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Shinichi-Nakagawa/advent-cal-sample.ipynb

Created November 14, 2017 16:24
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Advent Calendar2017 Pythonデータラングリング by Retty
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advent-cal-sample.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# データを読み込む\n",
"df = pd.read_csv('./Master.csv')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['playerID', 'birthYear', 'birthMonth', 'birthDay', 'birthCountry',\n",
" 'birthState', 'birthCity', 'deathYear', 'deathMonth', 'deathDay',\n",
" 'deathCountry', 'deathState', 'deathCity', 'nameFirst', 'nameLast',\n",
" 'nameGiven', 'weight', 'height', 'bats', 'throws', 'debut', 'finalGame',\n",
" 'retroID', 'bbrefID'],\n",
" dtype='object')"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# データのカラムを確認する\n",
"df.columns"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>playerID</th>\n",
" <th>birthYear</th>\n",
" <th>birthMonth</th>\n",
" <th>birthDay</th>\n",
" <th>birthCountry</th>\n",
" <th>birthState</th>\n",
" <th>birthCity</th>\n",
" <th>deathYear</th>\n",
" <th>deathMonth</th>\n",
" <th>deathDay</th>\n",
" <th>...</th>\n",
" <th>nameLast</th>\n",
" <th>nameGiven</th>\n",
" <th>weight</th>\n",
" <th>height</th>\n",
" <th>bats</th>\n",
" <th>throws</th>\n",
" <th>debut</th>\n",
" <th>finalGame</th>\n",
" <th>retroID</th>\n",
" <th>bbrefID</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>aardsda01</td>\n",
" <td>1981.0</td>\n",
" <td>12.0</td>\n",
" <td>27.0</td>\n",
" <td>USA</td>\n",
" <td>CO</td>\n",
" <td>Denver</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>Aardsma</td>\n",
" <td>David Allan</td>\n",
" <td>215.0</td>\n",
" <td>75.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>2004-04-06</td>\n",
" <td>2015-08-23</td>\n",
" <td>aardd001</td>\n",
" <td>aardsda01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>aaronha01</td>\n",
" <td>1934.0</td>\n",
" <td>2.0</td>\n",
" <td>5.0</td>\n",
" <td>USA</td>\n",
" <td>AL</td>\n",
" <td>Mobile</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>Aaron</td>\n",
" <td>Henry Louis</td>\n",
" <td>180.0</td>\n",
" <td>72.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>1954-04-13</td>\n",
" <td>1976-10-03</td>\n",
" <td>aaroh101</td>\n",
" <td>aaronha01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>aaronto01</td>\n",
" <td>1939.0</td>\n",
" <td>8.0</td>\n",
" <td>5.0</td>\n",
" <td>USA</td>\n",
" <td>AL</td>\n",
" <td>Mobile</td>\n",
" <td>1984.0</td>\n",
" <td>8.0</td>\n",
" <td>16.0</td>\n",
" <td>...</td>\n",
" <td>Aaron</td>\n",
" <td>Tommie Lee</td>\n",
" <td>190.0</td>\n",
" <td>75.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>1962-04-10</td>\n",
" <td>1971-09-26</td>\n",
" <td>aarot101</td>\n",
" <td>aaronto01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>aasedo01</td>\n",
" <td>1954.0</td>\n",
" <td>9.0</td>\n",
" <td>8.0</td>\n",
" <td>USA</td>\n",
" <td>CA</td>\n",
" <td>Orange</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>Aase</td>\n",
" <td>Donald William</td>\n",
" <td>190.0</td>\n",
" <td>75.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>1977-07-26</td>\n",
" <td>1990-10-03</td>\n",
" <td>aased001</td>\n",
" <td>aasedo01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>abadan01</td>\n",
" <td>1972.0</td>\n",
" <td>8.0</td>\n",
" <td>25.0</td>\n",
" <td>USA</td>\n",
" <td>FL</td>\n",
" <td>Palm Beach</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>Abad</td>\n",
" <td>Fausto Andres</td>\n",
" <td>184.0</td>\n",
" <td>73.0</td>\n",
" <td>L</td>\n",
" <td>L</td>\n",
" <td>2001-09-10</td>\n",
" <td>2006-04-13</td>\n",
" <td>abada001</td>\n",
" <td>abadan01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>abadfe01</td>\n",
" <td>1985.0</td>\n",
" <td>12.0</td>\n",
" <td>17.0</td>\n",
" <td>D.R.</td>\n",
" <td>La Romana</td>\n",
" <td>La Romana</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>Abad</td>\n",
" <td>Fernando Antonio</td>\n",
" <td>220.0</td>\n",
" <td>73.0</td>\n",
" <td>L</td>\n",
" <td>L</td>\n",
" <td>2010-07-28</td>\n",
" <td>2016-09-25</td>\n",
" <td>abadf001</td>\n",
" <td>abadfe01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>abadijo01</td>\n",
" <td>1850.0</td>\n",
" <td>11.0</td>\n",
" <td>4.0</td>\n",
" <td>USA</td>\n",
" <td>PA</td>\n",
" <td>Philadelphia</td>\n",
" <td>1905.0</td>\n",
" <td>5.0</td>\n",
" <td>17.0</td>\n",
" <td>...</td>\n",
" <td>Abadie</td>\n",
" <td>John W.</td>\n",
" <td>192.0</td>\n",
" <td>72.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>1875-04-26</td>\n",
" <td>1875-06-10</td>\n",
" <td>abadj101</td>\n",
" <td>abadijo01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>abbated01</td>\n",
" <td>1877.0</td>\n",
" <td>4.0</td>\n",
" <td>15.0</td>\n",
" <td>USA</td>\n",
" <td>PA</td>\n",
" <td>Latrobe</td>\n",
" <td>1957.0</td>\n",
" <td>1.0</td>\n",
" <td>6.0</td>\n",
" <td>...</td>\n",
" <td>Abbaticchio</td>\n",
" <td>Edward James</td>\n",
" <td>170.0</td>\n",
" <td>71.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>1897-09-04</td>\n",
" <td>1910-09-15</td>\n",
" <td>abbae101</td>\n",
" <td>abbated01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>abbeybe01</td>\n",
" <td>1869.0</td>\n",
" <td>11.0</td>\n",
" <td>11.0</td>\n",
" <td>USA</td>\n",
" <td>VT</td>\n",
" <td>Essex</td>\n",
" <td>1962.0</td>\n",
" <td>6.0</td>\n",
" <td>11.0</td>\n",
" <td>...</td>\n",
" <td>Abbey</td>\n",
" <td>Bert Wood</td>\n",
" <td>175.0</td>\n",
" <td>71.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>1892-06-14</td>\n",
" <td>1896-09-23</td>\n",
" <td>abbeb101</td>\n",
" <td>abbeybe01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>abbeych01</td>\n",
" <td>1866.0</td>\n",
" <td>10.0</td>\n",
" <td>14.0</td>\n",
" <td>USA</td>\n",
" <td>NE</td>\n",
" <td>Falls City</td>\n",
" <td>1926.0</td>\n",
" <td>4.0</td>\n",
" <td>27.0</td>\n",
" <td>...</td>\n",
" <td>Abbey</td>\n",
" <td>Charles S.</td>\n",
" <td>169.0</td>\n",
" <td>68.0</td>\n",
" <td>L</td>\n",
" <td>L</td>\n",
" <td>1893-08-16</td>\n",
" <td>1897-08-19</td>\n",
" <td>abbec101</td>\n",
" <td>abbeych01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>abbotda01</td>\n",
" <td>1862.0</td>\n",
" <td>3.0</td>\n",
" <td>16.0</td>\n",
" <td>USA</td>\n",
" <td>OH</td>\n",
" <td>Portage</td>\n",
" <td>1930.0</td>\n",
" <td>2.0</td>\n",
" <td>13.0</td>\n",
" <td>...</td>\n",
" <td>Abbott</td>\n",
" <td>Leander Franklin</td>\n",
" <td>190.0</td>\n",
" <td>71.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>1890-04-19</td>\n",
" <td>1890-05-23</td>\n",
" <td>abbod101</td>\n",
" <td>abbotda01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>abbotfr01</td>\n",
" <td>1874.0</td>\n",
" <td>10.0</td>\n",
" <td>22.0</td>\n",
" <td>USA</td>\n",
" <td>OH</td>\n",
" <td>Versailles</td>\n",
" <td>1935.0</td>\n",
" <td>6.0</td>\n",
" <td>11.0</td>\n",
" <td>...</td>\n",
" <td>Abbott</td>\n",
" <td>Harry Frederick</td>\n",
" <td>180.0</td>\n",
" <td>70.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>1903-04-25</td>\n",
" <td>1905-09-20</td>\n",
" <td>abbof101</td>\n",
" <td>abbotfr01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>abbotgl01</td>\n",
" <td>1951.0</td>\n",
" <td>2.0</td>\n",
" <td>16.0</td>\n",
" <td>USA</td>\n",
" <td>AR</td>\n",
" <td>Little Rock</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>Abbott</td>\n",
" <td>William Glenn</td>\n",
" <td>200.0</td>\n",
" <td>78.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>1973-07-29</td>\n",
" <td>1984-08-08</td>\n",
" <td>abbog001</td>\n",
" <td>abbotgl01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>abbotje01</td>\n",
" <td>1972.0</td>\n",
" <td>8.0</td>\n",
" <td>17.0</td>\n",
" <td>USA</td>\n",
" <td>GA</td>\n",
" <td>Atlanta</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>Abbott</td>\n",
" <td>Jeffrey William</td>\n",
" <td>190.0</td>\n",
" <td>74.0</td>\n",
" <td>R</td>\n",
" <td>L</td>\n",
" <td>1997-06-10</td>\n",
" <td>2001-09-29</td>\n",
" <td>abboj002</td>\n",
" <td>abbotje01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>abbotji01</td>\n",
" <td>1967.0</td>\n",
" <td>9.0</td>\n",
" <td>19.0</td>\n",
" <td>USA</td>\n",
" <td>MI</td>\n",
" <td>Flint</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>Abbott</td>\n",
" <td>James Anthony</td>\n",
" <td>200.0</td>\n",
" <td>75.0</td>\n",
" <td>L</td>\n",
" <td>L</td>\n",
" <td>1989-04-08</td>\n",
" <td>1999-07-21</td>\n",
" <td>abboj001</td>\n",
" <td>abbotji01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>abbotku01</td>\n",
" <td>1969.0</td>\n",
" <td>6.0</td>\n",
" <td>2.0</td>\n",
" <td>USA</td>\n",
" <td>OH</td>\n",
" <td>Zanesville</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>Abbott</td>\n",
" <td>Kurt Thomas</td>\n",
" <td>180.0</td>\n",
" <td>71.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>1993-09-07</td>\n",
" <td>2001-04-13</td>\n",
" <td>abbok002</td>\n",
" <td>abbotku01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>abbotky01</td>\n",
" <td>1968.0</td>\n",
" <td>2.0</td>\n",
" <td>18.0</td>\n",
" <td>USA</td>\n",
" <td>MA</td>\n",
" <td>Newburyport</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>Abbott</td>\n",
" <td>Lawrence Kyle</td>\n",
" <td>200.0</td>\n",
" <td>76.0</td>\n",
" <td>L</td>\n",
" <td>L</td>\n",
" <td>1991-09-10</td>\n",
" <td>1996-08-24</td>\n",
" <td>abbok001</td>\n",
" <td>abbotky01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>abbotod01</td>\n",
" <td>1888.0</td>\n",
" <td>9.0</td>\n",
" <td>5.0</td>\n",
" <td>USA</td>\n",
" <td>PA</td>\n",
" <td>New Eagle</td>\n",
" <td>1933.0</td>\n",
" <td>4.0</td>\n",
" <td>13.0</td>\n",
" <td>...</td>\n",
" <td>Abbott</td>\n",
" <td>Ody Cleon</td>\n",
" <td>180.0</td>\n",
" <td>74.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>1910-09-10</td>\n",
" <td>1910-10-15</td>\n",
" <td>abboo101</td>\n",
" <td>abbotod01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>abbotpa01</td>\n",
" <td>1967.0</td>\n",
" <td>9.0</td>\n",
" <td>15.0</td>\n",
" <td>USA</td>\n",
" <td>CA</td>\n",
" <td>Van Nuys</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>Abbott</td>\n",
" <td>Paul David</td>\n",
" <td>185.0</td>\n",
" <td>75.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>1990-08-21</td>\n",
" <td>2004-08-07</td>\n",
" <td>abbop001</td>\n",
" <td>abbotpa01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>aberal01</td>\n",
" <td>1927.0</td>\n",
" <td>7.0</td>\n",
" <td>31.0</td>\n",
" <td>USA</td>\n",
" <td>OH</td>\n",
" <td>Cleveland</td>\n",
" <td>1993.0</td>\n",
" <td>5.0</td>\n",
" <td>20.0</td>\n",
" <td>...</td>\n",
" <td>Aber</td>\n",
" <td>Albert Julius</td>\n",
" <td>195.0</td>\n",
" <td>74.0</td>\n",
" <td>L</td>\n",
" <td>L</td>\n",
" <td>1950-09-15</td>\n",
" <td>1957-09-11</td>\n",
" <td>abera101</td>\n",
" <td>aberal01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>abercda01</td>\n",
" <td>1850.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>USA</td>\n",
" <td>OK</td>\n",
" <td>Fort Towson</td>\n",
" <td>1939.0</td>\n",
" <td>11.0</td>\n",
" <td>11.0</td>\n",
" <td>...</td>\n",
" <td>Abercrombie</td>\n",
" <td>Francis Patterson</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1871-10-21</td>\n",
" <td>1871-10-21</td>\n",
" <td>aberd101</td>\n",
" <td>abercda01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>abercre01</td>\n",
" <td>1980.0</td>\n",
" <td>7.0</td>\n",
" <td>15.0</td>\n",
" <td>USA</td>\n",
" <td>GA</td>\n",
" <td>Columbus</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>Abercrombie</td>\n",
" <td>Reginald Damascus</td>\n",
" <td>215.0</td>\n",
" <td>75.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>2006-04-04</td>\n",
" <td>2008-09-28</td>\n",
" <td>aberr001</td>\n",
" <td>abercre01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>abernbi01</td>\n",
" <td>1929.0</td>\n",
" <td>1.0</td>\n",
" <td>30.0</td>\n",
" <td>USA</td>\n",
" <td>CA</td>\n",
" <td>Torrance</td>\n",
" <td>2006.0</td>\n",
" <td>2.0</td>\n",
" <td>19.0</td>\n",
" <td>...</td>\n",
" <td>Abernathie</td>\n",
" <td>William Edward</td>\n",
" <td>190.0</td>\n",
" <td>70.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>1952-09-27</td>\n",
" <td>1952-09-27</td>\n",
" <td>aberb101</td>\n",
" <td>abernbi01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>abernbr01</td>\n",
" <td>1977.0</td>\n",
" <td>9.0</td>\n",
" <td>23.0</td>\n",
" <td>USA</td>\n",
" <td>GA</td>\n",
" <td>Atlanta</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>Abernathy</td>\n",
" <td>Michael Brent</td>\n",
" <td>185.0</td>\n",
" <td>73.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>2001-06-25</td>\n",
" <td>2005-09-29</td>\n",
" <td>aberb001</td>\n",
" <td>abernbr01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>abernte01</td>\n",
" <td>1921.0</td>\n",
" <td>10.0</td>\n",
" <td>30.0</td>\n",
" <td>USA</td>\n",
" <td>NC</td>\n",
" <td>Bynum</td>\n",
" <td>2001.0</td>\n",
" <td>11.0</td>\n",
