diff --git a/nb/2_importing_data.ipynb b/nb/2_importing_data.ipynb new file mode 100644 index 0000000..946af15 --- /dev/null +++ b/nb/2_importing_data.ipynb @@ -0,0 +1,5578 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** NAVIGATION **\n", + "\n", + "**Got Pandas? _Practical Data Wrangling with Pandas_**\n", + "\n", + "* [Introduction](./0_introduction.ipynb)\n", + "1. [Data Structures](./1_data_structures.ipynb)\n", + "2. **Importing Data**\n", + "3. [Manipulating DataFrames](./3_dataframe_operations.ipynb)\n", + "4. [Wrap Up](4_wrapping_up.ipynb)\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "toc": "true" + }, + "source": [ + "# Table of Contents\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Importing Data in Pandas\n", + "\n", + "Pandas supports a number of data formats out of the box including:\n", + "\n", + "* CSV, Excel\n", + "* JSON\n", + "* HDF5\n", + "* SQL databases\n", + "* and others\n", + "\n", + "The major benefit for using Pandas to load these data is that it provides a simple, consistent mechanism for each of them and loads them directly into the Pandas DataFrame in a single operation, reducing the need to go elsewhere to perform the same operations with more code or overhead.\n", + "\n", + "Pandas I/O supports loading these data formats directly from local storage or using a URL containing such data. The convenience being that the resource string used can be either a local/network file string or a URL.\n", + "\n", + "**NOTEBOOK OBJECTIVES**\n", + "\n", + "In this notebook we'll:\n", + "\n", + "* load a local and remote csv file, \n", + "* load Excel datafile,\n", + "* load JSON data,\n", + "* load data via SQL queries." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Importing Pandas\n", + "\n", + "You will most often load the Pandas library with the following line:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Loading CSV and Excel\n", + "\n", + "### CSV\n", + "\n", + "CSV files are still a staple in data file formats. They're portable, flexible, flat, usually easy to parse and ubiquitous. We will begin by showing how to use Pandas to load CSV directly into a DataFrame.\n", + "\n", + "**DATA SOURCE**\n", + "\n", + "US Baseball Statistics Archive by Sean Lahman (CCBY-SA 3.0):\n", + "\n", + "* [http://seanlahman.com/baseball-archive/statistics/](http://seanlahman.com/baseball-archive/statistics/)\n", + "* [https://github.com/chadwickbureau/baseballdatabank](https://github.com/chadwickbureau/baseballdatabank)\n", + "\n", + "We have put the dataset for [batting data](./datasets/Batting.csv) into our local `datasets` folder.\n", + "\n", + "Loading this into a Pandas DataFrame will require us to use the [`read_csv`](http://pandas.pydata.org/pandas-docs/stable/generated/pandas.read_csv.html#pandas.read_csv) function, which will attempt to load the CSV data directly into the DataFrame." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "df = pd.read_csv(\"./datasets/Batting.csv\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If we inspect this DataFrame, will get exactly what we expect -- each line corresponding to the row in file. __NOTE__: where there are missing values, Pandas will automatically fill the data with `NaN`." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " | playerID | \n", + "yearID | \n", + "stint | \n", + "teamID | \n", + "lgID | \n", + "G | \n", + "AB | \n", + "R | \n", + "H | \n", + "2B | \n", + "... | \n", + "RBI | \n", + "SB | \n", + "CS | \n", + "BB | \n", + "SO | \n", + "IBB | \n", + "HBP | \n", + "SH | \n", + "SF | \n", + "GIDP | \n", + "
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102816 rows × 22 columns
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---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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10 rows × 22 columns
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---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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45 | \n", + "fulmech01 | \n", + "1871 | \n", + "1 | \n", + "RC1 | \n", + "NaN | \n", + "16 | \n", + "63 | \n", + "11 | \n", + "17 | \n", + "1 | \n", + "... | \n", + "3.0 | \n", + "0.0 | \n", + "0.0 | \n", + "5 | \n", + "1.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
