Ripple Twitter Account Analyze¶

概要/Overview¶

Ripple社のTwitterアカウント(@RIpple)のフォロワー90万人を集計して、有益な情報がないか調べてみました。結果としては、有益な情報はありませんでした。暇つぶしにでも読んでください。もしかすると思いがけないユーザが見つかるかも。

I compiled the 900,000 followers of Ripple's Twitter account (@RIpple) to see if there is any useful information. As a result, there was no useful information. Read it to kill time. Maybe you could find an unexpected user?

Include¶

import pandas as pd
import matplotlib.pyplot as plt
import matplotlib.dates as mdates
%matplotlib inline
from IPython.display import display
pd.set_option('display.max_rows', 5000)

ReadFile¶

予め、TwitterのAPIを用いて取得したユーザ一覧のCSVファイルを読み込む

userId: TwitterのユーザID(数値) screen_name: スペースなしのユーザID name: 画面上に表示されるお名前 followers: フォロワー数 follwings: フォロー数 created_at: ツイッター開始日 time_zone: タイムゾーン(未使用) protected: 鍵垢フラグ vefified: 公式マークフラグ lang: 使用言語 location: お住まい

df = pd.read_csv('RippleTwitterAccount.csv', sep=',', index_col=0,na_values=[''],dtype={'no':str , 'userId':str , 'screen_name':str , 'name':str , 'statuses_count':int , 'followers':int , 'followings':int , 'created_at':str, 'time_zone':str, 'protected':str , 'verified':str , 'lang':str , 'location':str},parse_dates=['created_at'],skiprows=0)

#df.head(10)

#df.dtypes

1.1 フォロワー数ランキング TOP500(相互フォローユーザ含む)¶

Followers ranking TOP500 (including mutual follow users)

フォロー数がフォロワー数よりも多い、相互フォローユーザも含めた世界TOP500です。

スクーター・ブラウンを筆頭に、ミュージシャン、俳優さん等が並んでいますが、日本人にはあまり馴染みのない名前が…。 Ripple社と関係のある企業のフォロワー数は数千から数万程度なので、この中には見つからないですね。

今後、詳しく企業アカウントを見ていく予定です。

df_world = df.sort_values(by='followers', ascending=False)
df_world = df_world.reset_index(drop=True)
df_world.index = df_world.index + 1
df_world.iloc[0:500,[1,2,3,4,5,6,9,10,11]]

1.2 フォロワー数ランキング TOP500(相互フォローユーザ含まない)¶

Followers ranking TOP500 (does not include mutual follow users)

先程500位だった方が447位に。50人ほど相互フォローユーザさんだったようです。

df_world = df.sort_values(by='followers', ascending=False)
df_world = df_world[df_world['followers'] > df_world['followings']]
df_world = df_world.reset_index(drop=True)
df_world.index = df_world.index + 1
df_world.iloc[0:500,[1,2,3,4,5,6,9,10,11]]

1.3 フォロワー数ランキング日本 TOP500(相互フォローユーザ含む)¶

Followers ranking TOP500 in Japan (including mutual follow users)

上位は誰ですか貴方？という方々が…。仮想通貨垢ではない方々も多いようです。 15位ぐらいから仮想通貨関連のインフルエンサーと呼ばれる方が多数です。

df_jp = df[df['lang'] == 'ja']
df_jp = df_jp.sort_values(by='followers', ascending=False)
df_jp = df_jp.reset_index(drop=True)
df_jp.index = df_jp.index + 1
df_jp.iloc[0:500,[1,2,3,4,5,6,9,11]]

1.4 フォロワー数ランキング日本 TOP500(相互フォローユーザ含まない)¶

Followers ranking TOP500 in Japan (does not include mutual follow users)

df_jp = df[df['lang'] == 'ja']
df_jp = df_jp.sort_values(by='followers', ascending=False)
df_jp = df_jp[df_jp['followers'] > df_jp['followings']]
df_jp = df_jp.reset_index(drop=True)
df_jp.index = df_jp.index + 1
df_jp.iloc[0:500,[1,2,3,4,5,6,9,11]]

1.5 フォロワー数ランキング日本(公式アカウント)¶

Followers ranking TOP500 in Japan (Official Account)

日本人の公式マーク付きのユーザ数はとても少なく、現在18名。芸能人の方が多数のようですね。

df_jp = df[df['lang'] == 'ja']
df_jp = df_jp.sort_values(by=['verified','followers'], ascending=False)
df_jp = df_jp[df_jp['followers'] > df_jp['followings']]
df_jp = df_jp.reset_index(drop=True)
df_jp.index = df_jp.index + 1
df_jp.iloc[0:20,[1,2,3,4,5,6,8]]

2 言語別ランキング¶

Language ranking

予想通り、英語が1位で約60万人。ついで日本語が6万人。順にスペイン語、ベトナム語、ロシア語、トルコ語、ドイツ語、フランス語、韓国語

As expected, about 600,000 English is the first place. Next is 60,000 Japanese. Spanish, Vietnamese, Russian, Turkish, German, French, Korean in order.

df_sort = df["lang"].value_counts()
df_sort.head(20)

en       599710
ja        59990
es        29775
vi        28902
ru        26811
tr        20738
de        20701
fr        20026
ko        19427
nl        17695
en-gb     12071
pt         9948
it         7462
zh-cn      6555
id         4686
pl         4210
ar         3363
zh-CN      2404
th         2159
sv         1762
Name: lang, dtype: int64

df_sort = df["lang"].value_counts()
df_other = df_sort[10:]
df_sort = df_sort[:10]
other = df_other.sum()
df_sort.loc['other'] = other

label = ["en", "ja", "es", "vi", "ru","tr","de","fr","ko","nl","other"]
plt.pie(df_sort,labels=label,autopct="%1.1f%%",radius=3)

([<matplotlib.patches.Wedge at 0x1168f39b0>,
  <matplotlib.patches.Wedge at 0x11dd32828>,
  <matplotlib.patches.Wedge at 0x11dd32550>,
  <matplotlib.patches.Wedge at 0x11363abe0>,
  <matplotlib.patches.Wedge at 0x11363a208>,
  <matplotlib.patches.Wedge at 0x10fe278d0>,
  <matplotlib.patches.Wedge at 0x10fe27400>,
  <matplotlib.patches.Wedge at 0x11a07cba8>,
  <matplotlib.patches.Wedge at 0x114d1d860>,
  <matplotlib.patches.Wedge at 0x114d1dda0>,
  <matplotlib.patches.Wedge at 0x11bc45cc0>],
 [Text(-1.5601594730823443, 2.9079034403761455, 'en'),
  Text(-1.2226018214801788, -3.0651663553734485, 'ja'),
  Text(-0.23313289802501497, -3.2917547071217896, 'es'),
  Text(0.43160884545621464, -3.271653069095798, 'vi'),
  Text(1.0469636200810741, -3.12951548617781, 'ru'),
  Text(1.5426537042339303, -2.917228059102225, 'tr'),
  Text(1.9414935842487997, -2.6684457390624883, 'de'),
  Text(2.2951378001141536, -2.3711479242103746, 'fr'),
  Text(2.5948849409069297, -2.0387673097865884, 'ko'),
  Text(2.8334232207105, -1.6916597921386378, 'nl'),
  Text(3.206447655448808, -0.7801880753170003, 'other')],
 [Text(-0.850996076226733, 1.5861291492960792, '65.7%'),
  Text(-0.6668737208073702, -1.6719089211127898, '6.6%'),
  Text(-0.12716339892273543, -1.795502567520976, '3.3%'),
  Text(0.23542300661248067, -1.7845380376886169, '3.2%'),
  Text(0.5710710654987676, -1.7070084470060778, '2.9%'),
  Text(0.8414474750366892, -1.5912153049648496, '2.3%'),
  Text(1.0589965004993451, -1.4555158576704479, '2.3%'),
  Text(1.2518933455168109, -1.2933534132056586, '2.2%'),
  Text(1.415391785949234, -1.1120548962472299, '2.1%'),
  Text(1.5455035749329997, -0.9227235229847114, '1.9%'),
  Text(1.748971448426622, -0.425557131991091, '7.6%')])