" <td>16.0</td>\n",
" <td>...</td>\n",
" <td>Abernathy</td>\n",
" <td>Talmadge Lafayette</td>\n",
" <td>210.0</td>\n",
" <td>74.0</td>\n",
" <td>R</td>\n",
" <td>L</td>\n",
" <td>1942-09-19</td>\n",
" <td>1944-04-29</td>\n",
" <td>abert102</td>\n",
" <td>abernte01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>abernte02</td>\n",
" <td>1933.0</td>\n",
" <td>3.0</td>\n",
" <td>6.0</td>\n",
" <td>USA</td>\n",
" <td>NC</td>\n",
" <td>Stanley</td>\n",
" <td>2004.0</td>\n",
" <td>12.0</td>\n",
" <td>16.0</td>\n",
" <td>...</td>\n",
" <td>Abernathy</td>\n",
" <td>Theodore Wade</td>\n",
" <td>215.0</td>\n",
" <td>76.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>1955-04-13</td>\n",
" <td>1972-09-30</td>\n",
" <td>abert101</td>\n",
" <td>abernte02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>abernwo01</td>\n",
" <td>1915.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>USA</td>\n",
" <td>NC</td>\n",
" <td>Forest City</td>\n",
" <td>1994.0</td>\n",
" <td>12.0</td>\n",
" <td>5.0</td>\n",
" <td>...</td>\n",
" <td>Abernathy</td>\n",
" <td>Virgil Woodrow</td>\n",
" <td>170.0</td>\n",
" <td>72.0</td>\n",
" <td>L</td>\n",
" <td>L</td>\n",
" <td>1946-07-28</td>\n",
" <td>1947-04-17</td>\n",
" <td>aberw101</td>\n",
" <td>abernwo01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>aberscl01</td>\n",
" <td>1921.0</td>\n",
" <td>8.0</td>\n",
" <td>28.0</td>\n",
" <td>USA</td>\n",
" <td>IL</td>\n",
" <td>Chicago</td>\n",
" <td>1973.0</td>\n",
" <td>6.0</td>\n",
" <td>23.0</td>\n",
" <td>...</td>\n",
" <td>Aberson</td>\n",
" <td>Clifford Alexander</td>\n",
" <td>200.0</td>\n",
" <td>72.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>1947-07-18</td>\n",
" <td>1949-05-09</td>\n",
" <td>aberc101</td>\n",
" <td>aberscl01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>ablesha01</td>\n",
" <td>1883.0</td>\n",
" <td>10.0</td>\n",
" <td>4.0</td>\n",
" <td>USA</td>\n",
" <td>TX</td>\n",
" <td>Terrell</td>\n",
" <td>1951.0</td>\n",
" <td>2.0</td>\n",
" <td>8.0</td>\n",
" <td>...</td>\n",
" <td>Ables</td>\n",
" <td>Harry Terrell</td>\n",
" <td>200.0</td>\n",
" <td>74.0</td>\n",
" <td>R</td>\n",
" <td>L</td>\n",
" <td>1905-09-04</td>\n",
" <td>1911-05-05</td>\n",
" <td>ableh101</td>\n",
" <td>ablesha01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>abnersh01</td>\n",
" <td>1966.0</td>\n",
" <td>6.0</td>\n",
" <td>17.0</td>\n",
" <td>USA</td>\n",
" <td>OH</td>\n",
" <td>Hamilton</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>Abner</td>\n",
" <td>Shawn Wesley</td>\n",
" <td>190.0</td>\n",
" <td>73.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>1987-09-08</td>\n",
" <td>1992-10-03</td>\n",
" <td>abnes001</td>\n",
" <td>abnersh01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19075</th>\n",
" <td>zimmejo02</td>\n",
" <td>1986.0</td>\n",
" <td>5.0</td>\n",
" <td>23.0</td>\n",
" <td>USA</td>\n",
" <td>WI</td>\n",
" <td>Auburndale</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>Zimmermann</td>\n",
" <td>Jordan M.</td>\n",
" <td>225.0</td>\n",
" <td>74.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>2009-04-20</td>\n",
" <td>2016-10-01</td>\n",
" <td>zimmj003</td>\n",
" <td>zimmejo02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19076</th>\n",
" <td>zimmero01</td>\n",
" <td>1913.0</td>\n",
" <td>9.0</td>\n",
" <td>13.0</td>\n",
" <td>USA</td>\n",
" <td>PA</td>\n",
" <td>Pine Grove</td>\n",
" <td>1991.0</td>\n",
" <td>11.0</td>\n",
" <td>22.0</td>\n",
" <td>...</td>\n",
" <td>Zimmerman</td>\n",
" <td>Roy Franklin</td>\n",
" <td>187.0</td>\n",
" <td>74.0</td>\n",
" <td>L</td>\n",
" <td>L</td>\n",
" <td>1945-08-27</td>\n",
" <td>1945-09-30</td>\n",
" <td>zimmr101</td>\n",
" <td>zimmero01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19077</th>\n",
" <td>zimmery01</td>\n",
" <td>1984.0</td>\n",
" <td>9.0</td>\n",
" <td>28.0</td>\n",
" <td>USA</td>\n",
" <td>NC</td>\n",
" <td>Washington</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>Zimmerman</td>\n",
" <td>Ryan Wallace</td>\n",
" <td>225.0</td>\n",
" <td>75.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>2005-09-01</td>\n",
" <td>2016-10-02</td>\n",
" <td>zimmr001</td>\n",
" <td>zimmery01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19078</th>\n",
" <td>zinkch01</td>\n",
" <td>1979.0</td>\n",
" <td>8.0</td>\n",
" <td>26.0</td>\n",
" <td>USA</td>\n",
" <td>CA</td>\n",
" <td>Carmichael</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>Zink</td>\n",
" <td>Charles Tadao</td>\n",
" <td>190.0</td>\n",
" <td>73.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>2008-08-12</td>\n",
" <td>2008-08-12</td>\n",
" <td>zinkc001</td>\n",
" <td>zinkch01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19079</th>\n",
" <td>zinkwa01</td>\n",
" <td>1898.0</td>\n",
" <td>11.0</td>\n",
" <td>21.0</td>\n",
" <td>USA</td>\n",
" <td>MA</td>\n",
" <td>Pittsfield</td>\n",
" <td>1964.0</td>\n",
" <td>6.0</td>\n",
" <td>12.0</td>\n",
" <td>...</td>\n",
" <td>Zink</td>\n",
" <td>Walter Noble</td>\n",
" <td>165.0</td>\n",
" <td>72.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>1921-07-06</td>\n",
" <td>1921-07-19</td>\n",
" <td>zinkw101</td>\n",
" <td>zinkwa01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19080</th>\n",
" <td>zinnfr01</td>\n",
" <td>1865.0</td>\n",
" <td>12.0</td>\n",
" <td>21.0</td>\n",
" <td>USA</td>\n",
" <td>PA</td>\n",
" <td>Phoenixville</td>\n",
" <td>1936.0</td>\n",
" <td>5.0</td>\n",
" <td>12.0</td>\n",
" <td>...</td>\n",
" <td>Zinn</td>\n",
" <td>Frank Patrick</td>\n",
" <td>150.0</td>\n",
" <td>68.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1888-04-18</td>\n",
" <td>1888-05-03</td>\n",
" <td>zinnf101</td>\n",
" <td>zinnfr01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19081</th>\n",
" <td>zinngu01</td>\n",
" <td>1887.0</td>\n",
" <td>2.0</td>\n",
" <td>13.0</td>\n",
" <td>USA</td>\n",
" <td>WV</td>\n",
" <td>Holbrook</td>\n",
" <td>1949.0</td>\n",
" <td>10.0</td>\n",
" <td>6.0</td>\n",
" <td>...</td>\n",
" <td>Zinn</td>\n",
" <td>Guy</td>\n",
" <td>170.0</td>\n",
" <td>70.0</td>\n",
" <td>L</td>\n",
" <td>R</td>\n",
" <td>1911-09-11</td>\n",
" <td>1915-09-16</td>\n",
" <td>zinng101</td>\n",
" <td>zinngu01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19082</th>\n",
" <td>zinnji01</td>\n",
" <td>1895.0</td>\n",
" <td>1.0</td>\n",
" <td>21.0</td>\n",
" <td>USA</td>\n",
" <td>AR</td>\n",
" <td>Benton</td>\n",
" <td>1991.0</td>\n",
" <td>2.0</td>\n",
" <td>26.0</td>\n",
" <td>...</td>\n",
" <td>Zinn</td>\n",
" <td>James Edward</td>\n",
" <td>195.0</td>\n",
" <td>72.0</td>\n",
" <td>L</td>\n",
" <td>R</td>\n",
" <td>1919-09-04</td>\n",
" <td>1929-08-25</td>\n",
" <td>zinnj101</td>\n",
" <td>zinnji01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19083</th>\n",
" <td>zinsebi01</td>\n",
" <td>1918.0</td>\n",
" <td>1.0</td>\n",
" <td>6.0</td>\n",
" <td>USA</td>\n",
" <td>NY</td>\n",
" <td>Astoria</td>\n",
" <td>1993.0</td>\n",
" <td>2.0</td>\n",
" <td>16.0</td>\n",
" <td>...</td>\n",
" <td>Zinser</td>\n",
" <td>William Francis</td>\n",
" <td>185.0</td>\n",
" <td>73.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>1944-08-19</td>\n",
" <td>1944-08-26</td>\n",
" <td>zinsb101</td>\n",
" <td>zinsebi01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19084</th>\n",
" <td>zinteal01</td>\n",
" <td>1968.0</td>\n",
" <td>5.0</td>\n",
" <td>19.0</td>\n",
" <td>USA</td>\n",
" <td>TX</td>\n",
" <td>El Paso</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>Zinter</td>\n",
" <td>Alan Michael</td>\n",
" <td>200.0</td>\n",
" <td>74.0</td>\n",
" <td>B</td>\n",
" <td>R</td>\n",
" <td>2002-06-18</td>\n",
" <td>2004-10-03</td>\n",
" <td>zinta001</td>\n",
" <td>zinteal01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19085</th>\n",
" <td>zipfebu01</td>\n",
" <td>1938.0</td>\n",
" <td>11.0</td>\n",
" <td>18.0</td>\n",
" <td>USA</td>\n",
" <td>IL</td>\n",
" <td>Belleville</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>Zipfel</td>\n",
" <td>Marion Sylvester</td>\n",
" <td>200.0</td>\n",
" <td>75.0</td>\n",
" <td>L</td>\n",
" <td>R</td>\n",
" <td>1961-07-26</td>\n",
" <td>1962-09-30</td>\n",
" <td>zipfb101</td>\n",
" <td>zipfebu01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19086</th>\n",
" <td>ziskri01</td>\n",
" <td>1949.0</td>\n",
" <td>2.0</td>\n",
" <td>6.0</td>\n",
" <td>USA</td>\n",
" <td>NY</td>\n",
" <td>Brooklyn</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>Zisk</td>\n",
" <td>Richard Walter</td>\n",
" <td>200.0</td>\n",
" <td>73.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>1971-09-08</td>\n",
" <td>1983-09-21</td>\n",
" <td>ziskr101</td>\n",
" <td>ziskri01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19087</th>\n",
" <td>zitoba01</td>\n",
" <td>1978.0</td>\n",
" <td>5.0</td>\n",
" <td>13.0</td>\n",
" <td>USA</td>\n",
" <td>NV</td>\n",
" <td>Las Vegas</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>Zito</td>\n",
" <td>Barry William</td>\n",
" <td>205.0</td>\n",
" <td>74.0</td>\n",
" <td>L</td>\n",
" <td>L</td>\n",
" <td>2000-07-22</td>\n",
" <td>2015-09-30</td>\n",
" <td>zitob001</td>\n",
" <td>zitoba01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19088</th>\n",
" <td>zitzmbi01</td>\n",
" <td>1895.0</td>\n",
" <td>11.0</td>\n",
" <td>19.0</td>\n",
" <td>USA</td>\n",
" <td>NY</td>\n",
" <td>Long Island City</td>\n",
" <td>1985.0</td>\n",
" <td>5.0</td>\n",
" <td>29.0</td>\n",
" <td>...</td>\n",
" <td>Zitzmann</td>\n",
" <td>William Arthur</td>\n",
" <td>175.0</td>\n",
" <td>70.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>1919-04-27</td>\n",
" <td>1929-09-25</td>\n",
" <td>zitzb101</td>\n",
" <td>zitzmbi01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19089</th>\n",
" <td>zmiched01</td>\n",
" <td>1884.0</td>\n",
" <td>10.0</td>\n",
" <td>1.0</td>\n",
" <td>USA</td>\n",
" <td>OH</td>\n",
" <td>Cleveland</td>\n",
" <td>1950.0</td>\n",
" <td>8.0</td>\n",
" <td>20.0</td>\n",
" <td>...</td>\n",
" <td>Zmich</td>\n",
" <td>Edward Albert</td>\n",
" <td>180.0</td>\n",
" <td>72.0</td>\n",
" <td>L</td>\n",
" <td>L</td>\n",
" <td>1910-07-23</td>\n",
" <td>1911-06-01</td>\n",
" <td>zmice101</td>\n",
" <td>zmiched01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19090</th>\n",
" <td>zobribe01</td>\n",
" <td>1981.0</td>\n",
" <td>5.0</td>\n",
" <td>26.0</td>\n",
" <td>USA</td>\n",
" <td>IL</td>\n",
" <td>Eureka</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>Zobrist</td>\n",
" <td>Benjamin Thomas</td>\n",
" <td>210.0</td>\n",
" <td>75.0</td>\n",
" <td>B</td>\n",
" <td>R</td>\n",
" <td>2006-08-01</td>\n",
" <td>2016-10-02</td>\n",
" <td>zobrb001</td>\n",
" <td>zobribe01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19091</th>\n",
" <td>zoccope01</td>\n",
" <td>1977.0</td>\n",
" <td>2.0</td>\n",
" <td>6.0</td>\n",
" <td>USA</td>\n",
" <td>NY</td>\n",
" <td>Bronx</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>Zoccolillo</td>\n",
" <td>Peter Jude</td>\n",
" <td>200.0</td>\n",
" <td>74.0</td>\n",
" <td>L</td>\n",
" <td>R</td>\n",
" <td>2003-09-05</td>\n",
" <td>2003-09-28</td>\n",
" <td>zoccp001</td>\n",
" <td>zoccope01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19092</th>\n",
" <td>zoldasa01</td>\n",
" <td>1918.0</td>\n",
" <td>12.0</td>\n",
" <td>8.0</td>\n",
" <td>USA</td>\n",
" <td>NY</td>\n",
" <td>Brooklyn</td>\n",
" <td>1966.0</td>\n",
" <td>8.0</td>\n",
" <td>25.0</td>\n",
" <td>...</td>\n",
" <td>Zoldak</td>\n",
" <td>Samuel Walter</td>\n",
" <td>185.0</td>\n",
" <td>71.0</td>\n",
" <td>L</td>\n",
" <td>L</td>\n",
" <td>1944-05-13</td>\n",
" <td>1952-08-26</td>\n",
" <td>zolds101</td>\n",
" <td>zoldasa01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19093</th>\n",
" <td>zoskyed01</td>\n",
" <td>1968.0</td>\n",
" <td>2.0</td>\n",
" <td>10.0</td>\n",
" <td>USA</td>\n",
" <td>CA</td>\n",
" <td>Whittier</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>Zosky</td>\n",
" <td>Edward James</td>\n",
" <td>175.0</td>\n",
" <td>72.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>1991-09-02</td>\n",
" <td>2000-10-01</td>\n",
" <td>zoske001</td>\n",
" <td>zoskyed01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19094</th>\n",
" <td>zuberbi01</td>\n",
" <td>1913.0</td>\n",
" <td>3.0</td>\n",
" <td>26.0</td>\n",
" <td>USA</td>\n",
" <td>IA</td>\n",
" <td>Middle Amana</td>\n",
" <td>1982.0</td>\n",
" <td>11.0</td>\n",
" <td>2.0</td>\n",
" <td>...</td>\n",
" <td>Zuber</td>\n",
" <td>William Henry</td>\n",
" <td>195.0</td>\n",
" <td>74.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>1936-09-16</td>\n",
" <td>1947-09-23</td>\n",
" <td>zubeb101</td>\n",
" <td>zuberbi01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19095</th>\n",
" <td>zuberjo01</td>\n",
" <td>1969.0</td>\n",
" <td>12.0</td>\n",
" <td>10.0</td>\n",
" <td>USA</td>\n",
" <td>CA</td>\n",
" <td>Encino</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>Zuber</td>\n",
" <td>Jon Edward</td>\n",
" <td>190.0</td>\n",
" <td>73.0</td>\n",
" <td>L</td>\n",
" <td>L</td>\n",
