6
## 6                              0.00      42779                        6
##   Dec_16_Inst_no_of_shares Int..Incr..Decr Pledge DividendYield DERatio FB
## 1                        2               1  54.38          0.00    1.70 FB
## 2                       49              -3   0.00          0.00   -0.52 FB
## 3                       48               3   0.00          0.00    0.01 FB
## 4                       15              -1   0.00          6.61    0.16 FB
## 5                        6               0   8.78          0.00    0.01   
## 6                        6               0  96.07          0.00    2.63 FB
##   Mar_17_Eps_Before Dec_16_Eps_Before Sep_16_Eps_Before Jun_16_Eps_Before
## 1                 0              0.65              1.29              1.41
## 2              0.27              0.17              0.14              0.31
## 3                 0             37.67             42.79             53.02
## 4                 0              0.03                 0                 0
## 5             17.12               8.8             20.65             16.89
## 6                 0             -1.84             -1.32             -1.45
##   Mar_16_Eps_Before Dec_15_Eps_Before Annual_Eps      Volume MarketCap
## 1              0.67              0.91       3.11 0.532215284       152
## 2            -12.69             -1.32     -16.96  1.16451032       633
## 3             51.85             50.26     178.36 1.041870422     13766
## 4                 0             28.39          0        1.25       348
## 5             11.34             10.34      36.34 4.816666174      1904
## 6              0.46             -0.51     -11.68 3.064998246       694
##   Annual_Pat.1 EquityCapital FaceValue New.Listing PE.High.Price.High
## 1      11.0609       17.6433         5                             NA
## 2     -1059.27       1047.45        10                             NA
## 3     200.9298       11.2651        10                             NA
## 4            0        9.2157         2                             NA
## 5      53.2361       15.2588         5                             NA
## 6    -132.9649      131.0123        10                             NA
##   Future Cap.Category
## 1             MiniCap
## 2             MiniCap
## 3              MidCap
## 4             MiniCap
## 5            SmallCap
## 6    RS3      MiniCap

Inspect Data

This inspection of data will help us to understand what type of transformation this dataset need. This dataset consist of 1568 records. This requires great deal of cleansing.

dim(stock_data)

## [1] 1568   63

colnames(stock_data)

##  [1] "Share"                    "Category"                
##  [3] "Sector"                   "RM"                      
##  [5] "Up"                       "Last.Traded.Price"       
##  [7] "Percentage.Change"        "High.Price"              
##  [9] "Low.Price"                "X..High.Movt"            
## [11] "X..Low.movt"              "Yearly.Gainner"          
## [13] "X27th.Dec"                "X1st.Feb"                
## [15] "X1st.March"               "X1st.April"              
## [17] "TB"                       "RH"                      
## [19] "Corr"                     "PeRatio"                 
## [21] "New.Pe"                   "W52_High"                
## [23] "Corre"                    "latest"                  
## [25] "Annual_Pat"               "Cum.PAT.3.Quarter"       
## [27] "Pat.Jump"                 "Annual.Growth"           
## [29] "Year.End"                 "Mar_17_ReportedPAT"      
## [31] "Dec_16_ReportedPAT"       "Sep_16_ReportedPAT"      
## [33] "Jun_16_ReportedPAT"       "Mar_16_ReportedPAT"      
## [35] "Dec_15_ReportedPAT"       "Y.oY.PAT"                
## [37] "LQ.0.5.4q.s."             "PAT.Growth"              
## [39] "PeRatio.1"                "ResultDate"              
## [41] "Mar_17_Inst_no_of_shares" "Dec_16_Inst_no_of_shares"
## [43] "Int..Incr..Decr"          "Pledge"                  
## [45] "DividendYield"            "DERatio"                 
## [47] "FB"                       "Mar_17_Eps_Before"       
## [49] "Dec_16_Eps_Before"        "Sep_16_Eps_Before"       
## [51] "Jun_16_Eps_Before"        "Mar_16_Eps_Before"       
## [53] "Dec_15_Eps_Before"        "Annual_Eps"              
## [55] "Volume"                   "MarketCap"               
## [57] "Annual_Pat.1"             "EquityCapital"           
## [59] "FaceValue"                "New.Listing"             
## [61] "PE.High.Price.High"       "Future"                  
## [63] "Cap.Category"

Clean the data

Even though I am not very familiar with stock market or any type of financial field, I decided to do some research prior to this section in order to understand some terms. Based on what I learn, I decided to select few columns (sector, Yearly gainer, PE ratio, PAT(Profit after Tax), etc.) that will help me to understand the stock market trends.