3 アカウントマップ¶

Account Map

ロケーション情報に記載されたアドレスを元に、緯度経度を入手して、上位から3000箇所を世界地図にプロットしました。日本の方は防犯上の理由から未設定であったり、【宇宙】とか滅茶苦茶だったりしているのであまり地図には反映されてません。

特出すべきなのが、中国、インド。みんなチェックしているじゃないか(笑)

import geocoder
import folium

df_sort = df["location"].value_counts()
df_sort = df_sort.head(3000)
df_sort.to_csv('country.csv')

#print(df_sort)

df_country = pd.read_csv('country.csv', names=('name', 'num'))

map1 = folium.Map(location=[36.5748441, 139.2394179], zoom_start=2)

for index, row in df_country.iterrows():
    try :
        #print("City = " + row[0] + " Accounts = " + str(row[1]) )
        g = geocoder.osm(row[0])
        #print('latitude(緯度): {}, longitude(経度):{}'.format(*g.latlng))
        value = row[0]+ " Accounts=" + str(row[1])
        folium.Marker([g.y, g.x], popup=value).add_to(map1)
        folium.CircleMarker([g.y, g.x],radius=row[1] * 0.01,popup=value,color='#3186cc',fill_color='#3186cc').add_to(map1)#
    except :
        print(index)

map1
#map1.save('map.html')

4 ツイ廃ランキング¶

Twitter Junky Ranking in Japan

df_jp = df[df['lang'] == 'ja']
df_jp = df_jp.sort_values(by=['statuses_count'], ascending=False)
df_jp = df_jp.reset_index(drop=True)
df_jp.index = df_jp.index + 1
df_jp.iloc[0:100,[1,2,3,4,5,6]]

5 名前にXRP or Ripple or リップルが含まれているアカウント数¶

カウントしてみたところ5209人…。多いのか少ないのか…。 When I counted it, 5209 people .... Many or few?

#df_contains = df[(df['screen_name'].str.contains('Ripple')) | (df['screen_name'].str.contains('ripple')) | (df['screen_name'].str.contains('XRP'))]
#df_contains
df_contains = df[(df['screen_name'].str.contains('りっぷる|リップル|リップラー|X(?:RP|rp)|R(?:IPPLE|ipple)|ripple|xrp')) | (df['name'].str.contains('りっぷる|リップル|リップラー|X(?:RP|rp)|R(?:IPPLE|ipple)|ripple|xrp'))]

print(df_contains['userId'].count())

df_contains.head(100)

5209

and more...?¶

Plans

・Botアカウント調査・企業アカウント調査

	screen_name	name	statuses_count	followers	followings	created_at	protected
1	kazu_fujisawa	Kazuki Fujisawa	37580	162681	701	2010-01-09 14:23:59	False
2	yoshitaka_kitao	北尾吉孝	46780	105741	610	2010-01-14 07:46:44	False
3	anankwangdayo	Captain.KING	30207	74728	433	2010-03-19 19:29:23	False
4	15Yuya	飯田優也	1880	67699	78	2011-12-27 16:52:04	False
5	kubotakazunobu	とろサーモン久保田かずのぶ🍣	6467	63884	294	2011-03-27 01:00:55	False
6	QUOINE_Japan	QUOINE Japan 公式	854	47728	169	2017-05-15 13:20:22	False
7	WJF_GASHIMA	GASHIMA (WHITE JAM)	37940	36266	4324	2010-01-14 13:38:35	False
8	megbaby_offi	MEGBABY	346	34447	24	2014-11-27 09:22:31	False
9	HuobiJapan	Huobi Japan Media	4856	33280	196	2017-10-20 11:08:37	False
10	alpaca_himabu	ひま部公式アルパカ - 今すぐDLしてね	13665	30499	1878	2015-05-28 00:25:09	False
11	bitbank_inc	ビットバンク bitbank Inc.	3137	25012	222	2015-07-13 02:09:48	False
12	shiro_yaiyai	山口史朗	4257	7194	541	2015-03-27 08:29:05	False
13	sskingmaster	PaniCrew YOHEY	33097	6460	720	2010-06-14 18:30:44	False
14	dobatty	Katsutoshi Dobashi	8127	6246	541	2009-01-10 10:43:39	False
15	xyxmxno28	島屋八徳	620	5485	175	2011-10-14 10:12:58	False
16	AtushiIzaatu110	井澤惇	445	2441	130	2013-10-01 10:27:15	False
17	RioKitabayash	RYO-P@As.mp3	8337	2012	1405	2010-04-04 01:43:57	False
18	TAKAYUKI_TORII	鳥居　孝行	81	57	4	2011-06-17 12:26:24	False
19	tawarayat	俵屋年彦	106016	602954	302352	2009-07-22 12:24:57	False
20	meguro_staff	上野_ラブホスタッフ	5617	300912	2267	2014-01-29 13:15:55	False