" <td>1996-04-19</td>\n",
" <td>1998-09-27</td>\n",
" <td>zubej001</td>\n",
" <td>zuberjo01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19096</th>\n",
" <td>zuletju01</td>\n",
" <td>1975.0</td>\n",
" <td>3.0</td>\n",
" <td>28.0</td>\n",
" <td>Panama</td>\n",
" <td>Panama</td>\n",
" <td>Panama</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>Zuleta</td>\n",
" <td>Julio Ernesto</td>\n",
" <td>230.0</td>\n",
" <td>78.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>2000-04-06</td>\n",
" <td>2001-06-25</td>\n",
" <td>zulej001</td>\n",
" <td>zuletju01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19097</th>\n",
" <td>zumayjo01</td>\n",
" <td>1984.0</td>\n",
" <td>11.0</td>\n",
" <td>9.0</td>\n",
" <td>USA</td>\n",
" <td>CA</td>\n",
" <td>Chula Vista</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>Zumaya</td>\n",
" <td>Joel Martin</td>\n",
" <td>215.0</td>\n",
" <td>75.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>2006-04-03</td>\n",
" <td>2010-06-28</td>\n",
" <td>zumaj001</td>\n",
" <td>zumayjo01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19098</th>\n",
" <td>zuninmi01</td>\n",
" <td>1991.0</td>\n",
" <td>3.0</td>\n",
" <td>25.0</td>\n",
" <td>USA</td>\n",
" <td>FL</td>\n",
" <td>Cape Coral</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>Zunino</td>\n",
" <td>Michael Accorsi</td>\n",
" <td>220.0</td>\n",
" <td>74.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>2013-06-12</td>\n",
" <td>2016-10-02</td>\n",
" <td>zunim001</td>\n",
" <td>zuninmi01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19099</th>\n",
" <td>zupcibo01</td>\n",
" <td>1966.0</td>\n",
" <td>8.0</td>\n",
" <td>18.0</td>\n",
" <td>USA</td>\n",
" <td>PA</td>\n",
" <td>Pittsburgh</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>Zupcic</td>\n",
" <td>Robert</td>\n",
" <td>220.0</td>\n",
" <td>76.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>1991-09-07</td>\n",
" <td>1994-08-04</td>\n",
" <td>zupcb001</td>\n",
" <td>zupcibo01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19100</th>\n",
" <td>zupofr01</td>\n",
" <td>1939.0</td>\n",
" <td>8.0</td>\n",
" <td>29.0</td>\n",
" <td>USA</td>\n",
" <td>CA</td>\n",
" <td>San Francisco</td>\n",
" <td>2005.0</td>\n",
" <td>3.0</td>\n",
" <td>25.0</td>\n",
" <td>...</td>\n",
" <td>Zupo</td>\n",
" <td>Frank Joseph</td>\n",
" <td>182.0</td>\n",
" <td>71.0</td>\n",
" <td>L</td>\n",
" <td>R</td>\n",
" <td>1957-07-01</td>\n",
" <td>1961-05-09</td>\n",
" <td>zupof101</td>\n",
" <td>zupofr01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19101</th>\n",
" <td>zuvelpa01</td>\n",
" <td>1958.0</td>\n",
" <td>10.0</td>\n",
" <td>31.0</td>\n",
" <td>USA</td>\n",
" <td>CA</td>\n",
" <td>San Mateo</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>Zuvella</td>\n",
" <td>Paul</td>\n",
" <td>173.0</td>\n",
" <td>72.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>1982-09-04</td>\n",
" <td>1991-05-02</td>\n",
" <td>zuvep001</td>\n",
" <td>zuvelpa01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19102</th>\n",
" <td>zuverge01</td>\n",
" <td>1924.0</td>\n",
" <td>8.0</td>\n",
" <td>20.0</td>\n",
" <td>USA</td>\n",
" <td>MI</td>\n",
" <td>Holland</td>\n",
" <td>2014.0</td>\n",
" <td>9.0</td>\n",
" <td>8.0</td>\n",
" <td>...</td>\n",
" <td>Zuverink</td>\n",
" <td>George</td>\n",
" <td>195.0</td>\n",
" <td>76.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>1951-04-21</td>\n",
" <td>1959-06-15</td>\n",
" <td>zuveg101</td>\n",
" <td>zuverge01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19103</th>\n",
" <td>zwilldu01</td>\n",
" <td>1888.0</td>\n",
" <td>11.0</td>\n",
" <td>2.0</td>\n",
" <td>USA</td>\n",
" <td>MO</td>\n",
" <td>St. Louis</td>\n",
" <td>1978.0</td>\n",
" <td>3.0</td>\n",
" <td>27.0</td>\n",
" <td>...</td>\n",
" <td>Zwilling</td>\n",
" <td>Edward Harrison</td>\n",
" <td>160.0</td>\n",
" <td>66.0</td>\n",
" <td>L</td>\n",
" <td>L</td>\n",
" <td>1910-08-14</td>\n",
" <td>1916-07-12</td>\n",
" <td>zwild101</td>\n",
" <td>zwilldu01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19104</th>\n",
" <td>zychto01</td>\n",
" <td>1990.0</td>\n",
" <td>8.0</td>\n",
" <td>7.0</td>\n",
" <td>USA</td>\n",
" <td>IL</td>\n",
" <td>Monee</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>Zych</td>\n",
" <td>Anthony Aaron</td>\n",
" <td>190.0</td>\n",
" <td>75.0</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" <td>2015-09-04</td>\n",
" <td>2016-08-24</td>\n",
" <td>zycht001</td>\n",
" <td>zychto01</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>19105 rows × 24 columns</p>\n",
"</div>"
],
"text/plain": [
" playerID birthYear birthMonth birthDay birthCountry birthState \\\n",
"0 aardsda01 1981.0 12.0 27.0 USA CO \n",
"1 aaronha01 1934.0 2.0 5.0 USA AL \n",
"2 aaronto01 1939.0 8.0 5.0 USA AL \n",
"3 aasedo01 1954.0 9.0 8.0 USA CA \n",
"4 abadan01 1972.0 8.0 25.0 USA FL \n",
"5 abadfe01 1985.0 12.0 17.0 D.R. La Romana \n",
"6 abadijo01 1850.0 11.0 4.0 USA PA \n",
"7 abbated01 1877.0 4.0 15.0 USA PA \n",
"8 abbeybe01 1869.0 11.0 11.0 USA VT \n",
"9 abbeych01 1866.0 10.0 14.0 USA NE \n",
"10 abbotda01 1862.0 3.0 16.0 USA OH \n",
"11 abbotfr01 1874.0 10.0 22.0 USA OH \n",
"12 abbotgl01 1951.0 2.0 16.0 USA AR \n",
"13 abbotje01 1972.0 8.0 17.0 USA GA \n",
"14 abbotji01 1967.0 9.0 19.0 USA MI \n",
"15 abbotku01 1969.0 6.0 2.0 USA OH \n",
"16 abbotky01 1968.0 2.0 18.0 USA MA \n",
"17 abbotod01 1888.0 9.0 5.0 USA PA \n",
"18 abbotpa01 1967.0 9.0 15.0 USA CA \n",
"19 aberal01 1927.0 7.0 31.0 USA OH \n",
"20 abercda01 1850.0 1.0 2.0 USA OK \n",
"21 abercre01 1980.0 7.0 15.0 USA GA \n",
"22 abernbi01 1929.0 1.0 30.0 USA CA \n",
"23 abernbr01 1977.0 9.0 23.0 USA GA \n",
"24 abernte01 1921.0 10.0 30.0 USA NC \n",
"25 abernte02 1933.0 3.0 6.0 USA NC \n",
"26 abernwo01 1915.0 2.0 1.0 USA NC \n",
"27 aberscl01 1921.0 8.0 28.0 USA IL \n",
"28 ablesha01 1883.0 10.0 4.0 USA TX \n",
"29 abnersh01 1966.0 6.0 17.0 USA OH \n",
"... ... ... ... ... ... ... \n",
"19075 zimmejo02 1986.0 5.0 23.0 USA WI \n",
"19076 zimmero01 1913.0 9.0 13.0 USA PA \n",
"19077 zimmery01 1984.0 9.0 28.0 USA NC \n",
"19078 zinkch01 1979.0 8.0 26.0 USA CA \n",
"19079 zinkwa01 1898.0 11.0 21.0 USA MA \n",
"19080 zinnfr01 1865.0 12.0 21.0 USA PA \n",
"19081 zinngu01 1887.0 2.0 13.0 USA WV \n",
"19082 zinnji01 1895.0 1.0 21.0 USA AR \n",
"19083 zinsebi01 1918.0 1.0 6.0 USA NY \n",
"19084 zinteal01 1968.0 5.0 19.0 USA TX \n",
"19085 zipfebu01 1938.0 11.0 18.0 USA IL \n",
"19086 ziskri01 1949.0 2.0 6.0 USA NY \n",
"19087 zitoba01 1978.0 5.0 13.0 USA NV \n",
"19088 zitzmbi01 1895.0 11.0 19.0 USA NY \n",
"19089 zmiched01 1884.0 10.0 1.0 USA OH \n",
"19090 zobribe01 1981.0 5.0 26.0 USA IL \n",
"19091 zoccope01 1977.0 2.0 6.0 USA NY \n",
"19092 zoldasa01 1918.0 12.0 8.0 USA NY \n",
"19093 zoskyed01 1968.0 2.0 10.0 USA CA \n",
"19094 zuberbi01 1913.0 3.0 26.0 USA IA \n",
"19095 zuberjo01 1969.0 12.0 10.0 USA CA \n",
"19096 zuletju01 1975.0 3.0 28.0 Panama Panama \n",
"19097 zumayjo01 1984.0 11.0 9.0 USA CA \n",
"19098 zuninmi01 1991.0 3.0 25.0 USA FL \n",
"19099 zupcibo01 1966.0 8.0 18.0 USA PA \n",
"19100 zupofr01 1939.0 8.0 29.0 USA CA \n",
"19101 zuvelpa01 1958.0 10.0 31.0 USA CA \n",
"19102 zuverge01 1924.0 8.0 20.0 USA MI \n",
"19103 zwilldu01 1888.0 11.0 2.0 USA MO \n",
"19104 zychto01 1990.0 8.0 7.0 USA IL \n",
"\n",
" birthCity deathYear deathMonth deathDay ... \\\n",
"0 Denver NaN NaN NaN ... \n",
"1 Mobile NaN NaN NaN ... \n",
"2 Mobile 1984.0 8.0 16.0 ... \n",
"3 Orange NaN NaN NaN ... \n",
"4 Palm Beach NaN NaN NaN ... \n",
"5 La Romana NaN NaN NaN ... \n",
"6 Philadelphia 1905.0 5.0 17.0 ... \n",
"7 Latrobe 1957.0 1.0 6.0 ... \n",
"8 Essex 1962.0 6.0 11.0 ... \n",
"9 Falls City 1926.0 4.0 27.0 ... \n",
"10 Portage 1930.0 2.0 13.0 ... \n",
"11 Versailles 1935.0 6.0 11.0 ... \n",
"12 Little Rock NaN NaN NaN ... \n",
"13 Atlanta NaN NaN NaN ... \n",
"14 Flint NaN NaN NaN ... \n",
"15 Zanesville NaN NaN NaN ... \n",
"16 Newburyport NaN NaN NaN ... \n",
"17 New Eagle 1933.0 4.0 13.0 ... \n",
"18 Van Nuys NaN NaN NaN ... \n",
"19 Cleveland 1993.0 5.0 20.0 ... \n",
"20 Fort Towson 1939.0 11.0 11.0 ... \n",
"21 Columbus NaN NaN NaN ... \n",
"22 Torrance 2006.0 2.0 19.0 ... \n",
"23 Atlanta NaN NaN NaN ... \n",
"24 Bynum 2001.0 11.0 16.0 ... \n",
"25 Stanley 2004.0 12.0 16.0 ... \n",
"26 Forest City 1994.0 12.0 5.0 ... \n",
"27 Chicago 1973.0 6.0 23.0 ... \n",
"28 Terrell 1951.0 2.0 8.0 ... \n",
"29 Hamilton NaN NaN NaN ... \n",
"... ... ... ... ... ... \n",
"19075 Auburndale NaN NaN NaN ... \n",
"19076 Pine Grove 1991.0 11.0 22.0 ... \n",
"19077 Washington NaN NaN NaN ... \n",
"19078 Carmichael NaN NaN NaN ... \n",
"19079 Pittsfield 1964.0 6.0 12.0 ... \n",
"19080 Phoenixville 1936.0 5.0 12.0 ... \n",
"19081 Holbrook 1949.0 10.0 6.0 ... \n",
"19082 Benton 1991.0 2.0 26.0 ... \n",
"19083 Astoria 1993.0 2.0 16.0 ... \n",
"19084 El Paso NaN NaN NaN ... \n",
"19085 Belleville NaN NaN NaN ... \n",
"19086 Brooklyn NaN NaN NaN ... \n",
"19087 Las Vegas NaN NaN NaN ... \n",
"19088 Long Island City 1985.0 5.0 29.0 ... \n",
"19089 Cleveland 1950.0 8.0 20.0 ... \n",
"19090 Eureka NaN NaN NaN ... \n",
"19091 Bronx NaN NaN NaN ... \n",
"19092 Brooklyn 1966.0 8.0 25.0 ... \n",
"19093 Whittier NaN NaN NaN ... \n",
"19094 Middle Amana 1982.0 11.0 2.0 ... \n",
"19095 Encino NaN NaN NaN ... \n",
"19096 Panama NaN NaN NaN ... \n",
"19097 Chula Vista NaN NaN NaN ... \n",
"19098 Cape Coral NaN NaN NaN ... \n",
"19099 Pittsburgh NaN NaN NaN ... \n",
"19100 San Francisco 2005.0 3.0 25.0 ... \n",
"19101 San Mateo NaN NaN NaN ... \n",
"19102 Holland 2014.0 9.0 8.0 ... \n",
"19103 St. Louis 1978.0 3.0 27.0 ... \n",
"19104 Monee NaN NaN NaN ... \n",
"\n",
" nameLast nameGiven weight height bats throws debut \\\n",
"0 Aardsma David Allan 215.0 75.0 R R 2004-04-06 \n",
"1 Aaron Henry Louis 180.0 72.0 R R 1954-04-13 \n",
"2 Aaron Tommie Lee 190.0 75.0 R R 1962-04-10 \n",
"3 Aase Donald William 190.0 75.0 R R 1977-07-26 \n",
"4 Abad Fausto Andres 184.0 73.0 L L 2001-09-10 \n",
"5 Abad Fernando Antonio 220.0 73.0 L L 2010-07-28 \n",
"6 Abadie John W. 192.0 72.0 R R 1875-04-26 \n",
"7 Abbaticchio Edward James 170.0 71.0 R R 1897-09-04 \n",
"8 Abbey Bert Wood 175.0 71.0 R R 1892-06-14 \n",
"9 Abbey Charles S. 169.0 68.0 L L 1893-08-16 \n",
"10 Abbott Leander Franklin 190.0 71.0 R R 1890-04-19 \n",
"11 Abbott Harry Frederick 180.0 70.0 R R 1903-04-25 \n",
"12 Abbott William Glenn 200.0 78.0 R R 1973-07-29 \n",
"13 Abbott Jeffrey William 190.0 74.0 R L 1997-06-10 \n",
"14 Abbott James Anthony 200.0 75.0 L L 1989-04-08 \n",
"15 Abbott Kurt Thomas 180.0 71.0 R R 1993-09-07 \n",
"16 Abbott Lawrence Kyle 200.0 76.0 L L 1991-09-10 \n",
"17 Abbott Ody Cleon 180.0 74.0 R R 1910-09-10 \n",
"18 Abbott Paul David 185.0 75.0 R R 1990-08-21 \n",
"19 Aber Albert Julius 195.0 74.0 L L 1950-09-15 \n",
"20 Abercrombie Francis Patterson NaN NaN NaN NaN 1871-10-21 \n",
"21 Abercrombie Reginald Damascus 215.0 75.0 R R 2006-04-04 \n",
"22 Abernathie William Edward 190.0 70.0 R R 1952-09-27 \n",
"23 Abernathy Michael Brent 185.0 73.0 R R 2001-06-25 \n",
"24 Abernathy Talmadge Lafayette 210.0 74.0 R L 1942-09-19 \n",
"25 Abernathy Theodore Wade 215.0 76.0 R R 1955-04-13 \n",
"26 Abernathy Virgil Woodrow 170.0 72.0 L L 1946-07-28 \n",
"27 Aberson Clifford Alexander 200.0 72.0 R R 1947-07-18 \n",
"28 Ables Harry Terrell 200.0 74.0 R L 1905-09-04 \n",
"29 Abner Shawn Wesley 190.0 73.0 R R 1987-09-08 \n",
"... ... ... ... ... ... ... ... \n",
"19075 Zimmermann Jordan M. 225.0 74.0 R R 2009-04-20 \n",
"19076 Zimmerman Roy Franklin 187.0 74.0 L L 1945-08-27 \n",
"19077 Zimmerman Ryan Wallace 225.0 75.0 R R 2005-09-01 \n",
"19078 Zink Charles Tadao 190.0 73.0 R R 2008-08-12 \n",
"19079 Zink Walter Noble 165.0 72.0 R R 1921-07-06 \n",
"19080 Zinn Frank Patrick 150.0 68.0 NaN NaN 1888-04-18 \n",
"19081 Zinn Guy 170.0 70.0 L R 1911-09-11 \n",
"19082 Zinn James Edward 195.0 72.0 L R 1919-09-04 \n",
"19083 Zinser William Francis 185.0 73.0 R R 1944-08-19 \n",
"19084 Zinter Alan Michael 200.0 74.0 B R 2002-06-18 \n",
"19085 Zipfel Marion Sylvester 200.0 75.0 L R 1961-07-26 \n",
"19086 Zisk Richard Walter 200.0 73.0 R R 1971-09-08 \n",
"19087 Zito Barry William 205.0 74.0 L L 2000-07-22 \n",
"19088 Zitzmann William Arthur 175.0 70.0 R R 1919-04-27 \n",
"19089 Zmich Edward Albert 180.0 72.0 L L 1910-07-23 \n",
"19090 Zobrist Benjamin Thomas 210.0 75.0 B R 2006-08-01 \n",
"19091 Zoccolillo Peter Jude 200.0 74.0 L R 2003-09-05 \n",
"19092 Zoldak Samuel Walter 185.0 71.0 L L 1944-05-13 \n",
"19093 Zosky Edward James 175.0 72.0 R R 1991-09-02 \n",
"19094 Zuber William Henry 195.0 74.0 R R 1936-09-16 \n",
"19095 Zuber Jon Edward 190.0 73.0 L L 1996-04-19 \n",
"19096 Zuleta Julio Ernesto 230.0 78.0 R R 2000-04-06 \n",
"19097 Zumaya Joel Martin 215.0 75.0 R R 2006-04-03 \n",
"19098 Zunino Michael Accorsi 220.0 74.0 R R 2013-06-12 \n",
"19099 Zupcic Robert 220.0 76.0 R R 1991-09-07 \n",
"19100 Zupo Frank Joseph 182.0 71.0 L R 1957-07-01 \n",