# New dataframe with few columns that helps to analyze data easily.
stocks <- stock_data[,c(1:3, 6:9, 12, 20, 25)]
head(stocks)

##        Share Category                                       Sector
## 1  20MICRONS     Exit                                    CHEMICALS
## 2 3IINFOTECH     BWLV                                           IT
## 3    3MINDIA     Exit                                  DIVERSIFIED
## 4    63MOONS       RS                                           IT
## 5    8KMILES      HWV                                           IT
## 6   A2ZINFRA     Exit INFRA-CONSTRUCTION ENGINEERING AND MATERIALS
##   Last.Traded.Price Percentage.Change High.Price Low.Price Yearly.Gainner
## 1                43              #N/A       #N/A      #N/A            30%
## 2              5.35              #N/A       #N/A      #N/A            26%
## 3          12219.65              1.23   12399.95     12115            13%
## 4              75.6              0.26       76.7      75.6               
## 5             623.9              0.17        640       624           -37%
## 6             47.85              2.93       50.5      47.8           126%
##   PeRatio Annual_Pat
## 1   10.72    11.0609
## 2    6.89 -1059.2700
## 3   66.29   200.9298
## 4  213.40     0.0000
## 5   23.20    53.2361
## 6    0.00  -132.9649

# replacing #N/A fields with NA
make.true.NA <- function(x) if(is.character(x)||is.factor(x)){
                                  is.na(x) <- x=="#N/A"; x} else {
                                  x}
stocks[] <- lapply(stocks, make.true.NA)
head(stocks)

##        Share Category                                       Sector
## 1  20MICRONS     Exit                                    CHEMICALS
## 2 3IINFOTECH     BWLV                                           IT
## 3    3MINDIA     Exit                                  DIVERSIFIED
## 4    63MOONS       RS                                           IT
## 5    8KMILES      HWV                                           IT
## 6   A2ZINFRA     Exit INFRA-CONSTRUCTION ENGINEERING AND MATERIALS
##   Last.Traded.Price Percentage.Change High.Price Low.Price Yearly.Gainner
## 1                43              <NA>       <NA>      <NA>            30%
## 2              5.35              <NA>       <NA>      <NA>            26%
## 3          12219.65              1.23   12399.95     12115            13%
## 4              75.6              0.26       76.7      75.6               
## 5             623.9              0.17        640       624           -37%
## 6             47.85              2.93       50.5      47.8           126%
##   PeRatio Annual_Pat
## 1   10.72    11.0609
## 2    6.89 -1059.2700
## 3   66.29   200.9298
## 4  213.40     0.0000
## 5   23.20    53.2361
## 6    0.00  -132.9649

dim(stocks)

## [1] 1568   10

Data summary

stocks$Last.Traded.Price <- as.numeric(stocks$Last.Traded.Price)

stocks <- stocks[!is.na(stocks$Sector),]
summary(stocks$Last.Traded.Price)

##     Min.  1st Qu.   Median     Mean  3rd Qu.     Max.     NA's 
##     0.15    43.65   140.85   510.47   421.05 65936.70       20

Analyze Data

ITs time to check the stock market trend. I am considering PeRatio to decide what sector is best to invest right now.

How does PE help?

Understanding PE gives the investors an idea if the stock has sufficient growth potential. Stocks with low PE can be considered good bargains as their growth potential is still unknown to the market.

If the PE is high, it warns of an over-priced stock. It means the stock’s price is much higher than its actual growth potential. So these stocks are more liable to crash drastically. This was evident in the recent market crash when the stocks of all Reliance companies fell sharply.

This will allow savvy investors to sell their holdings before the stock price crashes.

ggplot(stocks, aes(Sector, PeRatio, col = PeRatio)) +
  geom_point()+
  theme(axis.text.x = element_text(angle=90))

## Warning: Removed 12 rows containing missing values (geom_point).

DATA607_Project2

Don Padmaperuma

9/30/2019

Dataset 1

International Migrant Stock 2019

Import Libraries

Data Transformation

Fetch Data

Clean the data

Analyze Data

Dataset 2

Pokemon Data

Data Transformation

Fetch Data

Transform Data

Analyze Data

Dataset 3

Stock Market Data

Data Transformation

Fetch Data

Inspect Data

Clean the data

Data summary

Analyze Data