	screen_name	name	statuses_count	followers	followings	created_at
1	MoneyKing_2	King22	639318	38076	1179	2014-04-17 10:35:46
2	zephel01	くーるぜろ	602484	2917	4551	2009-09-03 13:55:08
3	pi_ra_f	ぴらふ	575619	1504	1299	2009-11-28 03:04:04
4	Katyou_GET9	ｵﾖｰ( ´;o;`)	485901	754	1287	2009-07-12 12:47:54
5	Alliumcepa_123	つけものと申します@グラブルはじめました	472327	1936	1957	2010-03-09 02:26:22
6	zimei_no_ri	AI_OF_NATURE	456233	3714	4998	2013-03-26 09:23:03
7	Minagawa_Aoi	みながわあおい	425850	1569	3041	2010-03-13 20:47:09
8	rimipyon	りみぴょん	419020	2754	4999	2012-03-23 13:15:04
9	nyamph_pf	にゃんふ	401972	2371	639	2010-01-23 14:19:44
10	kura_xtudo	クラッド	383660	25468	17414	2011-04-21 04:47:43
11	ichigo___spec	。。。すとべり。。。	363592	2390	1083	2010-05-10 06:02:08
12	kou_you_S	圧倒的成長2019	347901	1187	443	2010-03-31 11:58:23
13	mistair	みすと	332382	711	1090	2008-04-23 09:44:18
14	sasuga	流石	330008	3508	4505	2007-04-09 08:15:10
15	nobusik	Nobuqatsu Minoula@こんな人達	319551	3476	4995	2009-06-06 14:37:46
16	leka_bm	leka	317149	784	1676	2010-11-16 15:54:38
17	mainitiyudoufu	中2の湯豆腐	305199	3077	4664	2015-06-24 22:38:29
18	_dj_ambitious	Ambitious 🌏平和と音楽を愛しfascismに反対します🌈	301798	5266	5913	2009-06-03 11:06:55
19	genmaimochi	Knight's Tour '６０	296100	116	698	2010-12-24 10:56:32
20	peko409	peko	290277	4193	4449	2010-01-27 08:41:57
21	nk25utisi	雪音	288464	1780	155	2014-03-20 09:12:37
22	mushroom080	マッシュルーム	287852	576	525	2011-06-08 07:19:05
23	We_can_Mohican	✾Notorious Y.N.G✾🔫😺🔪	287735	1512	2232	2012-02-10 23:50:41
24	no_esis	のえ	281883	649	814	2009-08-23 13:45:15
25	affili_of_shin	仮想通貨　最新ニュース速報	279749	12340	10488	2012-12-16 08:16:12
26	AruNya0718	AruNya	278634	1489	998	2009-11-12 11:23:23
27	curecontrabass	🔥📖焚書坑儒しよ子♎️🔥	276225	913	1314	2011-10-28 06:49:29
28	NT_Mist	Mist	275781	1554	1507	2012-04-12 08:29:14
29	akibaseball	あきべ	274860	1439	751	2009-10-27 12:04:16
30	melissan130	メリッサ@ARIAクラスタ投資部	269470	952	781	2010-05-03 16:37:53
31	alstamber	alstamber	269123	2406	1093	2010-03-26 04:16:44
32	funfun_dog	バーガーキングは、デカい	268788	1074	942	2011-04-27 04:18:56
33	GOROman	GOROman	267855	29930	9951	2007-07-21 02:29:06
34	evil07	evil07-3/23秋葉原MOGRA	266879	3931	4988	2008-06-29 19:10:45
35	aidaho__3	クソリプ	260516	486	535	2007-08-29 14:53:12
36	hiromochidayo	Hiroko k	256512	1652	3238	2010-04-08 15:11:13
37	sepianote	せぴぃ	255627	8818	9648	2011-01-01 19:00:35
38	fade_mark6	ふぇいど™	254574	535	606	2012-12-20 12:36:23
39	morizo41	もりぞー	254062	2438	1581	2010-01-07 15:20:54
40	aNzUc	あんずさん📷	253553	748	425	2010-05-05 13:07:49
41	hasenhu360	花風仙	252336	4038	5002	2011-04-01 04:37:25
42	hamadi07	ハマヂ⊿	250282	1361	897	2009-12-28 14:36:15
43	tarian3	こんかつ	244316	452	420	2010-07-16 03:48:03
44	okkun0524	おっくん	241320	1936	2184	2009-10-06 22:31:35
45	akzm_vtec	∠あきずみ@NIPPONロマポル行く	238395	2234	1938	2009-12-07 13:42:38
46	mm5711	mm5711	236180	2097	2777	2009-09-08 08:46:06
47	aihara_kazuki	相原一希@バンドリーマーさえチ推し	235935	13928	15271	2010-06-12 04:17:57
48	15800	殿@BCH（Blockchain）	233021	17991	20778	2010-01-27 13:26:07
49	SUKIARI_777	スキアリ！！！！！	231746	1204	1333	2011-01-15 09:04:13
50	siro_kururu	しろろ	231687	292	376	2011-02-23 13:33:13
51	nohohon8	耳かき	227512	1064	576	2008-02-18 05:32:02
52	shun_1218	シュン	224929	2516	2818	2010-07-31 10:10:58
53	Yokai_Umbrella	こが	222646	441	2010	2009-07-16 06:55:34
54	prisonopera	Sarah Yamasaki 山崎淑子	222441	11540	5703	2011-02-28 15:19:50
55	xg_stringsx	かずまくん	219926	873	1062	2011-01-24 17:28:04
56	kyo_aki	恭	213970	441	662	2010-02-09 10:45:12
57	arufo_to	アルフォート	213520	745	742	2010-09-20 07:08:30
58	pukupuyotai	ぐぬぐぬたい	210360	2595	2392	2011-04-02 05:25:48
59	unsoluble_sugar	星影	207876	1322	1727	2010-05-28 09:57:14
60	pengin_	ぺんぎん＠	207276	1082	1269	2008-05-18 03:21:34
61	keroyon_	けろ🍆	203399	2637	2565	2009-01-10 16:36:50
62	kisaragi_sakura	きさらぎさくら	203295	1700	1739	2010-01-02 01:30:03
63	__Ruth__	KNP	200326	2069	482	2010-07-12 12:44:04
64	KAIL4198	ロケット	198672	392	543	2010-09-04 09:10:40
65	karakida	区間準急唐木田	196773	689	1371	2009-10-18 18:22:52
66	Silvestri314	おろろん	195619	576	460	2010-07-12 08:48:53
67	fullmoon_k	ポムポム♨ふゑゐゅーん( ◜◡◝ )	194542	383	2473	2008-04-13 08:54:27
68	setuka_0616	碓氷雪乃◆オタレイヤーコンサル	193741	2599	1367	2014-12-31 12:50:52
69	hijirinao	聖奈緒	191488	946	1847	2009-07-12 16:35:11
70	fam_ClariS	『yOu』	190795	5401	3759	2012-11-08 13:14:33
71	Nonslmamura	しまむら	190489	356	2061	2012-04-05 15:39:27
72	myskng	もやしきんぐ	185762	2883	4618	2010-10-11 09:28:24
73	kkrotk28	タナタナ	181808	1050	1165	2011-11-28 09:43:30
74	j416dy	J416@C95乙◆DY//wVKWks	181732	3827	4996	2010-04-01 15:58:48
75	tkmsh_91	エンタ	178690	444	2194	2018-05-05 13:00:24
76	scandal_hyde	ぐっち	178237	591	572	2012-06-17 17:28:46
77	meronpan3419	めろたん彼氏いません	177898	968	1511	2010-04-06 07:29:46
78	6yzu	ツ	173826	3995	189	2013-08-21 14:02:21
79	dEkkAIKaTaNa	ハム太郎	170246	91	520	2011-09-16 10:13:28
80	Nkzn	なかざん@Android入門本書きました	169282	5491	3029	2007-11-25 15:24:34
81	_nmrz_	ねむりず	168682	1138	3638	2011-04-14 15:43:00
82	swordoor	タチアガレ	168443	445	1025	2010-05-01 13:46:28
83	syakekichi	しゃけピッピ	168371	1250	1444	2007-05-01 15:00:26
84	oka_editor	oka	166431	1121	901	2009-12-06 16:18:45
85	arukakka3028	はるかっか	165931	2692	2512	2016-07-09 14:59:18
86	xtraheavy	xtra heavy	164643	1296	578	2009-08-29 02:07:14
87	btc_alt_coins	ビットコインとアルトコインの物語	164378	2239	2392	2009-12-13 08:33:20
88	kurinoshippo	K　モルタル製	162316	2111	2972	2010-04-07 13:08:36
89	Alt_Num_Esc	はやて	161510	527	452	2011-04-07 17:20:05
90	matomaker_net	まとめーかー	161095	983	4835	2016-04-24 10:21:01
91	pokosuke	ぽこすけ	156993	1318	1113	2008-04-23 12:53:30
92	fuku__taro	ふく　たろう	156423	47611	6085	2010-02-22 15:28:42
93	DJ_PHUNKYPHRESH	ファンキー★フレッシュ	155034	2137	555	2009-03-26 04:54:02
94	rbs_kazu	かず	154916	546	1640	2011-09-28 22:54:32
95	withwish_taka	Takahiro Ohkawa	154165	25189	24282	2013-06-19 00:24:44
96	kabosushi	かぼす	152878	474	502	2010-10-17 10:14:01
97	NOKOWAY	NOKOWAY	152731	439	421	2011-01-25 20:39:43
98	bonakuragxo	bonakuragxo	150626	1184	4932	2010-12-20 12:57:49
99	aoooodai	あ	149437	169	1042	2011-10-21 09:50:37
100	potewo	ぽてを。【IYRK】	149015	2316	1544	2010-01-18 09:36:51