"19101 Zuvella Paul 173.0 72.0 R R 1982-09-04 \n",
"19102 Zuverink George 195.0 76.0 R R 1951-04-21 \n",
"19103 Zwilling Edward Harrison 160.0 66.0 L L 1910-08-14 \n",
"19104 Zych Anthony Aaron 190.0 75.0 R R 2015-09-04 \n",
"\n",
" finalGame retroID bbrefID \n",
"0 2015-08-23 aardd001 aardsda01 \n",
"1 1976-10-03 aaroh101 aaronha01 \n",
"2 1971-09-26 aarot101 aaronto01 \n",
"3 1990-10-03 aased001 aasedo01 \n",
"4 2006-04-13 abada001 abadan01 \n",
"5 2016-09-25 abadf001 abadfe01 \n",
"6 1875-06-10 abadj101 abadijo01 \n",
"7 1910-09-15 abbae101 abbated01 \n",
"8 1896-09-23 abbeb101 abbeybe01 \n",
"9 1897-08-19 abbec101 abbeych01 \n",
"10 1890-05-23 abbod101 abbotda01 \n",
"11 1905-09-20 abbof101 abbotfr01 \n",
"12 1984-08-08 abbog001 abbotgl01 \n",
"13 2001-09-29 abboj002 abbotje01 \n",
"14 1999-07-21 abboj001 abbotji01 \n",
"15 2001-04-13 abbok002 abbotku01 \n",
"16 1996-08-24 abbok001 abbotky01 \n",
"17 1910-10-15 abboo101 abbotod01 \n",
"18 2004-08-07 abbop001 abbotpa01 \n",
"19 1957-09-11 abera101 aberal01 \n",
"20 1871-10-21 aberd101 abercda01 \n",
"21 2008-09-28 aberr001 abercre01 \n",
"22 1952-09-27 aberb101 abernbi01 \n",
"23 2005-09-29 aberb001 abernbr01 \n",
"24 1944-04-29 abert102 abernte01 \n",
"25 1972-09-30 abert101 abernte02 \n",
"26 1947-04-17 aberw101 abernwo01 \n",
"27 1949-05-09 aberc101 aberscl01 \n",
"28 1911-05-05 ableh101 ablesha01 \n",
"29 1992-10-03 abnes001 abnersh01 \n",
"... ... ... ... \n",
"19075 2016-10-01 zimmj003 zimmejo02 \n",
"19076 1945-09-30 zimmr101 zimmero01 \n",
"19077 2016-10-02 zimmr001 zimmery01 \n",
"19078 2008-08-12 zinkc001 zinkch01 \n",
"19079 1921-07-19 zinkw101 zinkwa01 \n",
"19080 1888-05-03 zinnf101 zinnfr01 \n",
"19081 1915-09-16 zinng101 zinngu01 \n",
"19082 1929-08-25 zinnj101 zinnji01 \n",
"19083 1944-08-26 zinsb101 zinsebi01 \n",
"19084 2004-10-03 zinta001 zinteal01 \n",
"19085 1962-09-30 zipfb101 zipfebu01 \n",
"19086 1983-09-21 ziskr101 ziskri01 \n",
"19087 2015-09-30 zitob001 zitoba01 \n",
"19088 1929-09-25 zitzb101 zitzmbi01 \n",
"19089 1911-06-01 zmice101 zmiched01 \n",
"19090 2016-10-02 zobrb001 zobribe01 \n",
"19091 2003-09-28 zoccp001 zoccope01 \n",
"19092 1952-08-26 zolds101 zoldasa01 \n",
"19093 2000-10-01 zoske001 zoskyed01 \n",
"19094 1947-09-23 zubeb101 zuberbi01 \n",
"19095 1998-09-27 zubej001 zuberjo01 \n",
"19096 2001-06-25 zulej001 zuletju01 \n",
"19097 2010-06-28 zumaj001 zumayjo01 \n",
"19098 2016-10-02 zunim001 zuninmi01 \n",
"19099 1994-08-04 zupcb001 zupcibo01 \n",
"19100 1961-05-09 zupof101 zupofr01 \n",
"19101 1991-05-02 zuvep001 zuvelpa01 \n",
"19102 1959-06-15 zuveg101 zuverge01 \n",
"19103 1916-07-12 zwild101 zwilldu01 \n",
"19104 2016-08-24 zycht001 zychto01 \n",
"\n",
"[19105 rows x 24 columns]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 試しに見てみる\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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" <th>birthYear</th>\n",
" <th>birthMonth</th>\n",
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" <tr>\n",
" <th>397</th>\n",
" <td>aokino01</td>\n",
" <td>Nori</td>\n",
" <td>Aoki</td>\n",
" <td>1982.0</td>\n",
" <td>1.0</td>\n",
" <td>5.0</td>\n",
" <td>Japan</td>\n",
" <td>L</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1683</th>\n",
" <td>bowieji01</td>\n",
" <td>Jim</td>\n",
" <td>Bowie</td>\n",
" <td>1965.0</td>\n",
" <td>2.0</td>\n",
" <td>17.0</td>\n",
" <td>Japan</td>\n",
" <td>L</td>\n",
" <td>L</td>\n",
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" <tr>\n",
" <th>2956</th>\n",
" <td>chitrst01</td>\n",
" <td>Steve</td>\n",
" <td>Chitren</td>\n",
" <td>1967.0</td>\n",
" <td>6.0</td>\n",
" <td>8.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3964</th>\n",
" <td>darviyu01</td>\n",
" <td>Yu</td>\n",
" <td>Darvish</td>\n",
" <td>1986.0</td>\n",
" <td>8.0</td>\n",
" <td>16.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5271</th>\n",
" <td>fenwibo01</td>\n",
" <td>Bobby</td>\n",
" <td>Fenwick</td>\n",
" <td>1946.0</td>\n",
" <td>12.0</td>\n",
" <td>10.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5790</th>\n",
" <td>fujikky01</td>\n",
" <td>Kyuji</td>\n",
" <td>Fujikawa</td>\n",
" <td>1980.0</td>\n",
" <td>7.0</td>\n",
" <td>21.0</td>\n",
" <td>Japan</td>\n",
" <td>L</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5791</th>\n",
" <td>fukudko01</td>\n",
" <td>Kosuke</td>\n",
" <td>Fukudome</td>\n",
" <td>1977.0</td>\n",
" <td>4.0</td>\n",
" <td>26.0</td>\n",
" <td>Japan</td>\n",
" <td>L</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5792</th>\n",
" <td>fukumka01</td>\n",
" <td>Kazuo</td>\n",
" <td>Fukumori</td>\n",
" <td>1976.0</td>\n",
" <td>8.0</td>\n",
" <td>4.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7249</th>\n",
" <td>hasegsh01</td>\n",
" <td>Shigetoshi</td>\n",
" <td>Hasegawa</td>\n",
" <td>1968.0</td>\n",
" <td>8.0</td>\n",
" <td>1.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7998</th>\n",
" <td>housecr01</td>\n",
" <td>Craig</td>\n",
" <td>House</td>\n",
" <td>1977.0</td>\n",
" <td>7.0</td>\n",
" <td>8.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8249</th>\n",
" <td>igarary01</td>\n",
" <td>Ryota</td>\n",
" <td>Igarashi</td>\n",
" <td>1979.0</td>\n",
" <td>5.0</td>\n",
" <td>28.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8250</th>\n",
" <td>igawake01</td>\n",
" <td>Kei</td>\n",
" <td>Igawa</td>\n",
" <td>1979.0</td>\n",
" <td>7.0</td>\n",
" <td>13.0</td>\n",
" <td>Japan</td>\n",
" <td>L</td>\n",
" <td>L</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8255</th>\n",
" <td>iguchta01</td>\n",
" <td>Tadahito</td>\n",
" <td>Iguchi</td>\n",
" <td>1974.0</td>\n",
" <td>12.0</td>\n",
" <td>4.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8277</th>\n",
" <td>irabuhi01</td>\n",
" <td>Hideki</td>\n",
" <td>Irabu</td>\n",
" <td>1969.0</td>\n",
" <td>5.0</td>\n",
" <td>5.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8293</th>\n",
" <td>ishiika01</td>\n",
" <td>Kazuhisa</td>\n",
" <td>Ishii</td>\n",
" <td>1973.0</td>\n",
" <td>9.0</td>\n",
" <td>9.0</td>\n",
" <td>Japan</td>\n",
" <td>L</td>\n",
" <td>L</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8297</th>\n",
" <td>iwakuhi01</td>\n",
" <td>Hisashi</td>\n",
" <td>Iwakuma</td>\n",
" <td>1981.0</td>\n",
" <td>4.0</td>\n",
" <td>12.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8298</th>\n",
" <td>iwamuak01</td>\n",
" <td>Akinori</td>\n",
" <td>Iwamura</td>\n",
" <td>1979.0</td>\n",
" <td>2.0</td>\n",
" <td>9.0</td>\n",
" <td>Japan</td>\n",
" <td>L</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8485</th>\n",
" <td>johjike01</td>\n",
" <td>Kenji</td>\n",
" <td>Johjima</td>\n",
" <td>1976.0</td>\n",
" <td>6.0</td>\n",
" <td>8.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8855</th>\n",
" <td>kashita01</td>\n",
" <td>Takashi</td>\n",
" <td>Kashiwada</td>\n",
" <td>1971.0</td>\n",
" <td>5.0</td>\n",
" <td>14.0</td>\n",
" <td>Japan</td>\n",
" <td>L</td>\n",
" <td>L</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8869</th>\n",
" <td>kawakke01</td>\n",
" <td>Kenshin</td>\n",
" <td>Kawakami</td>\n",
" <td>1975.0</td>\n",
" <td>6.0</td>\n",
" <td>22.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8870</th>\n",
" <td>kawasmu01</td>\n",
" <td>Munenori</td>\n",
" <td>Kawasaki</td>\n",
" <td>1981.0</td>\n",
" <td>6.0</td>\n",
" <td>3.0</td>\n",
" <td>Japan</td>\n",
" <td>L</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9075</th>\n",
" <td>kidama01</td>\n",
" <td>Masao</td>\n",
" <td>Kida</td>\n",
" <td>1968.0</td>\n",
" <td>9.0</td>\n",
" <td>12.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9291</th>\n",
" <td>kobayma01</td>\n",
" <td>Masahide</td>\n",
" <td>Kobayashi</td>\n",
" <td>1974.0</td>\n",
" <td>5.0</td>\n",
" <td>24.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9324</th>\n",
" <td>komiysa01</td>\n",
" <td>Satoru</td>\n",
" <td>Komiyama</td>\n",
" <td>1965.0</td>\n",
" <td>9.0</td>\n",
" <td>15.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9479</th>\n",
" <td>kurodhi01</td>\n",
" <td>Hiroki</td>\n",
" <td>Kuroda</td>\n",
" <td>1975.0</td>\n",
" <td>2.0</td>\n",
" <td>10.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9492</th>\n",
" <td>kuwatma01</td>\n",
" <td>Masumi</td>\n",
" <td>Kuwata</td>\n",
" <td>1968.0</td>\n",
" <td>4.0</td>\n",
" <td>1.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10456</th>\n",
" <td>maedake01</td>\n",
" <td>Kenta</td>\n",
" <td>Maeda</td>\n",
" <td>1988.0</td>\n",
" <td>4.0</td>\n",
" <td>11.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10871</th>\n",
" <td>matsuda01</td>\n",
" <td>Daisuke</td>\n",
" <td>Matsuzaka</td>\n",
" <td>1980.0</td>\n",
" <td>9.0</td>\n",
" <td>13.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10872</th>\n",
" <td>matsuhi01</td>\n",
" <td>Hideki</td>\n",
" <td>Matsui</td>\n",
" <td>1974.0</td>\n",
" <td>6.0</td>\n",
" <td>12.0</td>\n",
" <td>Japan</td>\n",
" <td>L</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10873</th>\n",
" <td>matsuka01</td>\n",
" <td>Kazuo</td>\n",
" <td>Matsui</td>\n",
" <td>1975.0</td>\n",
" <td>10.0</td>\n",
" <td>23.0</td>\n",
" <td>Japan</td>\n",
" <td>B</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12243</th>\n",
" <td>muratto01</td>\n",
" <td>Toru</td>\n",
" <td>Murata</td>\n",
" <td>1985.0</td>\n",
" <td>5.0</td>\n",
" <td>20.0</td>\n",
" <td>Japan</td>\n",
" <td>L</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12377</th>\n",
" <td>nakammi01</td>\n",
" <td>Micheal</td>\n",
" <td>Nakamura</td>\n",
" <td>1976.0</td>\n",
" <td>9.0</td>\n",
" <td>6.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12378</th>\n",
" <td>nakamno01</td>\n",
" <td>Norihiro</td>\n",
" <td>Nakamura</td>\n",
" <td>1973.0</td>\n",
" <td>7.0</td>\n",
" <td>24.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12592</th>\n",
" <td>nishits01</td>\n",
" <td>Tsuyoshi</td>\n",
" <td>Nishioka</td>\n",
" <td>1984.0</td>\n",
" <td>7.0</td>\n",
" <td>27.0</td>\n",
" <td>Japan</td>\n",
" <td>B</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12620</th>\n",
" <td>nomohi01</td>\n",
" <td>Hideo</td>\n",
" <td>Nomo</td>\n",
" <td>1968.0</td>\n",
" <td>8.0</td>\n",
" <td>31.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12621</th>\n",
" <td>nomurta01</td>\n",
" <td>Takahito</td>\n",
" <td>Nomura</td>\n",
" <td>1969.0</td>\n",
" <td>1.0</td>\n",
" <td>10.0</td>\n",
" <td>Japan</td>\n",
" <td>L</td>\n",
" <td>L</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12787</th>\n",
" <td>ohkato01</td>\n",
" <td>Tomo</td>\n",
" <td>Ohka</td>\n",
" <td>1976.0</td>\n",
" <td>3.0</td>\n",
" <td>18.0</td>\n",
" <td>Japan</td>\n",
" <td>B</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12797</th>\n",
" <td>okajihi01</td>\n",
" <td>Hideki</td>\n",
" <td>Okajima</td>\n",
" <td>1975.0</td>\n",
" <td>12.0</td>\n",
" <td>25.0</td>\n",
" <td>Japan</td>\n",
" <td>L</td>\n",
" <td>L</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12992</th>\n",
" <td>otsukak01</td>\n",
" <td>Akinori</td>\n",
" <td>Otsuka</td>\n",
" <td>1972.0</td>\n",
" <td>1.0</td>\n",
" <td>13.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14108</th>\n",
" <td>randost01</td>\n",
" <td>Steve</td>\n",
" <td>Randolph</td>\n",
" <td>1974.0</td>\n",
" <td>5.0</td>\n",
" <td>1.0</td>\n",
" <td>Japan</td>\n",
" <td>L</td>\n",
" <td>L</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14577</th>\n",
" <td>roberda07</td>\n",
" <td>Dave</td>\n",
" <td>Roberts</td>\n",
" <td>1972.0</td>\n",
" <td>5.0</td>\n",
" <td>31.0</td>\n",
" <td>Japan</td>\n",
" <td>L</td>\n",
" <td>L</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15078</th>\n",
" <td>saitota01</td>\n",
" <td>Takashi</td>\n",
" <td>Saito</td>\n",
" <td>1970.0</td>\n",
" <td>2.0</td>\n",
" <td>14.0</td>\n",
" <td>Japan</td>\n",
" <td>L</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15224</th>\n",
" <td>sasakka01</td>\n",
" <td>Kazuhiro</td>\n",
" <td>Sasaki</td>\n",
" <td>1968.0</td>\n",
" <td>2.0</td>\n",
" <td>22.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15774</th>\n",
" <td>shinjts01</td>\n",
" <td>Tsuyoshi</td>\n",
" <td>Shinjo</td>\n",
" <td>1972.0</td>\n",
" <td>1.0</td>\n",
" <td>28.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16830</th>\n",
" <td>suzukic01</td>\n",
" <td>Ichiro</td>\n",
" <td>Suzuki</td>\n",
" <td>1973.0</td>\n",
" <td>10.0</td>\n",
" <td>22.0</td>\n",
" <td>Japan</td>\n",
" <td>L</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16832</th>\n",
" <td>suzukma01</td>\n",
" <td>Mac</td>\n",
" <td>Suzuki</td>\n",
" <td>1975.0</td>\n",
" <td>5.0</td>\n",
" <td>31.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16912</th>\n",
" <td>tadanka01</td>\n",
" <td>Kazuhito</td>\n",
" <td>Tadano</td>\n",
" <td>1980.0</td>\n",
" <td>4.0</td>\n",
" <td>25.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16914</th>\n",
" <td>tagucso01</td>\n",
" <td>So</td>\n",
" <td>Taguchi</td>\n",
" <td>1969.0</td>\n",
" <td>7.0</td>\n",
" <td>2.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16917</th>\n",