	userId	screen_name	name	statuses_count	followers	followings	created_at	time_zone	protected	verified	lang	location
no
54	1105068820723572737	gregmcb74539558	gregxrp	2	11	122	2019-03-11 11:31:52	None	False	False	en	NaN
166	1104980886078992384	XWhaaaat	XRPWhaaaat?	0	3	90	2019-03-11 05:42:27	None	False	False	en	NaN
224	1099442205859725312	RipplePress	Ripple Press	468	477	23	2019-02-23 22:53:43	None	False	False	en	NaN
230	1104890968380190720	TigerXrp	TigerXRP	0	6	40	2019-03-10 23:45:09	None	False	False	en	NaN
382	872860936503263232	alexoblivion1	XRP123	8	1	14	2017-06-08 17:00:39	None	False	False	en	NaN
384	1104736677006897152	XPaul82	XRPaul82	17	16	102	2019-03-10 13:32:03	None	False	False	en	NaN
461	2299495644	VooDooXRP	Jesse Estrada	7770	126	248	2014-01-19 11:14:56	None	False	False	en	NaN
553	1100837583720992770	DestroyerDAO	DestroyerDAO 🔥💩$XRP💩🔥	126	360	1	2019-02-27 19:18:27	None	False	False	en	the internet
673	1104119444559749120	XRPISGOLD	XRPISGOLD	1	1	15	2019-03-08 20:39:23	None	False	False	en	NaN
718	960077925260423169	JimmyFranken1	🥑CRPTJ🇧🇪®️xrp\|trx\|btt	3041	482	365	2018-02-04 09:09:49	None	False	False	nl	NaN
962	1104163376832397312	RoseXrp	Xrp Rose	12	26	151	2019-03-08 23:33:58	None	False	False	en	U.K
966	4767642122	iI_ninio	N.Ei ⚡️[$XVG/$TPAY/$XRP]	8415	412	387	2016-01-16 09:06:53	None	False	False	de	NaN
981	1064931398354706432	Atrain57808575	AtrainXRP. (Aaron Veillette)	123	49	260	2018-11-20 17:20:05	None	False	False	en	Connecticut USA
995	1104105519738957827	XRPwow	XRP Wow!	39	36	103	2019-03-08 19:44:03	None	False	False	en	NaN
1026	1104085843147411457	xrpslut	Xrpslut	5	2	69	2019-03-08 18:25:52	None	False	False	en	NaN
1104	1103999848225882113	PredwingsXr	XRPredwings	1	0	5	2019-03-08 12:44:09	None	False	False	en	NaN
1137	1103663237617381377	charles11235685	XRP1357	1	1	6	2019-03-07 14:26:35	None	False	False	en	NaN
1205	1103890167641722881	Xrpsteve1	Xrpsteve	19	1	11	2019-03-08 05:28:20	None	False	False	en	Australia
1295	1103762978615291916	VidmeXRP	Vidmantas Vaznys	0	1	6	2019-03-07 21:02:55	None	False	False	en	London England
1301	1103766259160834048	Daniel86692993	SwedeXRP	1	4	23	2019-03-07 21:15:57	None	False	False	en	NaN
1340	25062753	irishaction	🍀XRP🍀	36	67	371	2009-03-18 12:17:30	None	False	False	en	Moon
1618	1103502733414359040	sanjayxrp	Sanjayxrp	3	1	9	2019-03-07 03:48:48	None	False	False	en	NaN
2000	888950091481993216	xrptothemooooon	Moon	165	17	13	2017-07-23 02:33:12	None	False	False	en	NaN
2114	1103025210620555265	iXRP1	iXRP	0	1	7	2019-03-05 20:11:18	None	False	False	en	NaN
2271	1102876486736867328	uanwcpPghEbEEeG	xrp 니쁘리	1	0	5	2019-03-05 10:20:19	None	False	False	en	NaN
2363	1102780701479522305	XRPuraVida	XRPuraVida	0	4	17	2019-03-05 03:59:42	None	False	False	en	NaN
2367	1102780721901506561	el_xrp	ElPatrónXRP	47	18	113	2019-03-05 03:59:47	None	False	False	en	NaN
2420	1102714731742281729	XrpPhantom	XRP Masterpiece	1	8	87	2019-03-04 23:37:34	None	False	False	en	Texas USA
2427	1102709989095993344	xrpstud	xrpstud	0	0	12	2019-03-04 23:18:43	None	False	False	en	NaN
2449	1102684497986887680	XJohansonnn	XRP_Johansonnn	0	1	12	2019-03-04 21:37:26	None	False	False	en	NaN
2463	910723933048995842	XRPRippleman	Rippleman	318	2700	142	2017-09-21 04:34:40	None	False	False	ja	NaN
2485	872792629968158721	CryptoOfficeHQ	XRP	112	64	139	2017-06-08 12:29:13	None	False	False	en	Australia
2605	1102513928452665344	xrpcrypta	Xrpcrypta	89	145	847	2019-03-04 10:19:39	None	False	False	en	London England
2634	1101142412083318784	LewisXrp	LewisXRP	16	7	17	2019-02-28 15:29:44	None	False	False	en	NaN
2744	853113492768829440	XRP_WILLIAM	WILL I AM	9	2	24	2017-04-15 05:11:21	None	True	False	en	Alabama USA
2788	1102311044167487488	xrp_dog101	Crypto Dog	2	6	32	2019-03-03 20:53:27	None	False	False	en	NaN
3071	1101757361612500992	xrp_winner	Xrp winner	31	4	38	2019-03-02 08:13:19	None	False	False	en	NaN
3109	200856163	popster7	りっぷるちゃん	284	2177	1884	2010-10-10 13:18:16	None	False	False	ja	NaN
3159	1101876181815697408	MasterChiefXRP	Master Chief XRP	3	6	48	2019-03-02 16:05:28	None	False	False	en	NaN
3162	2845727758	xrpisnumberone	a_xrphyperdude	38	7	63	2014-10-26 20:07:33	None	False	False	vi	NaN
3167	1101581913641213952	auspiciousXRP	🙅🏽‍♀️RP~BTC Markers	12	101	829	2019-03-01 20:36:09	None	False	False	en	South San Francisco CA
3197	1101898772345323520	xrp_phoenix	XRP Phoenix	286	127	205	2019-03-02 17:35:14	None	False	False	en	Cairns Australia
3265	1101853791849189377	IfiXrp	XRP Ifi	2	5	19	2019-03-02 14:36:30	None	False	False	en	NaN
3317	1101822009569411072	xrplot	@XRPlot	1	1	15	2019-03-02 12:30:12	None	False	False	en	Europe
3319	1101812449496453120	reb0rn13	reb0rn XRP💫	7	20	114	2019-03-02 11:52:13	None	False	False	en	London England
3417	1101717863419731968	250Ripple	Ripple May 250$	54	15	148	2019-03-02 05:36:22	None	False	False	en	NaN
3460	1101014645043851264	xrpsirius	XRPgo(+o)d(-d)evil	272	53	175	2019-02-28 07:02:02	None	False	False	en	Dog Star Sirius
3463	1101649671812988929	DigitalAssetDad	DigitalAssetDad_XRP🌎🔗🌍🔗🌏	116	91	326	2019-03-02 01:05:24	None	False	False	en	NaN
3538	1101411856583802881	XBandos	XRP-Bandos	273	644	1148	2019-03-01 09:20:24	None	False	False	en	Waikato District New Zealand
3547	1101274337355710465	LuisAlbertoxrp	Luis Alberto Carrillo Reyes	0	14	64	2019-03-01 00:13:57	None	False	False	es	Caracas Venezuela
3549	1101548992893210624	XrpTees	Xrp tees	18	4	17	2019-03-01 18:25:20	None	False	False	en	United States
3642	1101472705696747521	NlXrp	XRP Community 🔥	0	4	19	2019-03-01 13:22:12	None	False	False	en	XRP heaven
3725	1101411417951891456	SBjfzyh4gquVGSC	いっちゃん@Ripple	0	22	22	2019-03-01 09:18:40	None	False	False	en	NaN
3756	1101382705885908992	RippleRapid	RippleXRapid_Michael	8	3	19	2019-03-01 07:24:34	None	False	False	en	NaN
3908	1100860099684315136	XRP_Space_Cadet	XRP_Space-Cadet	9	6	24	2019-02-27 20:47:55	None	False	False	en	NaN
3935	1091728846217494530	pguy20359	XRPguy20359	17	10	43	2019-02-02 16:03:35	None	False	False	de	Germany
3991	1101134735143690240	RambunctiousXrp	Rambunctious XRP	230	140	414	2019-02-28 14:59:13	None	False	False	en	NaN
4033	1030021786673369088	akihixrp	アカウント	41	54	355	2018-08-16 09:21:45	None	False	False	ja	NaN
4096	1101077663882440704	XrpOz	XRP OZ	4	4	44	2019-02-28 11:12:26	None	False	False	en	Western Australia Australia
4163	1101003008194854912	xrpyoungling	XRP Youngling	70	17	86	2019-02-28 06:15:47	None	False	False	en	NaN
4275	1100849003833581569	Theresa_XRP	Theresita	94	57	127	2019-02-27 20:03:50	None	False	False	en	Canary Islands Spain
4341	1100225273511866368	idrangers1	XRP = System	2	5	95	2019-02-26 02:45:21	None	False	False	en	NaN
4361	1100817975714725888	XRPBRIAN	B	20	9	30	2019-02-27 18:00:32	None	False	False	en	Ireland
4388	1100798172077715457	CeramikaX	Ceramika Xrp	1235	82	436	2019-02-27 16:41:50	None	False	False	en	NaN
4447	1100749173882867712	xrpjamie	Jamie G	4	22	58	2019-02-27 13:27:08	None	False	False	en	NaN
4531	885549001285808140	thecollective47	XRP47	98	45	215	2017-07-13 17:18:29	None	False	False	en	Virginia USA
4603	1100607157676978181	xrpwater	xrp💧water	16	14	5	2019-02-27 04:02:49	None	False	False	en	Florida USA
4622	1061167869147275264	Bcedeno_	XRP_BenC	29	9	74	2018-11-10 08:05:10	None	False	False	en	Salt Lake City UT
4630	1100477439594164224	TeppoFamily_XRP	Sarah Jo	17	18	55	2019-02-26 19:27:22	None	False	False	en	NaN
4681	1100129972482686977	alanxrp	Alanxrp	2	6	25	2019-02-25 20:26:39	None	False	False	en	NaN
4728	1100501499086548992	GanjaXrp	XRP-Su	59	20	128	2019-02-26 21:02:58	None	False	False	en	United States
4756	1100484096134922240	XRPGURU1	XRPGURU	160	46	85	2019-02-26 19:53:49	None	False	False	nl	Gooisekant Almere
4784	1100464592227061761	DevRipple	ripple.dev	4	2	38	2019-02-26 18:36:19	None	False	False	en	United States
4871	2687408640	amazingXRP	heigllaxmi	5	0	20	2014-07-28 12:39:46	None	True	False	en	NaN
4900	243518458	topstyou	xrp-top	16	97	38	2011-01-27 06:31:36	None	False	False	ko	korea
4902	1100378349191483394	KirstenXrp	kirsten.XRP 📈	6	12	29	2019-02-26 12:53:37	None	False	False	en	Rotterdam Nederland
5010	1011199861	GeoTheChef	XRPizza Chef	60	21	91	2012-12-14 13:51:42	None	False	False	en	New York USA
5156	1100140086388174849	Xrp2T	XRP2THEMOON	14	1	36	2019-02-25 21:06:51	None	False	False	en	NaN
5488	1098813701317111808	TeamBrentXRP	TeamBrent	21	16	61	2019-02-22 05:16:16	None	False	False	en	Friendswood TX
5498	1095506591351226368	NatalieRansfor2	XRP.Natalie	348	156	421	2019-02-13 02:14:59	None	False	False	en	Nashville TN
5624	1090378485418348544	XRPggFR	Gege Ge	46	6	40	2019-01-29 22:37:43	None	False	False	en	NaN
5778	1099468071926788096	XRPXRP3	XRP XRP	0	13	40	2019-02-24 00:36:30	None	False	False	en	NaN
5796	1089562515376238592	RACE2DAMOON	RACER XRP	102	19	201	2019-01-27 16:35:21	None	True	False	en	Phoenix AZ
6060	1099116644700426241	jnlxrp	JNLXRP	0	1	13	2019-02-23 01:20:03	None	False	False	en	NaN
6077	2934125339	WilliamOHaltom	XRP Venture	47	22	72	2014-12-20 19:57:16	None	False	False	en	Show Low AZ
6090	274484583	UK_XRPInvestor	UK_XRPInvestor	28	13352	11760	2011-03-30 11:39:49	None	False	False	en	London England
6245	1098910539831566336	Crypt_Brt	BRUTUS_XRP	30	27	150	2019-02-22 11:41:04	None	False	False	en	NaN
6254	893499621326151682	OlegGumenniy	Oleg-Ripple of Ukraine	18	2	70	2017-08-04 15:51:24	None	False	False	uk	Khmelnitskiy Ukraine
6277	1098872166861365248	Stonecold441	XRP the standard	522	119	454	2019-02-22 09:08:35	None	False	False	en	NaN
6370	1065997040935755776	xrphodler000	xrp hodler	1204	85	99	2018-11-23 15:54:34	None	False	False	fr	NaN
6372	1098768633377972224	XRPXRP2	XRP(・∀・)XRP	0	18	63	2019-02-22 02:17:11	None	False	False	en	NaN
6408	1098727545133060098	laheneyxrp	Laheneyxrp	0	3	21	2019-02-21 23:33:54	None	False	False	en	England United Kingdom
6477	1098648951580958720	CoryStager	XRP Mogul	185	25	169	2019-02-21 18:21:36	None	False	False	en	NaN
6538	1098569979438321664	TIMECOIN2	♥゛えりりん♥゛(⑉• •⑉)♡XRP.TIMECOIN	44	102	222	2019-02-21 13:07:48	None	False	False	en	NaN
6585	1098396253946228736	Putrasy18283813	XLM Putra syah XRP	116	106	415	2019-02-21 01:37:28	None	False	False	en	NaN
6689	1088099102561366016	RshcoX	@rshco.xrp	18	4	25	2019-01-23 15:40:16	None	False	False	en	NaN
6743	1098384036236390400	xrpretweets	XRP Hands 🤲🏼	183	74	165	2019-02-21 00:48:56	None	False	False	en	Australia
6747	1098353159020326912	madxrp	MADXRP	209	183	662	2019-02-20 22:46:14	None	False	False	en	So. Cal. USA
6808	982951040894078976	bitafully	Bitafully XRP	59	17	209	2018-04-08 11:59:25	None	False	False	en	New York USA
6923	1098212339243995136	Bartosz93277212	XRP_PL	2	0	5	2019-02-20 13:26:40	None	False	False	en	NaN