" <td>takahhi01</td>\n",
" <td>Hisanori</td>\n",
" <td>Takahashi</td>\n",
" <td>1975.0</td>\n",
" <td>4.0</td>\n",
" <td>2.0</td>\n",
" <td>Japan</td>\n",
" <td>L</td>\n",
" <td>L</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16918</th>\n",
" <td>takahke01</td>\n",
" <td>Ken</td>\n",
" <td>Takahashi</td>\n",
" <td>1969.0</td>\n",
" <td>4.0</td>\n",
" <td>16.0</td>\n",
" <td>Japan</td>\n",
" <td>L</td>\n",
" <td>L</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16919</th>\n",
" <td>takatsh01</td>\n",
" <td>Shingo</td>\n",
" <td>Takatsu</td>\n",
" <td>1968.0</td>\n",
" <td>11.0</td>\n",
" <td>25.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16929</th>\n",
" <td>tanakke01</td>\n",
" <td>Kensuke</td>\n",
" <td>Tanaka</td>\n",
" <td>1981.0</td>\n",
" <td>5.0</td>\n",
" <td>20.0</td>\n",
" <td>Japan</td>\n",
" <td>L</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16930</th>\n",
" <td>tanakma01</td>\n",
" <td>Masahiro</td>\n",
" <td>Tanaka</td>\n",
" <td>1988.0</td>\n",
" <td>11.0</td>\n",
" <td>1.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16960</th>\n",
" <td>tateyyo01</td>\n",
" <td>Yoshinori</td>\n",
" <td>Tateyama</td>\n",
" <td>1975.0</td>\n",
" <td>12.0</td>\n",
" <td>26.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17032</th>\n",
" <td>tazawju01</td>\n",
" <td>Junichi</td>\n",
" <td>Tazawa</td>\n",
" <td>1986.0</td>\n",
" <td>6.0</td>\n",
" <td>6.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17532</th>\n",
" <td>ueharko01</td>\n",
" <td>Koji</td>\n",
" <td>Uehara</td>\n",
" <td>1975.0</td>\n",
" <td>4.0</td>\n",
" <td>3.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17845</th>\n",
" <td>wadats01</td>\n",
" <td>Tsuyoshi</td>\n",
" <td>Wada</td>\n",
" <td>1981.0</td>\n",
" <td>2.0</td>\n",
" <td>21.0</td>\n",
" <td>Japan</td>\n",
" <td>L</td>\n",
" <td>L</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18904</th>\n",
" <td>yabuke01</td>\n",
" <td>Keiichi</td>\n",
" <td>Yabu</td>\n",
" <td>1968.0</td>\n",
" <td>9.0</td>\n",
" <td>28.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18905</th>\n",
" <td>yabutya01</td>\n",
" <td>Yasuhiko</td>\n",
" <td>Yabuta</td>\n",
" <td>1973.0</td>\n",
" <td>6.0</td>\n",
" <td>19.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18954</th>\n",
" <td>yoshima01</td>\n",
" <td>Masato</td>\n",
" <td>Yoshii</td>\n",
" <td>1965.0</td>\n",
" <td>4.0</td>\n",
" <td>20.0</td>\n",
" <td>Japan</td>\n",
" <td>R</td>\n",
" <td>R</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>63 rows × 9 columns</p>\n",
"</div>"
],
"text/plain": [
" playerID nameFirst nameLast birthYear birthMonth birthDay \\\n",
"397 aokino01 Nori Aoki 1982.0 1.0 5.0 \n",
"1683 bowieji01 Jim Bowie 1965.0 2.0 17.0 \n",
"2956 chitrst01 Steve Chitren 1967.0 6.0 8.0 \n",
"3964 darviyu01 Yu Darvish 1986.0 8.0 16.0 \n",
"5271 fenwibo01 Bobby Fenwick 1946.0 12.0 10.0 \n",
"5790 fujikky01 Kyuji Fujikawa 1980.0 7.0 21.0 \n",
"5791 fukudko01 Kosuke Fukudome 1977.0 4.0 26.0 \n",
"5792 fukumka01 Kazuo Fukumori 1976.0 8.0 4.0 \n",
"7249 hasegsh01 Shigetoshi Hasegawa 1968.0 8.0 1.0 \n",
"7998 housecr01 Craig House 1977.0 7.0 8.0 \n",
"8249 igarary01 Ryota Igarashi 1979.0 5.0 28.0 \n",
"8250 igawake01 Kei Igawa 1979.0 7.0 13.0 \n",
"8255 iguchta01 Tadahito Iguchi 1974.0 12.0 4.0 \n",
"8277 irabuhi01 Hideki Irabu 1969.0 5.0 5.0 \n",
"8293 ishiika01 Kazuhisa Ishii 1973.0 9.0 9.0 \n",
"8297 iwakuhi01 Hisashi Iwakuma 1981.0 4.0 12.0 \n",
"8298 iwamuak01 Akinori Iwamura 1979.0 2.0 9.0 \n",
"8485 johjike01 Kenji Johjima 1976.0 6.0 8.0 \n",
"8855 kashita01 Takashi Kashiwada 1971.0 5.0 14.0 \n",
"8869 kawakke01 Kenshin Kawakami 1975.0 6.0 22.0 \n",
"8870 kawasmu01 Munenori Kawasaki 1981.0 6.0 3.0 \n",
"9075 kidama01 Masao Kida 1968.0 9.0 12.0 \n",
"9291 kobayma01 Masahide Kobayashi 1974.0 5.0 24.0 \n",
"9324 komiysa01 Satoru Komiyama 1965.0 9.0 15.0 \n",
"9479 kurodhi01 Hiroki Kuroda 1975.0 2.0 10.0 \n",
"9492 kuwatma01 Masumi Kuwata 1968.0 4.0 1.0 \n",
"10456 maedake01 Kenta Maeda 1988.0 4.0 11.0 \n",
"10871 matsuda01 Daisuke Matsuzaka 1980.0 9.0 13.0 \n",
"10872 matsuhi01 Hideki Matsui 1974.0 6.0 12.0 \n",
"10873 matsuka01 Kazuo Matsui 1975.0 10.0 23.0 \n",
"... ... ... ... ... ... ... \n",
"12243 muratto01 Toru Murata 1985.0 5.0 20.0 \n",
"12377 nakammi01 Micheal Nakamura 1976.0 9.0 6.0 \n",
"12378 nakamno01 Norihiro Nakamura 1973.0 7.0 24.0 \n",
"12592 nishits01 Tsuyoshi Nishioka 1984.0 7.0 27.0 \n",
"12620 nomohi01 Hideo Nomo 1968.0 8.0 31.0 \n",
"12621 nomurta01 Takahito Nomura 1969.0 1.0 10.0 \n",
"12787 ohkato01 Tomo Ohka 1976.0 3.0 18.0 \n",
"12797 okajihi01 Hideki Okajima 1975.0 12.0 25.0 \n",
"12992 otsukak01 Akinori Otsuka 1972.0 1.0 13.0 \n",
"14108 randost01 Steve Randolph 1974.0 5.0 1.0 \n",
"14577 roberda07 Dave Roberts 1972.0 5.0 31.0 \n",
"15078 saitota01 Takashi Saito 1970.0 2.0 14.0 \n",
"15224 sasakka01 Kazuhiro Sasaki 1968.0 2.0 22.0 \n",
"15774 shinjts01 Tsuyoshi Shinjo 1972.0 1.0 28.0 \n",
"16830 suzukic01 Ichiro Suzuki 1973.0 10.0 22.0 \n",
"16832 suzukma01 Mac Suzuki 1975.0 5.0 31.0 \n",
"16912 tadanka01 Kazuhito Tadano 1980.0 4.0 25.0 \n",
"16914 tagucso01 So Taguchi 1969.0 7.0 2.0 \n",
"16917 takahhi01 Hisanori Takahashi 1975.0 4.0 2.0 \n",
"16918 takahke01 Ken Takahashi 1969.0 4.0 16.0 \n",
"16919 takatsh01 Shingo Takatsu 1968.0 11.0 25.0 \n",
"16929 tanakke01 Kensuke Tanaka 1981.0 5.0 20.0 \n",
"16930 tanakma01 Masahiro Tanaka 1988.0 11.0 1.0 \n",
"16960 tateyyo01 Yoshinori Tateyama 1975.0 12.0 26.0 \n",
"17032 tazawju01 Junichi Tazawa 1986.0 6.0 6.0 \n",
"17532 ueharko01 Koji Uehara 1975.0 4.0 3.0 \n",
"17845 wadats01 Tsuyoshi Wada 1981.0 2.0 21.0 \n",
"18904 yabuke01 Keiichi Yabu 1968.0 9.0 28.0 \n",
"18905 yabutya01 Yasuhiko Yabuta 1973.0 6.0 19.0 \n",
"18954 yoshima01 Masato Yoshii 1965.0 4.0 20.0 \n",
"\n",
" birthCountry bats throws \n",
"397 Japan L R \n",
"1683 Japan L L \n",
"2956 Japan R R \n",
"3964 Japan R R \n",
"5271 Japan R R \n",
"5790 Japan L R \n",
"5791 Japan L R \n",
"5792 Japan R R \n",
"7249 Japan R R \n",
"7998 Japan R R \n",
"8249 Japan R R \n",
"8250 Japan L L \n",
"8255 Japan R R \n",
"8277 Japan R R \n",
"8293 Japan L L \n",
"8297 Japan R R \n",
"8298 Japan L R \n",
"8485 Japan R R \n",
"8855 Japan L L \n",
"8869 Japan R R \n",
"8870 Japan L R \n",
"9075 Japan R R \n",
"9291 Japan R R \n",
"9324 Japan R R \n",
"9479 Japan R R \n",
"9492 Japan R R \n",
"10456 Japan R R \n",
"10871 Japan R R \n",
"10872 Japan L R \n",
"10873 Japan B R \n",
"... ... ... ... \n",
"12243 Japan L R \n",
"12377 Japan R R \n",
"12378 Japan R R \n",
"12592 Japan B R \n",
"12620 Japan R R \n",
"12621 Japan L L \n",
"12787 Japan B R \n",
"12797 Japan L L \n",
"12992 Japan R R \n",
"14108 Japan L L \n",
"14577 Japan L L \n",
"15078 Japan L R \n",
"15224 Japan R R \n",
"15774 Japan R R \n",
"16830 Japan L R \n",
"16832 Japan R R \n",
"16912 Japan R R \n",
"16914 Japan R R \n",
"16917 Japan L L \n",
"16918 Japan L L \n",
"16919 Japan R R \n",
"16929 Japan L R \n",
"16930 Japan R R \n",
"16960 Japan R R \n",
"17032 Japan R R \n",
"17532 Japan R R \n",
"17845 Japan L L \n",
"18904 Japan R R \n",
"18905 Japan R R \n",
"18954 Japan R R \n",
"\n",
"[63 rows x 9 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 日本生まれの選手（元を含む）を抽出する\n",
"df_samurai = df[['playerID', 'nameFirst', 'nameLast', 'birthYear', 'birthMonth', 'birthDay', 'birthCountry', 'bats', 'throws']].query('birthCountry==\"Japan\"')\n",
"df_samurai"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# 抽出結果をcsvとして保存する\n",
"df_samurai.to_csv('samurai.csv')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# connpass(https://connpass.com/)から,Rettyを含むイベントを検索する&戻り値をDictionaryで読み込む\n",
"import requests"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"response = requests.get('https://connpass.com/api/v1/event/?keyword=retty&order=1')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"import json\n",
"result = json.loads(response.text)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'events': [{'accepted': 4,\n",
" 'address': '東京都港区三田1丁目4番1号 (住友不動産麻布十番ビル3F)',\n",
" 'catch': '',\n",
" 'description': '<h1>Retty麻布十番に移転しました！！</h1>\\n<p>第22回 Androidもくもく勉強会@Retty を 2017/11/30(木) 19:00 – 21:00 に東京都港区麻布十番の「Retty株式会社」にて開催いたします。</p>\\n<p>Androidエンジニアの方やAndroidアプリを作っている方に向けた定期イベントで、いつもと雰囲気を変えて作業をしたりする場です！ もくもく作業するもよし、勉強するもよし！Kotlinも大歓迎です！楽しみながら開発をしましょう！初めての方もお久しぶりの方も気軽にご参加下さい！※Android開発者であればどなたでも参加できます。途中参加・退出も自由です。 初心者もOKですが、ハンズオンとかはありませんのでご注意ください。</p>\\n<p>【日時】2017/11/30(木) 19:00 – 21:00</p>\\n<p>【場所】Retty株式会社（東京都港区三田1丁目4番1号住友不動産麻布十番ビル3F）<br>\\n <a href=\"http://corp.retty.me/\" rel=\"nofollow\">http://corp.retty.me/</a></p>\\n<p>※渋谷、五反田、目黒方面からお越しの際はバス停「中ノ橋（港区）」で下車いただくとオフィスが目の前です！</p>\\n<p>【参加費】 無料</p>\\n<p>【定員】 10名</p>\\n<p>【スケジュール】</p>\\n<ul>\\n<li>19:00 – 19:15\\u3000簡単な自己紹介</li>\\n<li>19:15 – 21:00\\u3000もくもく勉強会</li>\\n<li>21:00 – 時間があれば簡単な懇親会・質問タイム</li>\\n</ul>\\n<p>【その他】</p>\\n<ul>\\n<li>Wifi、電源あります</li>\\n<li>基本的には自分でコードを書く人のための勉強会のため、それ以外のかたのご利用は、目的等、事前連絡ください</li>\\n<li>参加時のコメントで、以下よりお飲み物のリクエストを記載していただくとご用意します٩( \\'ω\\' )و</li>\\n</ul>\\n<div class=\"codehilite\"><pre><span class=\"n\">public</span> <span class=\"k\">enum</span> <span class=\"err\">お飲物</span> <span class=\"p\">{</span>\\n <span class=\"err\">エナドリ</span><span class=\"p\">,</span>\\n <span class=\"err\">ビール</span><span class=\"p\">,</span>\\n <span class=\"err\">お茶</span><span class=\"p\">,</span>\\n <span class=\"err\">ミネラルウォーター</span>\\n<span class=\"p\">}</span>\\n</pre></div>',\n",
" 'ended_at': '2017-11-30T21:00:00+09:00',\n",
" 'event_id': 72323,\n",
" 'event_type': 'participation',\n",
" 'event_url': 'https://retty.connpass.com/event/72323/',\n",
" 'hash_tag': 'AndroidMokuMokuRetty',\n",
" 'lat': '35.653293300000',\n",
" 'limit': 10,\n",
" 'lon': '139.741211400000',\n",
" 'owner_display_name': 'AtsukoFukui',\n",
" 'owner_id': 72786,\n",
" 'owner_nickname': 'AtsukoFukui',\n",
" 'place': 'Retty株式会社 麻布十番オフィス',\n",
" 'series': {'id': 2045,\n",
" 'title': 'Retty',\n",
" 'url': 'https://retty.connpass.com/'},\n",
" 'started_at': '2017-11-30T19:00:00+09:00',\n",
" 'title': '第22回 Androidもくもく勉強会@Rettyオフィス',\n",
" 'updated_at': '2017-11-14T16:24:40+09:00',\n",
" 'waiting': 0},\n",
" {'accepted': 17,\n",
" 'address': '渋谷区千駄ヶ谷5-32-7 4F',\n",
" 'catch': '日本人宇宙飛行記念日',\n",
" 'description': '<h2>この勉強会について</h2>\\n<p>基本的に毎月開催です。スプリントのゆるい版みたいな感じで各自自分でやりたいことを持ってきて、勝手に開発を進めています。参加費は無料です。\\n初めての方も常連さんもぜひご参加ください。</p>\\n<ul>\\n<li>slackあります <a href=\"http://pyhack.herokuapp.com/\" rel=\"nofollow\">http://pyhack.herokuapp.com/</a></li>\\n</ul>\\n<p>会場には無線LANと電源があります。各自で用意するものは以下のとおりです。</p>\\n<ul>\\n<li>開発用のPC</li>\\n</ul>\\n<h3>会場について</h3>\\n<ul>\\n<li>ビープラウドの会議室を借ります。</li>\\n<li>土曜日はビルの表の自動ドアから入って、4Fに来てください。エレベーターを降りて左に進むと会議室があります。</li>\\n<li>補欠参加の人は <strong>床枠</strong> として、床で作業なら来てもらって構いません。</li>\\n</ul>\\n<h3>タイムテーブル</h3>\\n<p>以下は大体の目安です。また、遅刻早退はご自由にどうぞ。</p>\\n<ul>\\n<li>11:00- 自己紹介とやること発表</li>\\n<li>11:30- 開発開始</li>\\n<li>12:30- 昼食</li>\\n<li>13:30- もくもくと開発</li>\\n<li>17:30- 成果発表(できたとこまで)</li>\\n<li>19:00- 後片付け</li>\\n<li>19:30- 懇親会(行ける人で)</li>\\n</ul>\\n<h2>前回の様子や関連リンク</h2>\\n<ul>\\n<li><a href=\"https://togetter.com/li/1170683\" rel=\"nofollow\">Python mini Hack-a-thon #82 - Togetterまとめ</a></li>\\n</ul>\\n<h3>成果物とかブログとか</h3>\\n<ul>\\n<li><a href=\"https://pypi.python.org/pypi/sabr/1.2\" rel=\"nofollow\">sabr 1.2 : Python Package Index</a></li>\\n<li><a href=\"https://github.com/pyconjp/pyconjpbot/pull/22/\" rel=\"nofollow\">ISSHA-947 lgtm command by takanory · Pull Request #22 · pyconjp/pyconjpbot</a></li>\\n<li><a href=\"http://www.freia.jp/taka/blog/pyhack-20171111/index.html\" rel=\"nofollow\">Python mini hack-a-thon 82回 #pyhack — 清水川Web</a></li>\\n</ul>\\n<h3>参考リンク</h3>\\n<ul>\\n<li><a href=\"https://qiita.com/advent-calendar/2017/jupyter\" rel=\"nofollow\">Jupyter Advent Calendar 2017 - Qiita</a></li>\\n<li><a href=\"https://qiita.com/advent-calendar/2017/firebird\" rel=\"nofollow\">Firebird Advent Calendar 2017 - Qiita</a></li>\\n<li><a href=\"https://pypi.python.org/pypi/flit\" rel=\"nofollow\">flit 0.12.1 : Python Package Index</a></li>\\n</ul>\\n<h3>告知されたイベント</h3>\\n<ul>\\n<li>11月14日(火) <a href=\"https://sphinxjp.connpass.com/event/70246/\" rel=\"nofollow\">Sphinx Tea Night 2017.11 - connpass</a></li>\\n<li>11月17日(金) <a href=\"https://sphinxjp.connpass.com/event/71062/\" rel=\"nofollow\">Sphinx をはじめよう - connpass</a></li>\\n<li>11月18日(土) <a href=\"https://retty.connpass.com/event/69865/\" rel=\"nofollow\">Pythonもくもく自習室 #4 @ Rettyオフィス - connpass</a></li>\\n<li>11月18日(土) <a href=\"https://pyconjp.connpass.com/event/67533/\" rel=\"nofollow\">Python Boot Camp in 静岡 - connpass</a></li>\\n<li>11月21日(火) <a href=\"https://bpstudy.connpass.com/event/71003/\" rel=\"nofollow\">BPLL #15 - connpass</a></li>\\n<li>11月24日(金) <a href=\"https://bpstudy.connpass.com/event/68500/\" rel=\"nofollow\">BPStudy#123〜技術書籍執筆の実際、ノウハウ - connpass</a></li>\\n<li>11月28日(火) <a href=\"https://sphinxjp.connpass.com/event/71056/\" rel=\"nofollow\">SphinxCon JP 2017 - connpass</a></li>\\n<li>12月2日(土) <a href=\"https://quantopian-tokyo.connpass.com/event/71872/\" rel=\"nofollow\">Tokyo Quantopian User Group Vol.02 - connpass</a></li>\\n<li>12月4日(月) <a href=\"https://sphinxjp.connpass.com/event/71016/\" rel=\"nofollow\">Sphinx-users.jp 2017年 定期総会 - connpass</a></li>\\n<li>12月6日(水) <a href=\"https://django.connpass.com/event/71336/\" rel=\"nofollow\">DjangoCon mini JP 12月作業日 - connpass</a></li>\\n<li>12月10日(日) <a href=\"https://pyladies-tokyo.connpass.com/event/71386/\" rel=\"nofollow\">PyLadies Tokyo Meetup #27 すうがくはじめの一歩 - connpass</a></li>\\n<li>12月16日(土) <a href=\"https://pyconjp.connpass.com/event/69433/\" rel=\"nofollow\">Python Boot Camp in 埼玉 - connpass</a></li>\\n<li>1月7日(日) <a href=\"https://sphinxjp.connpass.com/event/72062/\" rel=\"nofollow\">Sphinx + 翻訳 Hack-a-thon 開発合宿 - connpass</a></li>\\n</ul>',\n",