	screen_name	name	statuses_count	followers	followings	created_at	verified	lang	location
1	scooterbraun	Scooter Braun	29871	3888015	3008	2008-10-10 04:45:48	True	en	The WORLD
2	verified	Twitter Verified	6	2640048	318238	2009-08-07 18:41:45	True	en	San Francisco
3	6BillionPeople	MarQuis Trill \| Mr. Giveaway 🐐	179549	2388342	4564281	2009-04-21 14:43:32	True	en	Los Angeles CA
4	Bilalisgoren	Bilal İşgören	14269	2234044	2386582	2012-07-18 22:48:58	True	tr	Tanıtım için DM 📩
5	WakaFlocka	Waka Flocka	55442	1907388	6263	2009-02-21 10:11:41	True	en	Stop being so damn nosey
6	peterfacinelli	Peter Facinelli	6278	1752021	126	2009-04-22 05:13:25	True	en	I am here
7	kevinrose	Kevin Rose ⛩	11684	1629083	926	2007-01-18 00:43:32	True	en	San Francisco CA
8	girlsdiary_ttv	Girl's Diary TRANS TV	4115	1562212	180	2012-02-07 12:30:52	False	id	Jakarta Indonesia
9	LILBTHEBASEDGOD	Lil B THE BASEDGOD	199772	1401093	1596382	2009-05-05 02:41:57	True	en	United States
10	LeonKrauze	León Krauze	133818	1355796	15613	2007-04-12 00:11:03	True	en	Los Angeles CA
11	benakribo	BENAZIO (Benakribo) 🔥	104058	1322002	1163	2009-06-14 16:41:47	True	en	Indonesia
12	DRJAMESCABOT	DR KRISSY CABOT	734565	1213289	532216	2012-06-09 14:49:17	False	en	Zug Switzerland
13	BartBaker	Bart Baker	6153	1213098	206026	2009-04-13 16:07:41	True	en	LA
14	dawallach	D.A. Wallach	15844	1156428	321	2007-04-22 16:12:42	True	en	Los Angeles CA
15	BaronDavis	Baron Davis	10984	1058205	5835	2009-02-17 02:36:44	True	en	Los Angels Cali
16	DanielNewman	Daniel Newmaη	25746	1018934	825588	2010-09-29 01:50:02	True	en	iTunes / Spotify / FACEBOOK
17	justinsuntron	Justin Sun	3358	995699	885	2017-08-30 10:22:57	True	en	Singapore
18	patrickabrar	Patrick Abrar	130	959865	1089	2009-07-01 10:39:37	False	de	Germany
19	soledadobrien	Soledad O'Brien	66633	943673	453366	2009-03-25 17:50:59	True	en	New York
20	techreview	MIT Technology Review	61375	926230	3361	2008-08-11 14:31:16	True	en	Cambridge MA
21	JayGardner	Jay	13755	920085	5836	2011-04-06 14:57:51	True	en	NaN
22	EdKrassen	Ed Krassenstein	45321	898709	698246	2010-04-13 00:00:13	False	en	Fort Myers FL
23	officialmcafee	John McAfee	31479	898547	13849	2012-11-21 00:03:03	True	en	House McAfee
24	Scaramucci	Anthony Scaramucci	20427	874489	448675	2009-03-15 20:20:03	True	en	Long Island NY
25	FIames	Flame	110563	809638	730306	2009-06-11 20:05:28	False	en	NaN
26	louiespence	Louie Spence	5871	798838	398	2010-02-22 10:26:39	True	en	London
27	Ryanbabel	Ryan Babel	481	796595	272	2009-11-23 13:36:02	True	en-gb	İstanbul Türkiye
28	coindesk	CoinDesk	57151	781707	1023	2013-04-07 07:50:08	True	en	New York USA
29	CalvinHelin	Calvin Helin	5655	759893	186393	2010-04-18 16:51:36	True	en	Vancouver Canada
30	BittrexExchange	Bittrex	6340	753806	2482	2014-01-25 08:14:12	True	en	Seattle
31	solalexasch	Alex Asch	2846	729575	760257	2014-05-25 07:34:12	True	en	The World
32	MrScottEddy	Scott Eddy	215693	720831	1134658	2009-03-01 21:49:42	True	en	Miami FL
33	Lagalatzia	Galatzia	307	719511	887	2011-01-12 20:17:48	True	es	Escrotox
34	jobenkemakolam	Jobe	4328	694092	697	2011-10-29 17:12:29	False	en	Philippines
35	CMEGroup	CMEGroup	38603	690334	6584	2008-08-21 19:27:14	True	en	Chicago
36	colbertlateshow	The Late Show	21064	684616	1113	2014-09-30 17:13:22	True	en	Weeknights \| 11:35/10:35c
37	TheStreet	TheStreet	159906	664154	1222	2008-06-30 19:12:38	True	en	New York NY
38	KeisukeFujitajp	藤田桂輔	6385	662873	750260	2010-02-08 03:08:30	False	ja	Tokyo～Yokohama-Japan (東京～横浜)
39	MzKatieCassidy	Katie Cassidy	7061	661598	597	2009-09-14 14:34:32	True	en	Cruising Altitude.
40	MernesMax	Maxim Mernes	50239	656169	220	2012-01-13 14:37:15	False	ru	Singapore