" 'ended_at': '2017-12-02T19:00:00+09:00',\n",
" 'event_id': 72098,\n",
" 'event_type': 'participation',\n",
" 'event_url': 'https://pyhack.connpass.com/event/72098/',\n",
" 'hash_tag': 'pyhack',\n",
" 'lat': '35.686402100000',\n",
" 'limit': 20,\n",
" 'lon': '139.703513600000',\n",
" 'owner_display_name': 'Takanori Suzuki',\n",
" 'owner_id': 51,\n",
" 'owner_nickname': 'takanori',\n",
" 'place': 'ビープラウド会議室',\n",
" 'series': {'id': 14,\n",
" 'title': 'Python mini Hack-a-thon',\n",
" 'url': 'https://pyhack.connpass.com/'},\n",
" 'started_at': '2017-12-02T11:00:00+09:00',\n",
" 'title': '(第83回)Python mini Hack-a-thon',\n",
" 'updated_at': '2017-11-13T09:35:48+09:00',\n",
" 'waiting': 3},\n",
" {'accepted': 76,\n",
" 'address': '東京都渋谷区円山町19番1号',\n",
" 'catch': 'オレシカナイトVol.4 ~ちょっと早いオレシカ忘年会~',\n",
" 'description': '<h1>オレシカナイトについて</h1>\\n<p>サイバーエージェントが運営するメディアの広告部門である「MDH」のエンジニアが、新規技術に挑戦するにあたって学んだことや、プロダクトを開発・運用する過程で学んだことを皆様に共有する勉強会です。今回が4回目の開催となります。</p>\\n<p>今回は\"アドテク\"をテーマに社外から登壇者をお招きし、開始から懇親会形式でLT大会を開催します。\\n今年最後のオレシカナイト！美味しいビールや軽食をご用意してお待ちしています。（*もちろんノンアルコールもあります。）</p>\\n<p>この機会にみなさまと出会えることを楽しみにしておりますので、ぜひお気軽にエントリーください！</p>\\n<p>趣旨説明スライド<br>\\n<a href=\"http://www.slideshare.net/secret/8JYNwu4UmO2drN\" rel=\"nofollow\">http://www.slideshare.net/secret/8JYNwu4UmO2drN</a></p>\\n<h1>日時・場所</h1>\\n<ul>\\n<li>開催日: 2017年11月22日（水）19：30～ (19：10受付開始)</li>\\n<li>場所: 株式会社サイバーエージェント クリエイティブラウンジ<br>\\n東京都渋谷区円山町19番1号 渋谷プライムプラザ4F<br>\\n<a href=\"https://www.cyberagent.co.jp/access_print/id=7037\" rel=\"nofollow\">https://www.cyberagent.co.jp/access_print/id=7037</a><br>\\n※マークシティではありませんのでご注意ください。<br>\\n※エレベーターにて直接4Fまでおあがりください。</li>\\n<li>参加費: 無料</li>\\n</ul>\\n<h1>対象者</h1>\\n<ul>\\n<li><strong>社会人</strong>限定</li>\\n<li>アドテクに興味がある方</li>\\n<li>エンジニア、ディレクターなど開発に関わる方</li>\\n</ul>\\n<h1>登壇者</h1>\\n<p><strong>田平 淳二 \\u3000</strong>\\u3000株式会社サイバーエージェント メディアディベロップメント事業本部(MDH) アドテクノロジー局局長</p>\\n<p><strong>小越 崇広\\u3000 </strong>\\u3000株式会社AJA 取締役</p>\\n<p><strong>上原 誠 氏\\u3000</strong>\\u3000アマゾン ウェブ サービス ジャパン株式会社</p>\\n<p><strong>桑野 章弘 氏</strong>\\u3000アマゾン ウェブ サービス ジャパン株式会社</p>\\n<p><strong>會田 遼 氏\\u3000</strong>\\u3000株式会社Gunosy</p>\\n<p><strong>小宮 篤史 氏</strong>\\u3000スマートニュース株式会社</p>\\n<p><strong>津田 智光 氏</strong>\\u3000株式会社フリークアウト</p>\\n<p><strong>岡田 遥来 氏</strong>\\u3000LINE株式会社</p>\\n<p><strong>進藤 太一 氏</strong>\\u3000Retty株式会社</p>\\n<p>※タイトル等、最新の情報は本イベントサイトに随時更新してまいります。</p>\\n<h1>タイムテーブル</h1>\\n<table>\\n<thead>\\n<tr>\\n<th align=\"left\">時間</th>\\n<th align=\"center\">内容</th>\\n</tr>\\n</thead>\\n<tbody>\\n<tr>\\n<td align=\"left\">19:30-19:35</td>\\n<td align=\"center\">開会挨拶</td>\\n</tr>\\n<tr>\\n<td align=\"left\">19:35-20:15</td>\\n<td align=\"center\">LTタイム</td>\\n</tr>\\n<tr>\\n<td align=\"left\">20:15-20:45</td>\\n<td align=\"center\">懇親タイム</td>\\n</tr>\\n<tr>\\n<td align=\"left\">20:45-21:25</td>\\n<td align=\"center\">LTタイム</td>\\n</tr>\\n<tr>\\n<td align=\"left\">21:25-22:00</td>\\n<td align=\"center\">懇親タイム</td>\\n</tr>\\n</tbody>\\n</table>\\n<h1>注意事項</h1>\\n<ul>\\n<li>当イベントは社会人限定とさせて頂きます。</li>\\n<li>入場受付時に名刺を２枚いただいております。</li>\\n<li>イベントの写真を撮らせて頂く場合がございます。</li>\\n<li>営業目的の参加はご遠慮願います。</li>\\n</ul>\\n<p><strong> ※サイバーエージェント関連社員は登録なしでご参加頂けます。</strong></p>',\n",
" 'ended_at': '2017-11-22T22:00:00+09:00',\n",
" 'event_id': 70489,\n",
" 'event_type': 'participation',\n",
" 'event_url': 'https://cyberagent.connpass.com/event/70489/',\n",
" 'hash_tag': 'オレシカナイト',\n",
" 'lat': '35.656541600000',\n",
" 'limit': 80,\n",
" 'lon': '139.695040500000',\n",
" 'owner_display_name': 'satorufujiwara',\n",
" 'owner_id': 41902,\n",
" 'owner_nickname': 'satorufujiwara',\n",
" 'place': '株式会社サイバーエージェント 渋谷プライムプラザ4F\\u3000クリエイティブラウンジ',\n",
" 'series': {'id': 3084,\n",
" 'title': 'CyberAgent',\n",
" 'url': 'https://cyberagent.connpass.com/'},\n",
" 'started_at': '2017-11-22T19:30:00+09:00',\n",
" 'title': 'アドテクビアバッシュ＆LT大会',\n",
" 'updated_at': '2017-11-08T13:52:28+09:00',\n",
" 'waiting': 0},\n",
" {'accepted': 20,\n",
" 'address': '東京都港区三田一丁目4番1号 (住友不動産麻布十番ビル3F)',\n",
" 'catch': '二ヶ月ぶりに戻ってきました',\n",
" 'description': '<h1>この勉強会について</h1>\\n<p>週末の昼下がりに、Pythonに関するやりたいことを各自持ち寄り、ゆるゆると「自習」を進めていく会です。</p>\\n<ul>\\n<li>本を読む</li>\\n<li>PythonやDjangoなどのチュートリアルをすすめる</li>\\n<li>コミュニティの作業や執筆etc...</li>\\n<li>他の参加者と情報交換をしたり学んだり</li>\\n<li>おいしいご飯と共に楽しむ(?)</li>\\n</ul>\\n<p>など、Python使いおよびエンジニアライフのオアシス&amp;知見を身につける「自習室」としてゆるくご活用いただければと思います。</p>\\n<p>※初心者歓迎です！(なお,ハンズオンなどはありません)</p>\\n<h1>参加枠について</h1>\\n<p>Pythonレベルおよび参加スタイルに合わせて設定しています.</p>\\n<p>適切な枠を選択の上,ご応募ください.</p>\\n<p>なお、「床枠」はございませんので、補欠の方は申し訳ございませんが順番が来るのをお待ち下さい.</p>\\n<p>※明らかに枠と合わない場合は主催者判断でキャンセルさせて頂く場合もございます.</p>\\n<ul>\\n<li>Python使い(強者枠)：PyCon JPなどで登壇,本を書いてる,コミュニティのオーガナイザーなど,どう考えても強い人</li>\\n<li>Python使い(Pythonコミュニティスタッフ枠)：PyConJP, PyData, PyLadies等, Pythonコミュニティのオーガナイザー・スタッフ等で作業する場所が欲しい人(もちろん自分のもくもくをしてもOK)</li>\\n<li>Python使い(常連枠)：Pythonもくもく自習室 @ Rettyオフィスに2回以上参加された事がある方</li>\\n<li>Python使い(初参加or1回来たことある枠)：もくもく自習室初参加 or 1回来たことあるわー,という方</li>\\n</ul>\\n<h1>【重要】当日の入館・退館方法</h1>\\n<ul>\\n<li><strong>11:00に会場(住友不動産麻布十番ビル)1F玄関前に集合ください,全員で入ります</strong></li>\\n<li>遅れてこられる方は,お手数ですが<a href=\"https://twitter.com/shinyorke\" rel=\"nofollow\">@shinyorke</a>宛にメンションもしくはDMをください,迎えに行きます</li>\\n<li>退館は自由です(出迎え不要)</li>\\n<li><strong>14:00(ランチ終了後)以降の入場はご遠慮させていただきます。ご了承ください.</strong></li>\\n</ul>\\n<h1>会場について</h1>\\n<ul>\\n<li>Retty株式会社のセミナールームで開催いたします。</li>\\n<li>電源・Wi-Fiあります、PCのご持参をおねがいします（貸出等はありません）。</li>\\n<li>途中入退室OKです。</li>\\n<li><strong>その他問い合わせは会場（Retty株式会社）へ電話等での直接お問い合わせはせず,必ず主催者(<a href=\"https://twitter.com/shinyorke\" rel=\"nofollow\">@shinyorke</a>)のTwitter等で個別にご連絡をお願いいたします</strong></li>\\n</ul>\\n<h1>タイムテーブル</h1>\\n<ul>\\n<li>11:00- 自己紹介</li>\\n<li>11:30- 自習・もくもく開始</li>\\n<li>12:30- ランチ</li>\\n<li>14:00- 自習・もくもく</li>\\n<li>17:30- 成果発表</li>\\n</ul>\\n<h1>その他</h1>\\n<ul>\\n<li>チュートリアル・セミナー等は用意していません。お題は皆さま自身でご準備お願いします。</li>\\n<li><del>主催者(<a href=\"https://twitter.com/shinyorke\" rel=\"nofollow\">@shinyorke</a>)のトレーニングおよび,オフィス管理の都合上初回から数回程度に限り抽選とさせていただいております。ご了承ください。</del> ※今回から抽選をナシにしました！</li>\\n<li>その他不明点は<a href=\"https://twitter.com/shinyorke\" rel=\"nofollow\">@shinyorke</a>までおねがいします。</li>\\n</ul>',\n",
" 'ended_at': '2017-11-18T18:00:00+09:00',\n",
" 'event_id': 69865,\n",
" 'event_type': 'participation',\n",
" 'event_url': 'https://retty.connpass.com/event/69865/',\n",
" 'hash_tag': 'rettypy',\n",
" 'lat': '35.653293300000',\n",
" 'limit': 22,\n",
" 'lon': '139.741211400000',\n",
" 'owner_display_name': 'Retty',\n",
" 'owner_id': 59440,\n",
" 'owner_nickname': 'RettyTechCafe',\n",
" 'place': 'Retty株式会社 麻布十番オフィス',\n",
" 'series': {'id': 2045,\n",
" 'title': 'Retty',\n",
" 'url': 'https://retty.connpass.com/'},\n",
" 'started_at': '2017-11-18T11:00:00+09:00',\n",
" 'title': 'Pythonもくもく自習室 #4 @ Rettyオフィス',\n",
" 'updated_at': '2017-11-05T17:01:59+09:00',\n",
" 'waiting': 7},\n",
" {'accepted': 82,\n",
" 'address': '東京都千代田区紀尾井町1-3 東京ガーデンテラス紀尾井町',\n",
" 'catch': 'ヤフーがAndroidアプリ開発をUPDATEする場をつくっていきます！',\n",
" 'description': '<h1>開催概要</h1>\\n<p><a href=\"https://linotice.tumblr.com/post/166705023214/20171023\" rel=\"nofollow\">※ヤフー主催の技術・デザインコミュニティ「Bonfire」始動のお知らせ</a></p>\\n<p>第2回のテーマは「Kotlin × サービス」です！</p>\\n<p>Androidの公式言語として発表されてより注目が集まっているKotlinですが、\\nKotlinをサービスに導入するとなると壁は存在するかと思います。。。</p>\\n<p>そんな中でKotlinを導入した理由やそのプロセスなどを様々な切り口から見ていきたいと思います。<br>\\n【！】こんな話が聞きたい人にオススメ<br>\\n・Kotlinの導入に踏み切った理由<br>\\n・Kotlinを導入する上で課題だったところ<br>\\n・実際にKotlinを導入してどんな恩恵を得られたか<br>\\n・Kotlinを導入するとクラッシュって減るらしいけどそれって本当？<br>\\n・iOS, Androidの壁をKotlinを導入することによって取り除くことができるのか</p>\\n<p>Kotlinを導入して感じた成功体験やつまづきポイントを各社の最新情報を踏まえて情報交換できればと思います。</p>\\n<h2>日時</h2>\\n<p>11/6 (月) OPEN 19:00 START 19:30</p>\\n<h2>登壇者（発表順）</h2>\\n<h3>名前 ◆ 所属</h3>\\n<h4>矢野 直輝 ◆ ヤフー株式会社 / GYAO! Androidエンジニア (<a href=\"https://twitter.com/YANOKURO\" rel=\"nofollow\">@YANOKURO</a>)</h4>\\n<p>Gyao（動画配信サービス）のAndroidエンジニアです。AndroidのOS、Wearアプリ、Tvアプリ開発をへてヤフーにたどり着きました。<br>\\nKotlinはまだまだ初心者ですが、頑張って勉強中です。</p>\\n<h4>河野 頌平 ◆ 株式会社トルテ / Android developer at Torte, Inc. (<a href=\"https://twitter.com/shaunkawano\" rel=\"nofollow\">@shaunkawano</a>)</h4>\\n<p>株式会社トルテ(株式会社サイバーエージェント子会社)のAndroidエンジニア。AmebaブログのAndroidアプリ開発を担当後、現在はトルテにてAndroidアプリ開発を担当。空きあらばAmazonプライムビデオ観ています。気軽にへいへいと呼んでください!</p>\\n<h4>羽田 健太郎 ◆ 株式会社レアジョブ / RareJob Inc. Mobile Developer (<a href=\"https://twitter.com/jumboOrNot\" rel=\"nofollow\">@jumboOrNot</a>)</h4>\\n<p>オンライン英会話サービス「RareJob」で唯一のMobile Developer、iOS/Androidのマーケ・開発・運用を担当。WebRTC技術を活用したサービス化のエンジニア責任者として、日本フィリピンを横断し、ブロダクト企画から開発、運用まで担っています。</p>\\n<h4>福井 敦子 ◆ Retty株式会社 / Androidエンジニア (<a href=\"https://twitter.com/muumuumuumuu\" rel=\"nofollow\">@muumuumuumuu</a>)</h4>\\n<p>Retty株式会社のエンジニア。主にAndroid開発業務を担当。2011年からAndroid組み込み開発業務に従事。日本市場のみならず、北米市場向け製品に携わりグローバル開発の経験をつむ。2015年Rettyにジョインしてから国内外向けの開発を行う。「Androidもくもく会@Retty」主催。 </p>\\n<h4>樫村 実紅 ◆ ヤフー株式会社 / Yahoo!ニュース Androidエンジニア (<a href=\"https://twitter.com/k_miku\" rel=\"nofollow\">@k_miku</a>)</h4>\\n<p>2013年度新卒入社。同年秋からYahoo!ニュースアプリAndroidの開発を担当。 偉大な先輩方に触発されてKotlin1年生はじめました。 DQ11のためにPS4とswitch両方購入してしまってお財布が痛い。</p>\\n<h4>八木下 清貴 ◆ ヤフー株式会社 / Yahoo!ニュース Androidエンジニア (<a href=\"https://twitter.com/@KiyotakaYgst\" rel=\"nofollow\">@KiyotakaYgst</a>)</h4>\\n<p>Yahoo!ニュースアプリ担当エンジニア兼スクラムマスター。 Yahoo!ニュースアプリAndroidを担当して1年ちょっと。強いメンバーに助けられながらスクラムしてます。 Kotlin初心者。新しいことにチャレンジしたいお年頃。パワータイプエンジニア。</p>\\n<h4>池田 惇 ◆ ヤフー株式会社 / Yahoo!ニュース モバイルアプリエンジニア (<a href=\"https://twitter.com/jun_ikd\" rel=\"nofollow\">@jun_ikd</a>)</h4>\\n<p>Yahoo!ニュースアプリ担当エンジニア。これまで、iOS・Androidのアプリ開発を行いながらPMや開発チームリーダーを経験。 Googleによる正式採用以前からプロダクション環境にKotlinを採用し、2017年に業務で書いたコードはほぼ100%がKotlin。 技術・プロダクトマネジメント・人材育成など幅広い活躍を目指している。最近の興味は子育て。</p>\\n<h4>矢端 智光 ◆ ヤフー株式会社 / Yahoo!ニュース エンジニア (<a href=\"https://connpass.com/user/tyabata/\" rel=\"nofollow\">tyabata</a>)</h4>\\n<p>Yahoo!ニュース担当エンジニア Android版ニュースアプリ爆誕から我が子のようにいじってきたアプリを上記３人にたくして アプリ以外のことをやっています。 switchが良コンテンツ目白押しで今年もクリスマスが熱い…月曜日だ…。</p>\\n<h3>タイムスケジュール</h3>\\n<table>\\n<thead>\\n<tr>\\n<th align=\"center\">時間</th>\\n<th align=\"left\">内容</th>\\n<th align=\"left\">スピーカー</th>\\n</tr>\\n</thead>\\n<tbody>\\n<tr>\\n<td align=\"center\">19:00</td>\\n<td align=\"left\">開場/受付開始</td>\\n<td align=\"left\"></td>\\n</tr>\\n<tr>\\n<td align=\"center\">19:30</td>\\n<td align=\"left\">イントロ・乾杯</td>\\n<td align=\"left\">山本 湧輝 ◆ ヤフー株式会社</td>\\n</tr>\\n<tr>\\n<td align=\"center\">19:35</td>\\n<td align=\"left\">Kotlinを始める前に知っておくべき？こと、いくつか</td>\\n<td align=\"left\">矢野 直輝 ◆ ヤフー株式会社</td>\\n</tr>\\n<tr>\\n<td align=\"center\">19:50</td>\\n<td align=\"left\">なんとなくは危険。１人でJava -&gt; Kotlin置き換えする際にハマったこと・気をつけていること</td>\\n<td align=\"left\">河野 頌平 ◆ 株式会社トルテ</td>\\n</tr>\\n<tr>\\n<td align=\"center\">20:05</td>\\n<td align=\"left\">あれ、今ってiOSよりAndroidアプリのほうが作ったほうがよくない？</td>\\n<td align=\"left\">羽田 健太郎 ◆ 株式会社レアジョブ</td>\\n</tr>\\n<tr>\\n<td align=\"center\">20:20</td>\\n<td align=\"left\">Kotlin導入作戦！〜ビジネスとエンジニアの幸せを両立させるためにやったこと〜</td>\\n<td align=\"left\">福井 敦子 ◆ Retty株式会社</td>\\n</tr>\\n<tr>\\n<td align=\"center\">20:35</td>\\n<td align=\"left\">Yahoo!ニュースでのKotlin導入</td>\\n<td align=\"left\">樫村 実紅, 八木下 清貴, 池田 惇, 矢端 智光 ◆ ヤフー株式会社</td>\\n</tr>\\n<tr>\\n<td align=\"center\">20:50</td>\\n<td align=\"left\">アンケート記入タイム</td>\\n<td align=\"left\"></td>\\n</tr>\\n<tr>\\n<td align=\"center\">20:55</td>\\n<td align=\"left\">懇親会</td>\\n<td align=\"left\"></td>\\n</tr>\\n<tr>\\n<td align=\"center\">22:00</td>\\n<td align=\"left\">終了</td>\\n<td align=\"left\"></td>\\n</tr>\\n</tbody>\\n</table>\\n<h2>開催場所</h2>\\n<p><img src=\"https://s.yimg.jp/images/lodge/images/ogp/tw_1400px.png\" alt=\"LODGE\">\\nYahoo! JAPANのコワーキングスペース「LODGE」 <br>\\n東京都千代田区紀尾井町1-3 東京ガーデンテラス紀尾井町 17F</p>\\n<h3>会場へのアクセス</h3>\\n<p>ヤフー株式会社\\u3000東京ガーデンテラス紀尾井町オフィス<br>\\n（東京都千代田区紀尾井町1-3 東京ガーデンテラス紀尾井町 紀尾井タワー）<br>\\n<a href=\"https://lodge.yahoo.co.jp/access_pc.html\" rel=\"nofollow\">https://lodge.yahoo.co.jp/access_pc.html</a></p>\\n<p>東京メトロ南北線\\u3000「永田町駅」9a出口直結<br>\\n東京メトロ半蔵門線\\u3000「永田町駅」7番出口より徒歩2分<br>\\n東京メトロ丸の内線/銀座線\\u3000「赤坂見附駅」D出口より徒歩1分 </p>\\n<p>※駅からオフィス2F入口まで少し距離が離れておりますので、お時間に余裕をもってお越しください。</p>\\n<h2>懇親会</h2>\\n<p>お酒や軽食がございます。 ぜひ、様々な方との技術交流の場としてご活用ください。</p>\\n<h2>注意事項</h2>\\n<ul>\\n<li>当日の様子のお写真をウェブサイトやSNSで公開する可能性があります。</li>\\n<li>撮影不可の場合は、受付でお伝えください。</li>\\n<li>応募者多数の場合は、抽選とさせていただきます。予めご了承ください。</li>\\n<li>ナレッジの共有、参加者同士の交流を目的としない参加はお断りしております。</li>\\n<li>参加目的が不適切だと判断される場合、運営側で参加をキャンセルさせていただきます。</li>\\n<li>会場は禁煙となっております。</li>\\n<li>ご参加いただく際にご記入いただくメールアドレスは、ヤフー社屋への入館に際しセキュリティ上必要な情報となります（こちらの情報を元にしたヤフーからのご連絡などはございません）</li>\\n</ul>',\n",