	screen_name	name	statuses_count	followers	followings	created_at	verified	lang	location
1	scooterbraun	Scooter Braun	29871	3888015	3008	2008-10-10 04:45:48	True	en	The WORLD
2	verified	Twitter Verified	6	2640048	318238	2009-08-07 18:41:45	True	en	San Francisco
3	WakaFlocka	Waka Flocka	55442	1907388	6263	2009-02-21 10:11:41	True	en	Stop being so damn nosey
4	peterfacinelli	Peter Facinelli	6278	1752021	126	2009-04-22 05:13:25	True	en	I am here
5	kevinrose	Kevin Rose ⛩	11684	1629083	926	2007-01-18 00:43:32	True	en	San Francisco CA
6	girlsdiary_ttv	Girl's Diary TRANS TV	4115	1562212	180	2012-02-07 12:30:52	False	id	Jakarta Indonesia
7	LeonKrauze	León Krauze	133818	1355796	15613	2007-04-12 00:11:03	True	en	Los Angeles CA
8	benakribo	BENAZIO (Benakribo) 🔥	104058	1322002	1163	2009-06-14 16:41:47	True	en	Indonesia
9	DRJAMESCABOT	DR KRISSY CABOT	734565	1213289	532216	2012-06-09 14:49:17	False	en	Zug Switzerland
10	BartBaker	Bart Baker	6153	1213098	206026	2009-04-13 16:07:41	True	en	LA
11	dawallach	D.A. Wallach	15844	1156428	321	2007-04-22 16:12:42	True	en	Los Angeles CA
12	BaronDavis	Baron Davis	10984	1058205	5835	2009-02-17 02:36:44	True	en	Los Angels Cali
13	DanielNewman	Daniel Newmaη	25746	1018934	825588	2010-09-29 01:50:02	True	en	iTunes / Spotify / FACEBOOK
14	justinsuntron	Justin Sun	3358	995699	885	2017-08-30 10:22:57	True	en	Singapore
15	patrickabrar	Patrick Abrar	130	959865	1089	2009-07-01 10:39:37	False	de	Germany
16	soledadobrien	Soledad O'Brien	66633	943673	453366	2009-03-25 17:50:59	True	en	New York
17	techreview	MIT Technology Review	61375	926230	3361	2008-08-11 14:31:16	True	en	Cambridge MA
18	JayGardner	Jay	13755	920085	5836	2011-04-06 14:57:51	True	en	NaN
19	EdKrassen	Ed Krassenstein	45321	898709	698246	2010-04-13 00:00:13	False	en	Fort Myers FL
20	officialmcafee	John McAfee	31479	898547	13849	2012-11-21 00:03:03	True	en	House McAfee
21	Scaramucci	Anthony Scaramucci	20427	874489	448675	2009-03-15 20:20:03	True	en	Long Island NY
22	FIames	Flame	110563	809638	730306	2009-06-11 20:05:28	False	en	NaN
23	louiespence	Louie Spence	5871	798838	398	2010-02-22 10:26:39	True	en	London
24	Ryanbabel	Ryan Babel	481	796595	272	2009-11-23 13:36:02	True	en-gb	İstanbul Türkiye
25	coindesk	CoinDesk	57151	781707	1023	2013-04-07 07:50:08	True	en	New York USA
26	CalvinHelin	Calvin Helin	5655	759893	186393	2010-04-18 16:51:36	True	en	Vancouver Canada
27	BittrexExchange	Bittrex	6340	753806	2482	2014-01-25 08:14:12	True	en	Seattle
28	Lagalatzia	Galatzia	307	719511	887	2011-01-12 20:17:48	True	es	Escrotox
29	jobenkemakolam	Jobe	4328	694092	697	2011-10-29 17:12:29	False	en	Philippines
30	CMEGroup	CMEGroup	38603	690334	6584	2008-08-21 19:27:14	True	en	Chicago
31	colbertlateshow	The Late Show	21064	684616	1113	2014-09-30 17:13:22	True	en	Weeknights \| 11:35/10:35c
32	TheStreet	TheStreet	159906	664154	1222	2008-06-30 19:12:38	True	en	New York NY
33	MzKatieCassidy	Katie Cassidy	7061	661598	597	2009-09-14 14:34:32	True	en	Cruising Altitude.
34	MernesMax	Maxim Mernes	50239	656169	220	2012-01-13 14:37:15	False	ru	Singapore
35	nickcarter	Nick Carter	13813	648661	1935	2009-03-14 04:06:34	True	en	NaN
36	nucfootball	David Schuman	174510	632268	286705	2009-03-12 23:25:42	True	en	All Over the USA
37	briancondenanza	Brian Condenanza 🌎	824	626316	29192	2011-11-29 20:33:40	False	en	NaN
38	BIGMONEYMIKE6	BIG MONEY MIKE	40325	605110	178103	2012-09-05 19:32:39	False	en	Beverly Hills CA
39	tawarayat	俵屋年彦	106016	602954	302352	2009-07-22 12:24:57	False	ja	札幌
40	JeffreyHayzlett	Jeffrey Hayzlett	46426	602289	486518	2008-05-21 11:41:00	True	en	Sioux Falls SD