" 'ended_at': '2017-11-06T22:00:00+09:00',\n",
" 'event_id': 70091,\n",
" 'event_type': 'participation',\n",
" 'event_url': 'https://yj-meetup.connpass.com/event/70091/',\n",
" 'hash_tag': 'yjbonfire',\n",
" 'lat': '35.679626000000',\n",
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" 'lon': '139.736854000000',\n",
" 'owner_display_name': 'yj-meetup',\n",
" 'owner_id': 99027,\n",
" 'owner_nickname': 'yj-meetup',\n",
" 'place': 'ヤフー株式会社 LODGE',\n",
" 'series': {'id': 2601,\n",
" 'title': 'Yahoo! JAPAN',\n",
" 'url': 'https://yj-meetup.connpass.com/'},\n",
" 'started_at': '2017-11-06T19:30:00+09:00',\n",
" 'title': 'Bonfire Android #2',\n",
" 'updated_at': '2017-10-31T01:00:05+09:00',\n",
" 'waiting': 7},\n",
" {'accepted': 131,\n",
" 'address': '〒100-8111 東京都千代田区麹町２丁目１０−９ C&Rグループビル',\n",
" 'catch': 'データサイエンスとPython',\n",
" 'description': '<h2>概要<br></h2>\\n<p>「みんなのPython勉強会」では、Pythonを中心としてプログラミングを仕事、研究、趣味など様々なシーンに生かす方法を一緒に学びます。プログラマ、WEBエンジニアに限らず、初心者からマスターまで様々なレベルの、いろいろな分野の人が集まるので、「みんな」の勉強会です。お気軽にご参加ください。<br></p>\\n<p>日時：\\u30002017月10月11日（水）<br>\\n\\u3000\\u3000\\u3000受付：18:30〜19:00<br>\\n\\u3000\\u3000\\u3000勉強会：19:00〜21:00<br>\\n\\u3000\\u3000\\u3000懇親会：21:00〜22:00<br></p>\\n<p>会費：<br>\\n\\u3000・一般\\u30001,000円（懇親会費込み）<br>\\n\\u3000・学生\\u3000無料（先着20名）※受付時に学生証を提示してください<br>\\n\\u3000※関係者以外の方は「スタッフ・講師」枠を選択しないでください。</p>\\n<p>持ち物：<br>\\n\\u3000・名刺（受付の際に１枚、ご提供ください）<br>\\n\\u3000・受付票（本サイト右側の「受付票を見る」から印刷してください）<br></p>\\n<p>対象者：<br>\\n\\u3000・Pythonに関心のある方<br>\\n\\u3000・プログラミングに関心のある方<br></p>\\n<p>会場：<br>\\n\\u3000\\u3000株式会社クリーク・アンド・リバー社\\u30002F\\u3000レインボーホール<br>\\n\\u3000\\u3000〒100-8111 東京都千代田区麹町２丁目１０−９ C&amp;Rグループビル<br>\\n\\u3000\\u3000<a href=\"http://bit.ly/1F3nJ32\" rel=\"nofollow\">http://bit.ly/1F3nJ32</a>\\u3000<br></p>\\n<p>協賛：\\u3000<a href=\"http://www.leadinge.co.jp/\" rel=\"nofollow\">リーディング・エッジ社</a></p>\\n<hr>\\n<h2>勉強会プログラム</h2>\\n<h3>Talk 1: 「データサイエンスとPythonの役割」<br>辻 真吾（Start Python Club）</h3>\\n<p>今回は、歴史と伝統ある勉強会BPStudy#121（9/26開催）で講演する予定の内容を、ダイジェスト版でお送りします。データサイエンスとは何か？からはじめて、Pythonの役割や、AIと機械学習分野が今後どのように変化しそうかについても、話したいと思います。BPStudyの抽選にハズレてしまった方、是非お越し下さい。</p>\\n<h3>Talk 2: 「PySparkで始める並列分散処理」<br>林田 千瑛（Retty.Inc）</h3>\\n<p>Pythonといえば、PyDataというくらい、Pythonを用いてデータ分析、またはその前処理・後処理を行っている人は多いと思います。しかしながら、場合によっては1台のサーバ上では処理しきれない大量データを扱う必要があります。こうした場合に便利な並列分散処理フレームワークであるApache Sparkのアーキテクチャと、Pythonインタフェースから使うPySparkの特徴について紹介します。</p>\\n<h3>Talk 3: 「データサイエンティストを目指す全てのPythonistaのために」<br>中林 紀彦（SOMPOホールディングス）</h3>\\n<p>データサイエンティストを目指す多くの人が抱える悩みである、組織にはどのような環境が必要なのか？ データサイエンティストとしての生き方は？ 成果の出し方は？ などの疑問を、事業会社のチーフ・データサイエンティストとして、スタートアップのメンターとして、データサイエンティスト協会の理事として、筑波大学の客員准教授として多角的な視点から、データサイエンティストを目指すPythoniaが本当に必要なエッセンスをお話しします。</p>\\n<hr>\\n<h2>懇親会（ビアバッシュ）</h2>\\n<p>会場にてビアバッシュ。<br>\\nLT（ライトニングトーク）のネタがある方はぜひどうぞ。</p>',\n",
" 'ended_at': '2017-10-11T21:00:00+09:00',\n",
" 'event_id': 60217,\n",
" 'event_type': 'participation',\n",
" 'event_url': 'https://startpython.connpass.com/event/60217/',\n",
" 'hash_tag': 'stapy',\n",
" 'lat': '35.685400600000',\n",
" 'limit': 150,\n",
" 'lon': '139.740574000000',\n",
" 'owner_display_name': 'Takeshi Akutsu',\n",
" 'owner_id': 42093,\n",
" 'owner_nickname': 'akucchan_world',\n",
" 'place': 'クリーク・アンド・リバー社',\n",
" 'series': {'id': 1319,\n",
" 'title': 'Start Python Club',\n",
" 'url': 'https://startpython.connpass.com/'},\n",
" 'started_at': '2017-10-11T19:00:00+09:00',\n",
" 'title': 'みんなのPython勉強会#29',\n",
" 'updated_at': '2017-10-26T18:07:52+09:00',\n",
" 'waiting': 0},\n",
" {'accepted': 35,\n",
" 'address': '東京都港区三田一丁目4番1号 (住友不動産麻布十番ビル3F)',\n",
" 'catch': '年金Hackで老後に備えよう',\n",
" 'description': '<h1>本イベントについて</h1>\\n<p>自分はエンジニアだから金融の知識は不要だと思っていませんか？これからはエンジニアがITを活用して金融情報をHackし、資産を守る時代です。本イベントを機に金融リテラシーを身につけていきましょう。</p>\\n<h2>個人で年金を運用する時代に</h2>\\n<p>2017年1月からほぼすべての国民年金加入者がiDeCo(個人型確定拠出年金)を使えるようになりました。\\nこれにより、自分自身で年金の運用ができるようになります。</p>\\n<h2>エンジニアが優位に</h2>\\n<p>iDeCoはいくつかの選択肢から投資対象を選び、投資比率を決定します。\\nこのような問題はポートフォリオ最適化の手法で計算することができます。\\nコンピュータやプログラミングの知識が最大限に活かされる分野です。\\n講演ではPythonのライブラリを用いて投資比率の最適化を行った事例を紹介します。</p>\\n<h1>講演内容</h1>\\n<h2>ポートフォリオ最適化超入門</h2>\\n<p>モンティ・ホール問題のように、人はしばしば合理的でない判断を直感的に下します。\\n講演では簡単な事例を用いてポートフォリオを最適化してみます。\\n人間の感覚に頼らない手法を体感してみてください。</p>\\n<h2>Pythonではじめる年金最適化</h2>\\n<p>年金はどんな仕組みで、どのくらいもらえて、どんな選択肢があるのでしょうか。\\n講演では，国民年金とDC(確定拠出年金)を取り上げ，Scipy,CVXOPT,Highchartsなどのライブラリを用いて行った分析について共有します。</p>\\n<ul>\\n<li>Pandas,matplotlibで国民年金のシミュレーションと可視化</li>\\n<li>Highchartsでポートフォリオの可視化</li>\\n<li>Scipy,CVXOPTで2次計画法によるDCの資産配分決定</li>\\n</ul>\\n<h1>LT</h1>\\n<p>LTはお金に関することなら何でも構いません。オトクなマイルのため方とかゆるい感じも歓迎です。<br>\\n発表時間は5分を目安でお願いします。</p>\\n<h1>会場</h1>\\n<ul>\\n<li>Retty株式会社のセミナールームで開催いたします。</li>\\n<li>ビルに入りましたら3Fまでエレベーターで上ってそのままご入室ください。</li>\\n<li>電源・Wi-Fiあります。</li>\\n<li>途中入退室OKです。</li>\\n<li>ビルに入れない・迷った等ございましたら <a href=\"https://twitter.com/shinyorke\" rel=\"nofollow\">@shinyorke</a>までご連絡ください。</li>\\n</ul>\\n<h1>タイムテーブル</h1>\\n<ul>\\n<li>19:05 - 19:10 会場について(Retty 中川様) </li>\\n<li>19:10 - 19:15 fin-pyについて(driller) </li>\\n<li>19:15 - 19:25 ポートフォリオ最適化超入門(driller) </li>\\n<li>19:25 - 19:30 QA、休憩 </li>\\n<li>19:30 - 20:00 Pythonではじめる年金最適化(yoshi) </li>\\n<li>20:00 - 20:05 QA、休憩 </li>\\n<li>\\n<p>20:10 - 20:55 LT<br>\\n @shinyorke<br>\\n @2casa<br>\\n @hirokiky<br>\\n @ActiveIndex<br>\\n @sawadybomb<br>\\n @TomoyukiUchida<br>\\n @あべんべん<br>\\n @marugari<br>\\n @mainya </p>\\n</li>\\n<li>\\n<p>20:55 - 21:00 クロージング</p>\\n</li>\\n<li>懇親会(有志)</li>\\n</ul>\\n<h1>免責事項</h1>\\n<ul>\\n<li>本内容は個人の見解です。所属組織とは一切関係ありません。</li>\\n<li>本内容は年金やポートフォリオ理論の一般論であり、投資を勧めるものでは一切ありません。</li>\\n<li>本発表での年金制度の内容は簡略化した説明です。正確な内容は厚生労働省または日本年金機構のHPで確認してください。</li>\\n<li>本発表で計算した数値は仮定のものであり、その数値に一切責任は負いません。</li>\\n<li>本スライドの内容は後日WEBにアップする予定です。本発表の動画・写真撮影は遠慮願います。</li>\\n</ul>',\n",
" 'ended_at': '2017-10-25T20:30:00+09:00',\n",
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" 'title': 'fin-py',\n",
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" 'waiting': 35},\n",
" {'accepted': 46,\n",
" 'address': '東京都港区六本木4-1-4（黒崎ビル4階・受付）',\n",
" 'catch': 'エムスリー主催。色んな会社のKotlinerが集まってLTするよ!',\n",
" 'description': '<blockquote>\\n<p>台風の影響が懸念されておりましたが、予定取り本日開催いたします\\n10/23 9:30</p>\\n</blockquote>\\n<h1>概要</h1>\\n<p>Android開発言語として注目されているKotlin、その活躍の場はAndroidだけじゃない！！！Kotlinはサーバーサイドでも、どこでも（デスクトップアプリやAltJSなどでも）使える言語です。エムスリーではAndroidアプリやサーバーサイドの開発言語としてKotlinを実践投入しています。「どこでもKotlin」では様々な分野におけるKotlinの話題について取り上げていきます。</p>\\n<p>第3回目となる今回はLT大会！エムスリーだけでなく、色々な会社のKotlinerが入り混じってLTをします！（LT応募者多数のため、11/22にも「秋のLT大会 その弐」を開催予定です）</p>\\n<p><br>\\nPR: 長澤太郎の新刊「<a href=\"https://www.amazon.co.jp/dp/4865940669\" rel=\"nofollow\">Kotlin Webアプリケーション 新しいサーバサイドプログラミング（通称：黒ベコ本）</a>」発売中!</p>\\n<p>※ 第1回目の様子は<a href=\"http://maeharin.hatenablog.com/entry/2017/08/29/105858\" rel=\"nofollow\">こちら</a>\\n<br>\\n※ 第2回目の様子は<a href=\"http://www.m3tech.blog/entry/dokodemo-kotlin-2-server-side-kotlin\" rel=\"nofollow\">こちら</a></p>\\n<h1>対象者</h1>\\n<p>Kotlinに興味があるエンジニア、好きなエンジニア</p>\\n<h1>タイムテーブル</h1>\\n<table>\\n<thead>\\n<tr>\\n<th>開始時間</th>\\n<th>発表時間</th>\\n<th>内容</th>\\n<th>発表者</th>\\n</tr>\\n</thead>\\n<tbody>\\n<tr>\\n<td>19:10</td>\\n<td>20分</td>\\n<td>開場・受付</td>\\n<td></td>\\n</tr>\\n<tr>\\n<td>19:30</td>\\n<td>5分</td>\\n<td>オープニング＆乾杯</td>\\n<td>エムスリー 前原 秀徳</td>\\n</tr>\\n<tr>\\n<td>19:35</td>\\n<td>10分</td>\\n<td>Kotlin（Deeplearning4j）で機械学習：VGG16モデルで犬猫判断</td>\\n<td>エムスリー Lukas Prasuhn</td>\\n</tr>\\n<tr>\\n<td></td>\\n<td>5分</td>\\n<td>Kotlin（Deeplearning4j）で機械学習：日本語でもKotlin</td>\\n<td>エムスリーキャリア 寺田 将規</td>\\n</tr>\\n<tr>\\n<td></td>\\n<td>5分</td>\\n<td>ことりんでAndroid ThingsかIoT系（仮）</td>\\n<td>FiNC Matthew Vern</td>\\n</tr>\\n<tr>\\n<td></td>\\n<td>5分</td>\\n<td>Kotlin x SendGridでメール送信してみた</td>\\n<td>構造計画研究所 菊田 洋一</td>\\n</tr>\\n<tr>\\n<td>20:00</td>\\n<td>10分</td>\\n<td>休憩</td>\\n<td></td>\\n</tr>\\n<tr>\\n<td>20:10</td>\\n<td>10分</td>\\n<td>Kotlinで型安全なSQLを書こう</td>\\n<td>Retty 石田 憲幸</td>\\n</tr>\\n<tr>\\n<td></td>\\n<td>10分</td>\\n<td>運用中のJavaプロジェクトにKotlinを導入した話</td>\\n<td>サイバーエージェント 木村 正弘</td>\\n</tr>\\n<tr>\\n<td>20:30</td>\\n<td></td>\\n<td>懇親会乾杯</td>\\n<td>エムスリーCTO Brian Takashi Hooper</td>\\n</tr>\\n<tr>\\n<td></td>\\n<td>70分</td>\\n<td>懇親会</td>\\n<td></td>\\n</tr>\\n<tr>\\n<td>21:40</td>\\n<td></td>\\n<td>締め</td>\\n<td>エムスリー 長澤 太郎</td>\\n</tr>\\n<tr>\\n<td>21:45</td>\\n<td>撤収</td>\\n<td></td>\\n<td></td>\\n</tr>\\n</tbody>\\n</table>\\n<h1>エムスリーとは</h1>\\n<p>webテクノロジーを活用し医療業界にイノベーションを起こすことをミッションとしています。<br>\\n創業以来、増収増益を続けており、既に十数事業を展開しながら、新規事業立ち上げやグローバル展開も加速中。<br>\\nこれらのビジネスをエンジニア約60名で支えている為、1チームあたりのエンジニアは2-4名と少数です。エンジニアの裁量が大きいことが特徴で、技術選定に関しては各チームに任されています。</p>\\n<ul>\\n<li><a href=\"https://jobs.m3.com/engineer/\" rel=\"nofollow\">エムスリーのエンジニア</a></li>\\n<li><a href=\"https://m3dev.github.io/\" rel=\"nofollow\">Tech Talk（勉強会）</a></li>\\n</ul>\\n<h1>注意事項</h1>\\n<ul>\\n<li>キャンセルされる場合はイベント2日前までにお願いいたします。</li>\\n<li>エンジニア以外の方は参加をお断りしております。また参加票の確認ができない場合、入場をご遠慮いただきますので、ご準備をお願いいたします。</li>\\n<li>当日持ち物：<strong>名刺2枚</strong>（受付の際必要になります）、<strong>参加票</strong></li>\\n</ul>\\n<h1>会場</h1>\\n<ul>\\n<li>Speee Loungeをお借りして開催します。会場まで直接お越しください。</li>\\n</ul>',\n",
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" 'place': '株式会社Speee',\n",
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" 'title': 'M3 Engineer',\n",
" 'url': 'https://m3-engineer.connpass.com/'},\n",
" 'started_at': '2017-10-23T19:30:00+09:00',\n",
" 'title': 'どこでもKotlin #3 〜秋のLT大会 その壱〜',\n",
" 'updated_at': '2017-10-23T12:48:49+09:00',\n",
" 'waiting': 0},\n",
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" 'address': '東京都港区三田一丁目4番1号 (住友不動産麻布十番ビル3F)',\n",
" 'catch': 'PyLadies Tokyo設立3周年をお祝いする会です！',\n",
" 'description': '<h1>PyLadies Tokyo 3周年記念パーティー</h1>\\n<p>この10月でPyLadies Tokyoは初のMeetup開催から丸3年を迎えます。 <br>\\n設立3周年をみんなでお祝いするために、ポットラック ＆ LT形式で3周年記念パーティーを開催します！ </p>\\n<p>Pythonがないと生きていけないPython愛にあふれた方も、<br>\\nPyLadies TokyoのイベントでPythonを勉強していますという方も、<br>\\nPythonは1行も書いたことないけど何かめでたいし参加してみようかなという方も、<br>\\n皆さんのご参加お待ちしております！</p>\\n<p><strong> LT登壇者絶賛募集中です！</strong> <br>\\n<strong> 本イベントは男性も参加できます！</strong></p>\\n<p><strong> スポンサー様 </strong> </p>\\n<p><img src=\"https://trello-attachments.s3.amazonaws.com/552f0c32d7ff1b85d59849ad/55f5731d69abcafd3cdd9698/044e90511760bf4553bf52b4b410b3ee/retty-logotype.png\" alt=\"Retty\"></p>\\n<p><img src=\"https://trello-attachments.s3.amazonaws.com/552f0c32d7ff1b85d59849ad/55f5731d69abcafd3cdd9698/ddfff884e8bf308ec7cd457a141de17e/Google_Cloud_Platform_lockup.png\" alt=\"Google Cloud Platform\"></p>\\n<h2>軽食持ち寄りのお願い</h2>\\n<ul>\\n<li>本イベントは持ち寄り形式でおこないます。 </li>\\n<li>ご自分でつまむお菓子やアルコール等のご用意をお願いします。 </li>\\n<li>二次会まで参加する方はその分までご用意ください。<br>\\n※ソフトドリンク（数本）、紙皿、コップ、お箸類はこちらでご用意致します。</li>\\n</ul>\\n<h2>会場について</h2>\\n<p>Retty株式会社様のセミナールームで開催いたします。<br>\\n(Retty Inc., 東京都港区三田一丁目4番1号 住友不動産麻布十番ビル3F) </p>\\n<h2>入館について</h2>\\n<p><strong>12:20までに会場(住友不動産麻布十番ビル)1F玄関前に集合ください。</strong> </p>\\n<ul>\\n<li>全員集まった時点で全員一緒に入ります。 </li>\\n<li>全員が集合して会場入りするため、遅れてこられる方は必ず twitter #PyladiesTokyo @PyLadiesTokyo または PyLadies Tokyo のSlackにご連絡ください。 <br>\\n※ Slackは女性のみ利用可能です </li>\\n</ul>\\n<p><strong>運営にどうぞご協力よろしくお願い致します！</strong> </p>\\n<h2>タイムスケジュール</h2>\\n<p>タイムテーブルは以下の通りです (調整中) <br>\\n※順次記載していきます。 <br>\\n※タイトル未提出の方はお早めにご連絡ください。connpassのメールで提出方法をご案内しております。 <br>\\n<strong>☆お菓子とドリンク片手にわいわいやるLT大会です☆</strong></p>\\n<table>\\n<thead>\\n<tr>\\n<th align=\"center\">時間</th>\\n<th align=\"center\">題目</th>\\n<th align=\"center\">発表者</th>\\n</tr>\\n</thead>\\n<tbody>\\n<tr>\\n<td align=\"center\">12:20</td>\\n<td align=\"center\">会場ビル1F玄関前集合・開場に移動</td>\\n<td align=\"center\">参加者全員</td>\\n</tr>\\n<tr>\\n<td align=\"center\">12:30 - 12:35</td>\\n<td align=\"center\">オープニング：PyLadies Tokyoについて</td>\\n<td align=\"center\">スタッフ</td>\\n</tr>\\n<tr>\\n<td align=\"center\">12:35 - 12:40</td>\\n<td align=\"center\">スポンサー様LT (Google Cloud Platform)</td>\\n<td align=\"center\">@yuryu</td>\\n</tr>\\n<tr>\\n<td align=\"center\">12:40 - 12:45</td>\\n<td align=\"center\">スポンサー様LT (Retty.Inc)</td>\\n<td align=\"center\">@shinyorke</td>\\n</tr>\\n<tr>\\n<td align=\"center\">12:45 - 13:10</td>\\n<td align=\"center\">自己紹介</td>\\n<td align=\"center\">全員</td>\\n</tr>\\n<tr>\\n<td align=\"center\">13:10 - 13:20</td>\\n<td align=\"center\">新旧代表挨拶・乾杯・集合写真撮影</td>\\n<td align=\"center\"></td>\\n</tr>\\n<tr>\\n<td align=\"center\">13:20 - 13:25</td>\\n<td align=\"center\">静的サイトジェネレータのすゝめ</td>\\n<td align=\"center\">@driller</td>\\n</tr>\\n<tr>\\n<td align=\"center\">13:25 - 13:30</td>\\n<td align=\"center\">Fears of Young Female Computer Scientist</td>\\n<td align=\"center\">@Kaveri Tanti</td>\\n</tr>\\n<tr>\\n<td align=\"center\">13:30 - 13:40</td>\\n<td align=\"center\">時間調整</td>\\n<td align=\"center\"></td>\\n</tr>\\n<tr>\\n<td align=\"center\">13:40 - 13:45</td>\\n<td align=\"center\">LTから入門するPython開発環境</td>\\n<td align=\"center\">@mazgi</td>\\n</tr>\\n<tr>\\n<td align=\"center\">13:45 - 13:50</td>\\n<td align=\"center\">データで振り返るPyladies Tokyoの3年間</td>\\n<td align=\"center\">@MichikoKadoya</td>\\n</tr>\\n<tr>\\n<td align=\"center\">13:50 - 13:55</td>\\n<td align=\"center\">すぐ使える組合せ最適化</td>\\n<td align=\"center\">@斉藤努</td>\\n</tr>\\n<tr>\\n<td align=\"center\">13:55 - 14:15</td>\\n<td align=\"center\">ケーキタイム</td>\\n<td align=\"center\"></td>\\n</tr>\\n<tr>\\n<td align=\"center\">14:15 - 14:20</td>\\n<td align=\"center\">PyConJPに参加したら１つ悩みが解消された話</td>\\n<td align=\"center\">@sugita</td>\\n</tr>\\n<tr>\\n<td align=\"center\">14:20 - 14:25</td>\\n<td align=\"center\">技術書執筆に誘われるために役に立つかもしれない3つのTips</td>\\n<td align=\"center\">@nobolis</td>\\n</tr>\\n<tr>\\n<td align=\"center\">14:25 - 14:30</td>\\n<td align=\"center\">PyConで英語力を身につける</td>\\n<td align=\"center\">@taisa831</td>\\n</tr>\\n<tr>\\n<td align=\"center\">14:30 - 14:35</td>\\n<td align=\"center\">時間調整</td>\\n<td align=\"center\"></td>\\n</tr>\\n<tr>\\n<td align=\"center\">14:35 - 14:40</td>\\n<td align=\"center\">PyCharmのススメ</td>\\n<td align=\"center\">@kashew_nuts</td>\\n</tr>\\n<tr>\\n<td align=\"center\">14:40 - 14:45</td>\\n<td align=\"center\">micropythonで始めるIoT</td>\\n<td align=\"center\">@ken5owata</td>\\n</tr>\\n<tr>\\n<td align=\"center\">14:45 - 14:50</td>\\n<td align=\"center\">PyCon JPに触発されて文章自動生成やってみた</td>\\n<td align=\"center\">@komo_mdrms</td>\\n</tr>\\n<tr>\\n<td align=\"center\">14:50 - 14:55</td>\\n<td align=\"center\">PyCon JP Reject Conference 2017 ふりかえり</td>\\n<td align=\"center\">@massa142</td>\\n</tr>\\n<tr>\\n<td align=\"center\">14:55 - 15:00</td>\\n<td align=\"center\">時間調整</td>\\n<td align=\"center\"></td>\\n</tr>\\n<tr>\\n<td align=\"center\">15:00 - 15:05</td>\\n<td align=\"center\">#GHC17に行ってきた</td>\\n<td align=\"center\">@yuryu</td>\\n</tr>\\n<tr>\\n<td align=\"center\">15:05 - 15:10</td>\\n<td align=\"center\">numpy の最速の実行環境を作成する</td>\\n<td align=\"center\">@usaturn</td>\\n</tr>\\n<tr>\\n<td align=\"center\">15:10 - 15:15</td>\\n<td align=\"center\">Elivepatch Flexible Distributed Linux Kernel Live Patching</td>\\n<td align=\"center\">@aliceinwire</td>\\n</tr>\\n<tr>\\n<td align=\"center\">15:15 - 15:20</td>\\n<td align=\"center\">pythonとinstagramでリア充になる</td>\\n<td align=\"center\">@mi</td>\\n</tr>\\n<tr>\\n<td align=\"center\">15:20 - 15:25</td>\\n<td align=\"center\">時間調整</td>\\n<td align=\"center\"></td>\\n</tr>\\n<tr>\\n<td align=\"center\">15:25 - 15:30</td>\\n<td align=\"center\">周りのPyCon JPでtalk当選したことがある人に応募のコツを聞いてみた</td>\\n<td align=\"center\">@kame-chan</td>\\n</tr>\\n<tr>\\n<td align=\"center\">15:30 - 15:35</td>\\n<td align=\"center\">コミュニティを活用したPython学習の機会創出</td>\\n<td align=\"center\">@soogie</td>\\n</tr>\\n<tr>\\n<td align=\"center\">15:35 - 15:40</td>\\n<td align=\"center\">PyCon JP 2017のトーク発表までの困難と今後</td>\\n<td align=\"center\">@se_lina08</td>\\n</tr>\\n<tr>\\n<td align=\"center\">15:40 - 15:45</td>\\n<td align=\"center\">「将来有望な野球選手」を「PyData」と「ジェネリック菓子モデル」から見つける方法</td>\\n<td align=\"center\">@shinyorke</td>\\n</tr>\\n<tr>\\n<td align=\"center\">15:45 - 15:50</td>\\n<td align=\"center\">アンケート＆クロージング</td>\\n<td align=\"center\"></td>\\n</tr>\\n<tr>\\n<td align=\"center\">15:50 -</td>\\n<td align=\"center\">二次会＠Retty様のオープンスペース</td>\\n<td align=\"center\">希望者のみ</td>\\n</tr>\\n</tbody>\\n</table>\\n<h2>PyLadies Tokyoとは？</h2>\\n<p><a href=\"http://tokyo.pyladies.com/\" rel=\"nofollow\">PyLadies Tokyo</a> は，<a href=\"http://www.pyladies.com/\" rel=\"nofollow\">PyLadies</a> の東京支部です。Pythonが好きな女性同士をつなぐために、よりPythonが好きになってもらえるように、活動しています。初心者の人が参加しやすい入門者向けイベントから熟練者がより楽しめるようなちょっと難易度の高いイベント、みんなでワイワイ発表するLT大会など、様々なテーマで毎月イベントを開催しています。どうぞお気軽にご参加下さい。</p>\\n<h2>PyLadies Tokyo の staff をしてみたい方へ</h2>\\n<p>PyLadies Tokyo ではイベントの企画、運営に興味があり、いっしょにPyLadies Tokyo を盛り上げてくれる仲間を募集しています。ご興味のある方はイベントでスタッフにお声かけください。</p>',\n",
" 'ended_at': '2017-10-15T15:50:00+09:00',\n",
" 'event_id': 64367,\n",
" 'event_type': 'participation',\n",
" 'event_url': 'https://pyladies-tokyo.connpass.com/event/64367/',\n",
" 'hash_tag': 'PyLadiesTokyo',\n",
" 'lat': '35.653293300000',\n",
" 'limit': 48,\n",
" 'lon': '139.741211400000',\n",
" 'owner_display_name': 'amacbee',\n",
" 'owner_id': 19993,\n",
" 'owner_nickname': 'amacbee',\n",
" 'place': 'Retty株式会社 麻布十番オフィス',\n",
" 'series': {'id': 921,\n",
" 'title': 'PyLadies Tokyo',\n",
" 'url': 'https://pyladies-tokyo.connpass.com/'},\n",
" 'started_at': '2017-10-15T12:20:00+09:00',\n",
" 'title': 'PyLadies Tokyo - 3周年記念パーティ',\n",
" 'updated_at': '2017-10-15T15:37:16+09:00',\n",
" 'waiting': 0},\n",
" {'accepted': 12,\n",
" 'address': ' 東京都 杉並区 高円寺北 ３-２２-３',\n",
" 'catch': '',\n",
" 'description': '<h1>概要</h1>\\n<p><a href=\"https://educational-psychology.connpass.com/event/63577/\" rel=\"nofollow\">教育心理学Meetup(10/14)</a>の懇親会です.</p>\\n<h1>日時・場所</h1>\\n<ul>\\n<li><a href=\"https://educational-psychology.connpass.com/event/63577/\" rel=\"nofollow\">教育心理学Meetup(10/14)</a>終了後, 19:00スタート</li>\\n<li><a href=\"https://retty.me/area/PRE13/ARE12/SUB1204/100000117312/\" rel=\"nofollow\">沖縄酒場 ごっぱち</a></li>\\n</ul>\\n<h1>会費</h1>\\n<p>3,000〜4,000円の予定</p>\\n<p>※席のみの予約</p>',\n",
" 'ended_at': '2017-10-14T21:00:00+09:00',\n",
" 'event_id': 68067,\n",
" 'event_type': 'participation',\n",
" 'event_url': 'https://educational-psychology.connpass.com/event/68067/',\n",
" 'hash_tag': '教育心理学Meetup',\n",
" 'lat': '35.705681800000',\n",
" 'limit': 15,\n",
" 'lon': '139.649003200000',\n",
" 'owner_display_name': 'Shinichi Nakagawa',\n",
" 'owner_id': 5322,\n",
" 'owner_nickname': 'shinyorke',\n",
" 'place': '沖縄酒場 ごっぱち',\n",
" 'series': {'id': 3069,\n",
" 'title': '教育心理学関係 勉強会/読書会',\n",
" 'url': 'https://educational-psychology.connpass.com/'},\n",
" 'started_at': '2017-10-14T19:00:00+09:00',\n",
" 'title': '【懇親会】教育心理学Meetup',\n",
" 'updated_at': '2017-10-13T13:59:48+09:00',\n",
" 'waiting': 0}],\n",
" 'results_available': 193,\n",
" 'results_returned': 10,\n",
" 'results_start': 1}"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 戻り値の確認\n",
"result"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'accepted': 4,\n",
" 'address': '東京都港区三田1丁目4番1号 (住友不動産麻布十番ビル3F)',\n",
" 'catch': '',\n",
" 'description': '<h1>Retty麻布十番に移転しました！！</h1>\\n<p>第22回 Androidもくもく勉強会@Retty を 2017/11/30(木) 19:00 – 21:00 に東京都港区麻布十番の「Retty株式会社」にて開催いたします。</p>\\n<p>Androidエンジニアの方やAndroidアプリを作っている方に向けた定期イベントで、いつもと雰囲気を変えて作業をしたりする場です！ もくもく作業するもよし、勉強するもよし！Kotlinも大歓迎です！楽しみながら開発をしましょう！初めての方もお久しぶりの方も気軽にご参加下さい！※Android開発者であればどなたでも参加できます。途中参加・退出も自由です。 初心者もOKですが、ハンズオンとかはありませんのでご注意ください。</p>\\n<p>【日時】2017/11/30(木) 19:00 – 21:00</p>\\n<p>【場所】Retty株式会社（東京都港区三田1丁目4番1号住友不動産麻布十番ビル3F）<br>\\n <a href=\"http://corp.retty.me/\" rel=\"nofollow\">http://corp.retty.me/</a></p>\\n<p>※渋谷、五反田、目黒方面からお越しの際はバス停「中ノ橋（港区）」で下車いただくとオフィスが目の前です！</p>\\n<p>【参加費】 無料</p>\\n<p>【定員】 10名</p>\\n<p>【スケジュール】</p>\\n<ul>\\n<li>19:00 – 19:15\\u3000簡単な自己紹介</li>\\n<li>19:15 – 21:00\\u3000もくもく勉強会</li>\\n<li>21:00 – 時間があれば簡単な懇親会・質問タイム</li>\\n</ul>\\n<p>【その他】</p>\\n<ul>\\n<li>Wifi、電源あります</li>\\n<li>基本的には自分でコードを書く人のための勉強会のため、それ以外のかたのご利用は、目的等、事前連絡ください</li>\\n<li>参加時のコメントで、以下よりお飲み物のリクエストを記載していただくとご用意します٩( \\'ω\\' )و</li>\\n</ul>\\n<div class=\"codehilite\"><pre><span class=\"n\">public</span> <span class=\"k\">enum</span> <span class=\"err\">お飲物</span> <span class=\"p\">{</span>\\n <span class=\"err\">エナドリ</span><span class=\"p\">,</span>\\n <span class=\"err\">ビール</span><span class=\"p\">,</span>\\n <span class=\"err\">お茶</span><span class=\"p\">,</span>\\n <span class=\"err\">ミネラルウォーター</span>\\n<span class=\"p\">}</span>\\n</pre></div>',\n",
" 'ended_at': '2017-11-30T21:00:00+09:00',\n",
" 'event_id': 72323,\n",
" 'event_type': 'participation',\n",
" 'event_url': 'https://retty.connpass.com/event/72323/',\n",
" 'hash_tag': 'AndroidMokuMokuRetty',\n",
" 'lat': '35.653293300000',\n",
" 'limit': 10,\n",
" 'lon': '139.741211400000',\n",
" 'owner_display_name': 'AtsukoFukui',\n",
" 'owner_id': 72786,\n",
" 'owner_nickname': 'AtsukoFukui',\n",
" 'place': 'Retty株式会社 麻布十番オフィス',\n",
" 'series': {'id': 2045,\n",
" 'title': 'Retty',\n",
" 'url': 'https://retty.connpass.com/'},\n",
" 'started_at': '2017-11-30T19:00:00+09:00',\n",
" 'title': '第22回 Androidもくもく勉強会@Rettyオフィス',\n",
" 'updated_at': '2017-11-14T16:24:40+09:00',\n",
" 'waiting': 0}"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 直近のイベント情報\n",
"result['events'][0]"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'accepted': 17,\n",
" 'address': '渋谷区千駄ヶ谷5-32-7 4F',\n",
" 'catch': '日本人宇宙飛行記念日',\n",
" 'description': '<h2>この勉強会について</h2>\\n<p>基本的に毎月開催です。スプリントのゆるい版みたいな感じで各自自分でやりたいことを持ってきて、勝手に開発を進めています。参加費は無料です。\\n初めての方も常連さんもぜひご参加ください。</p>\\n<ul>\\n<li>slackあります <a href=\"http://pyhack.herokuapp.com/\" rel=\"nofollow\">http://pyhack.herokuapp.com/</a></li>\\n</ul>\\n<p>会場には無線LANと電源があります。各自で用意するものは以下のとおりです。</p>\\n<ul>\\n<li>開発用のPC</li>\\n</ul>\\n<h3>会場について</h3>\\n<ul>\\n<li>ビープラウドの会議室を借ります。</li>\\n<li>土曜日はビルの表の自動ドアから入って、4Fに来てください。エレベーターを降りて左に進むと会議室があります。</li>\\n<li>補欠参加の人は <strong>床枠</strong> として、床で作業なら来てもらって構いません。</li>\\n</ul>\\n<h3>タイムテーブル</h3>\\n<p>以下は大体の目安です。また、遅刻早退はご自由にどうぞ。</p>\\n<ul>\\n<li>11:00- 自己紹介とやること発表</li>\\n<li>11:30- 開発開始</li>\\n<li>12:30- 昼食</li>\\n<li>13:30- もくもくと開発</li>\\n<li>17:30- 成果発表(できたとこまで)</li>\\n<li>19:00- 後片付け</li>\\n<li>19:30- 懇親会(行ける人で)</li>\\n</ul>\\n<h2>前回の様子や関連リンク</h2>\\n<ul>\\n<li><a href=\"https://togetter.com/li/1170683\" rel=\"nofollow\">Python mini Hack-a-thon #82 - Togetterまとめ</a></li>\\n</ul>\\n<h3>成果物とかブログとか</h3>\\n<ul>\\n<li><a href=\"https://pypi.python.org/pypi/sabr/1.2\" rel=\"nofollow\">sabr 1.2 : Python Package Index</a></li>\\n<li><a href=\"https://github.com/pyconjp/pyconjpbot/pull/22/\" rel=\"nofollow\">ISSHA-947 lgtm command by takanory · Pull Request #22 · pyconjp/pyconjpbot</a></li>\\n<li><a href=\"http://www.freia.jp/taka/blog/pyhack-20171111/index.html\" rel=\"nofollow\">Python mini hack-a-thon 82回 #pyhack — 清水川Web</a></li>\\n</ul>\\n<h3>参考リンク</h3>\\n<ul>\\n<li><a href=\"https://qiita.com/advent-calendar/2017/jupyter\" rel=\"nofollow\">Jupyter Advent Calendar 2017 - Qiita</a></li>\\n<li><a href=\"https://qiita.com/advent-calendar/2017/firebird\" rel=\"nofollow\">Firebird Advent Calendar 2017 - Qiita</a></li>\\n<li><a href=\"https://pypi.python.org/pypi/flit\" rel=\"nofollow\">flit 0.12.1 : Python Package Index</a></li>\\n</ul>\\n<h3>告知されたイベント</h3>\\n<ul>\\n<li>11月14日(火) <a href=\"https://sphinxjp.connpass.com/event/70246/\" rel=\"nofollow\">Sphinx Tea Night 2017.11 - connpass</a></li>\\n<li>11月17日(金) <a href=\"https://sphinxjp.connpass.com/event/71062/\" rel=\"nofollow\">Sphinx をはじめよう - connpass</a></li>\\n<li>11月18日(土) <a href=\"https://retty.connpass.com/event/69865/\" rel=\"nofollow\">Pythonもくもく自習室 #4 @ Rettyオフィス - connpass</a></li>\\n<li>11月18日(土) <a href=\"https://pyconjp.connpass.com/event/67533/\" rel=\"nofollow\">Python Boot Camp in 静岡 - connpass</a></li>\\n<li>11月21日(火) <a href=\"https://bpstudy.connpass.com/event/71003/\" rel=\"nofollow\">BPLL #15 - connpass</a></li>\\n<li>11月24日(金) <a href=\"https://bpstudy.connpass.com/event/68500/\" rel=\"nofollow\">BPStudy#123〜技術書籍執筆の実際、ノウハウ - connpass</a></li>\\n<li>11月28日(火) <a href=\"https://sphinxjp.connpass.com/event/71056/\" rel=\"nofollow\">SphinxCon JP 2017 - connpass</a></li>\\n<li>12月2日(土) <a href=\"https://quantopian-tokyo.connpass.com/event/71872/\" rel=\"nofollow\">Tokyo Quantopian User Group Vol.02 - connpass</a></li>\\n<li>12月4日(月) <a href=\"https://sphinxjp.connpass.com/event/71016/\" rel=\"nofollow\">Sphinx-users.jp 2017年 定期総会 - connpass</a></li>\\n<li>12月6日(水) <a href=\"https://django.connpass.com/event/71336/\" rel=\"nofollow\">DjangoCon mini JP 12月作業日 - connpass</a></li>\\n<li>12月10日(日) <a href=\"https://pyladies-tokyo.connpass.com/event/71386/\" rel=\"nofollow\">PyLadies Tokyo Meetup #27 すうがくはじめの一歩 - connpass</a></li>\\n<li>12月16日(土) <a href=\"https://pyconjp.connpass.com/event/69433/\" rel=\"nofollow\">Python Boot Camp in 埼玉 - connpass</a></li>\\n<li>1月7日(日) <a href=\"https://sphinxjp.connpass.com/event/72062/\" rel=\"nofollow\">Sphinx + 翻訳 Hack-a-thon 開発合宿 - connpass</a></li>\\n</ul>',\n",
" 'ended_at': '2017-12-02T19:00:00+09:00',\n",
" 'event_id': 72098,\n",
" 'event_type': 'participation',\n",
" 'event_url': 'https://pyhack.connpass.com/event/72098/',\n",
" 'hash_tag': 'pyhack',\n",
" 'lat': '35.686402100000',\n",
" 'limit': 20,\n",
" 'lon': '139.703513600000',\n",
" 'owner_display_name': 'Takanori Suzuki',\n",
" 'owner_id': 51,\n",
" 'owner_nickname': 'takanori',\n",
" 'place': 'ビープラウド会議室',\n",
" 'series': {'id': 14,\n",
" 'title': 'Python mini Hack-a-thon',\n",
" 'url': 'https://pyhack.connpass.com/'},\n",
" 'started_at': '2017-12-02T11:00:00+09:00',\n",
" 'title': '(第83回)Python mini Hack-a-thon',\n",
" 'updated_at': '2017-11-13T09:35:48+09:00',\n",
" 'waiting': 3}"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"result['events'][1]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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