	screen_name	name	statuses_count	followers	followings	created_at	verified	location
1	KeisukeFujitajp	藤田桂輔	6385	662873	750260	2010-02-08 03:08:30	False	Tokyo～Yokohama-Japan (東京～横浜)
2	tawarayat	俵屋年彦	106016	602954	302352	2009-07-22 12:24:57	False	札幌
3	KanzakiTei	♨️ていゆ♨️	108492	434674	595203	2014-03-24 17:55:58	False	神奈川
4	meguro_staff	上野_ラブホスタッフ	5617	300912	2267	2014-01-29 13:15:55	False	上野～池袋あたり
5	virtualworks1	virtualworks1	599	182306	192055	2009-07-28 13:27:27	False	東京都港区
6	kazu_fujisawa	Kazuki Fujisawa	37580	162681	701	2010-01-09 14:23:59	True	Tokyo
7	yanai24yoshi	柳内良仁	8084	161207	70969	2012-09-08 04:00:57	False	東京都渋谷区
8	gangcunhuangyan	ＡＫＩ静岡	31298	154368	169725	2015-08-26 15:51:36	False	静岡　藤枝　藤沢　横浜　新浦安　大阪　上海　珠海　香港
9	_ReUui_	れううい	768	127579	120551	2013-04-05 13:15:21	False	東京港区南麻布
10	StringsVersion	🥀	4	124916	74375	2013-02-09 16:22:52	False	NaN
11	muratamika2020	ウルフ村田（村田美夏）	129356	122348	122323	2016-12-22 00:47:58	False	NaN
12	yoshitaka_kitao	北尾吉孝	46780	105741	610	2010-01-14 07:46:44	True	NaN
13	MBTom98	トム -【クリサポ→TomoyaYT】	10659	87754	881	2011-11-30 18:30:04	False	日本・イギリス
14	tinyconecco	まねきねこ	70653	81702	95595	2010-03-15 21:53:59	False	名古屋
15	PAZULDORAGON	パズドラ最強の攻略法相互フォロー支援	56199	81058	20816	2013-04-17 16:16:37	False	NaN
16	1000crypto	マナ@仮想通貨	5400	75178	710	2017-04-07 03:02:03	False	日本
17	anankwangdayo	Captain.KING	30207	74728	433	2010-03-19 19:29:23	True	Inside of your heart
18	reinabb3	玲奈@仮想通貨	7074	70645	365	2017-07-05 15:22:55	False	日本
19	coin_post	CoinPost -仮想通貨情報サイト-	8042	69823	957	2017-07-04 08:29:57	False	Tokyo Japan
20	15Yuya	飯田優也	1880	67699	78	2011-12-27 16:52:04	True	NaN
21	nikotama0001	児島康孝@相互フォロー	25943	67630	29000	2010-04-02 06:43:48	False	東京TOKYO
22	money_trends_ja	マネートレンド	186	64027	1453	2009-11-11 10:24:39	False	東京都
23	kubotakazunobu	とろサーモン久保田かずのぶ🍣	6467	63884	294	2011-03-27 01:00:55	True	新宿
24	antibcsc	antibcsc	2003	62729	28293	2016-09-24 00:10:13	False	NaN
25	Samurai_Ninja	Takamasa Fukuda	19007	61280	67393	2009-05-21 14:33:55	False	TOKYO / JAPAN
26	negikko_nobu	ねぎっ子	37156	55590	64143	2010-04-02 07:43:32	False	葛城市新村３５１フォレストファーム
27	with_dam1223	ツンデレ社長@仮想通貨オタク	3940	55541	65125	2013-03-19 15:49:59	False	公式LINE通信友達7250人超人気→@xmh5933r
28	silverfox789123	指針(BuyNowOrNeverXRP)	9805	53981	827	2017-04-01 22:46:02	False	NaN
29	ganjuuya	がんじゅう豆知識	7783	49488	53066	2011-12-18 18:25:19	False	沖縄県石垣市（石垣島）
30	QUOINE_Japan	QUOINE Japan 公式	854	47728	169	2017-05-15 13:20:22	True	日本東京
31	fuku__taro	ふく　たろう	156423	47611	6085	2010-02-22 15:28:42	False	NaN
32	100OKUENPLAYER	100億円PLAYER＜絆＞	28441	47448	605	2017-08-27 06:16:25	False	100億円PLAYER＜絆＞公式ショップ入口↓↓
33	yocchan60	関根義光＠せきねもん	4184	44908	2116	2011-12-17 02:50:23	False	東京渋谷区
34	o0th5it3	ひろ@トラベラー放浪者	818	44046	330	2014-04-23 04:09:37	False	NaN
35	saneyaro111	さね野郎@僕ラブ22　ブ70	20877	43313	200	2014-07-14 09:05:20	False	ろこどるの聖地
36	poipoikunpoi	ポイン@ハイパーニート	20552	42714	599	2016-11-30 15:50:48	False	東京⇄札幌の二拠点生活（たまに九州)
37	YumikoLancaster	Yumiko V. Lancaster	25	42146	15504	2011-11-22 11:01:58	False	Sweden
38	takehito888	鈴木岳人	502	41788	45296	2009-08-23 04:25:52	False	神奈川県
39	netrunner_toc	ネットランナートシがゆく‼	17530	41235	44562	2009-12-13 15:08:15	False	Chicago
40	debenture	dai	8368	41223	44284	2009-12-21 09:23:38	False	茨城県

	screen_name	name	statuses_count	followers	followings	created_at	verified	location
1	tawarayat	俵屋年彦	106016	602954	302352	2009-07-22 12:24:57	False	札幌
2	meguro_staff	上野_ラブホスタッフ	5617	300912	2267	2014-01-29 13:15:55	False	上野～池袋あたり
3	kazu_fujisawa	Kazuki Fujisawa	37580	162681	701	2010-01-09 14:23:59	True	Tokyo
4	yanai24yoshi	柳内良仁	8084	161207	70969	2012-09-08 04:00:57	False	東京都渋谷区
5	_ReUui_	れううい	768	127579	120551	2013-04-05 13:15:21	False	東京港区南麻布
6	StringsVersion	🥀	4	124916	74375	2013-02-09 16:22:52	False	NaN
7	muratamika2020	ウルフ村田（村田美夏）	129356	122348	122323	2016-12-22 00:47:58	False	NaN
8	yoshitaka_kitao	北尾吉孝	46780	105741	610	2010-01-14 07:46:44	True	NaN
9	MBTom98	トム -【クリサポ→TomoyaYT】	10659	87754	881	2011-11-30 18:30:04	False	日本・イギリス
10	PAZULDORAGON	パズドラ最強の攻略法相互フォロー支援	56199	81058	20816	2013-04-17 16:16:37	False	NaN
11	1000crypto	マナ@仮想通貨	5400	75178	710	2017-04-07 03:02:03	False	日本
12	anankwangdayo	Captain.KING	30207	74728	433	2010-03-19 19:29:23	True	Inside of your heart
13	reinabb3	玲奈@仮想通貨	7074	70645	365	2017-07-05 15:22:55	False	日本
14	coin_post	CoinPost -仮想通貨情報サイト-	8042	69823	957	2017-07-04 08:29:57	False	Tokyo Japan
15	15Yuya	飯田優也	1880	67699	78	2011-12-27 16:52:04	True	NaN
16	nikotama0001	児島康孝@相互フォロー	25943	67630	29000	2010-04-02 06:43:48	False	東京TOKYO
17	money_trends_ja	マネートレンド	186	64027	1453	2009-11-11 10:24:39	False	東京都
18	kubotakazunobu	とろサーモン久保田かずのぶ🍣	6467	63884	294	2011-03-27 01:00:55	True	新宿
19	antibcsc	antibcsc	2003	62729	28293	2016-09-24 00:10:13	False	NaN
20	silverfox789123	指針(BuyNowOrNeverXRP)	9805	53981	827	2017-04-01 22:46:02	False	NaN
21	QUOINE_Japan	QUOINE Japan 公式	854	47728	169	2017-05-15 13:20:22	True	日本東京
22	fuku__taro	ふく　たろう	156423	47611	6085	2010-02-22 15:28:42	False	NaN
23	100OKUENPLAYER	100億円PLAYER＜絆＞	28441	47448	605	2017-08-27 06:16:25	False	100億円PLAYER＜絆＞公式ショップ入口↓↓
24	yocchan60	関根義光＠せきねもん	4184	44908	2116	2011-12-17 02:50:23	False	東京渋谷区
25	o0th5it3	ひろ@トラベラー放浪者	818	44046	330	2014-04-23 04:09:37	False	NaN
26	saneyaro111	さね野郎@僕ラブ22　ブ70	20877	43313	200	2014-07-14 09:05:20	False	ろこどるの聖地
27	poipoikunpoi	ポイン@ハイパーニート	20552	42714	599	2016-11-30 15:50:48	False	東京⇄札幌の二拠点生活（たまに九州)
28	YumikoLancaster	Yumiko V. Lancaster	25	42146	15504	2011-11-22 11:01:58	False	Sweden
29	GiantGox	GiantGox	25555	39301	17679	2015-12-17 11:05:30	False	NaN
30	edindin_crypto	edindin@仮想通貨ブログ	9432	39101	606	2017-05-28 22:59:27	False	東京都内
31	MoneyKing_2	King22	639318	38076	1179	2014-04-17 10:35:46	False	International
32	4ki4	世界四季報（セカ報）	56163	37589	3213	2007-05-10 01:01:09	False	湘南エリアに生息
33	ripplove_mi	リップル美咲@VTuber	191	37502	1579	2016-04-17 17:26:02	False	NaN
34	wadakooo	和田晃一良	11097	37057	576	2011-01-31 13:25:59	False	NaN
35	WJF_GASHIMA	GASHIMA (WHITE JAM)	37940	36266	4324	2010-01-14 13:38:35	True	TOKYO
36	value_investors	名もなき投資家	79860	34857	1536	2010-02-07 10:11:38	False	Japan
37	megbaby_offi	MEGBABY	346	34447	24	2014-11-27 09:22:31	True	NaN
38	ariyasu	有安伸宏	9104	34388	3461	2007-06-05 09:06:07	False	Tokyo
39	ccm_jp	CryptoCurrencyMag	4443	34106	712	2014-08-11 09:28:14	False	tokyo japan
40	michael___liu	Michael	7155	33889	3573	2010-02-22 23:50:27	False	東京都