10 rows × 22 columns
\n", + "\n", + " | playerID | \n", + "yearID | \n", + "stint | \n", + "teamID | \n", + "lgID | \n", + "G | \n", + "AB | \n", + "R | \n", + "H | \n", + "2B | \n", + "... | \n", + "RBI | \n", + "SB | \n", + "CS | \n", + "BB | \n", + "SO | \n", + "IBB | \n", + "HBP | \n", + "SH | \n", + "SF | \n", + "GIDP | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
100193 | \n", + "desmoia01 | \n", + "2015 | \n", + "1 | \n", + "WAS | \n", + "NL | \n", + "156 | \n", + "583 | \n", + "69 | \n", + "136 | \n", + "27 | \n", + "... | \n", + "62.0 | \n", + "13.0 | \n", + "5.0 | \n", + "45 | \n", + "187.0 | \n", + "0.0 | \n", + "3.0 | \n", + "6.0 | \n", + "4.0 | \n", + "9.0 | \n", + "
100250 | \n", + "escobyu01 | \n", + "2015 | \n", + "1 | \n", + "WAS | \n", + "NL | \n", + "139 | \n", + "535 | \n", + "75 | \n", + "168 | \n", + "25 | \n", + "... | \n", + "56.0 | \n", + "2.0 | \n", + "2.0 | \n", + "45 | \n", + "70.0 | \n", + "0.0 | \n", + "8.0 | \n", + "1.0 | \n", + "2.0 | \n", + "24.0 | \n", + "
100251 | \n", + "espinda01 | \n", + "2015 | \n", + "1 | \n", + "WAS | \n", + "NL | \n", + "118 | \n", + "367 | \n", + "59 | \n", + "88 | \n", + "21 | \n", + "... | \n", + "37.0 | \n", + "5.0 | \n", + "2.0 | \n", + "33 | \n", + "106.0 | \n", + "5.0 | \n", + "6.0 | \n", + "3.0 | \n", + "3.0 | \n", + "6.0 | \n", + "
100422 | \n", + "harpebr03 | \n", + "2015 | \n", + "1 | \n", + "WAS | \n", + "NL | \n", + "153 | \n", + "521 | \n", + "118 | \n", + "172 | \n", + "38 | \n", + "... | \n", + "99.0 | \n", + "6.0 | \n", + "4.0 | \n", + "124 | \n", + "131.0 | \n", + "15.0 | \n", + "5.0 | \n", + "0.0 | \n", + "4.0 | \n", + "15.0 | \n", + "
100950 | \n", + "ramoswi01 | \n", + "2015 | \n", + "1 | \n", + "WAS | \n", + "NL | \n", + "128 | \n", + "475 | \n", + "41 | \n", + "109 | \n", + "16 | \n", + "... | \n", + "68.0 | \n", + "0.0 | \n", + "0.0 | \n", + "21 | \n", + "101.0 | \n", + "2.0 | \n", + "0.0 | \n", + "0.0 | \n", + "8.0 | \n", + "16.0 | \n", + "
100993 | \n", + "robincl01 | \n", + "2015 | \n", + "1 | \n", + "WAS | \n", + "NL | \n", + "126 | \n", + "309 | \n", + "44 | \n", + "84 | \n", + "15 | \n", + "... | \n", + "34.0 | \n", + "0.0 | \n", + "0.0 | \n", + "37 | \n", + "52.0 | \n", + "4.0 | \n", + "5.0 | \n", + "0.0 | \n", + "1.0 | \n", + "6.0 | \n", + "
101176 | \n", + "taylomi02 | \n", + "2015 | \n", + "1 | \n", + "WAS | \n", + "NL | \n", + "138 | \n", + "472 | \n", + "49 | \n", + "108 | \n", + "15 | \n", + "... | \n", + "63.0 | \n", + "16.0 | \n", + "3.0 | \n", + "35 | \n", + "158.0 | \n", + "9.0 | \n", + "1.0 | \n", + "1.0 | \n", + "2.0 | \n", + "5.0 | \n", + "
101725 | \n", + "espinda01 | \n", + "2016 | \n", + "1 | \n", + "WAS | \n", + "NL | \n", + "157 | \n", + "516 | \n", + "66 | \n", + "108 | \n", + "15 | \n", + "... | \n", + "72.0 | \n", + "9.0 | \n", + "2.0 | \n", + "54 | \n", + "174.0 | \n", + "12.0 | \n", + "20.0 | \n", + "7.0 | \n", + "4.0 | \n", + "4.0 | \n", + "
101895 | \n", + "harpebr03 | \n", + "2016 | \n", + "1 | \n", + "WAS | \n", + "NL | \n", + "147 | \n", + "506 | \n", + "84 | \n", + "123 | \n", + "24 | \n", + "... | \n", + "86.0 | \n", + "21.0 | \n", + "10.0 | \n", + "108 | \n", + "117.0 | \n", + "20.0 | \n", + "3.0 | \n", + "0.0 | \n", + "10.0 | \n", + "11.0 | \n", + "
102245 | \n", + "murphda08 | \n", + "2016 | \n", + "1 | \n", + "WAS | \n", + "NL | \n", + "142 | \n", + "531 | \n", + "88 | \n", + "184 | \n", + "47 | \n", + "... | \n", + "104.0 | \n", + "5.0 | \n", + "3.0 | \n", + "35 | \n", + "57.0 | \n", + "10.0 | \n", + "8.0 | \n", + "0.0 | \n", + "8.0 | \n", + "4.0 | \n", + "
102429 | \n", + "ramoswi01 | \n", + "2016 | \n", + "1 | \n", + "WAS | \n", + "NL | \n", + "131 | \n", + "482 | \n", + "58 | \n", + "148 | \n", + "25 | \n", + "... | \n", + "80.0 | \n", + "0.0 | \n", + "0.0 | \n", + "35 | \n", + "79.0 | \n", + "2.0 | \n", + "2.0 | \n", + "0.0 | \n", + "4.0 | \n", + "17.0 | \n", + "
102449 | \n", + "rendoan01 | \n", + "2016 | \n", + "1 | \n", + "WAS | \n", + "NL | \n", + "156 | \n", + "567 | \n", + "91 | \n", + "153 | \n", + "38 | \n", + "... | \n", + "85.0 | \n", + "12.0 | \n", + "6.0 | \n", + "65 | \n", + "117.0 | \n", + "2.0 | \n", + "7.0 | \n", + "0.0 | \n", + "8.0 | \n", + "5.0 | \n", + "
102451 | \n", + "reverbe01 | \n", + "2016 | \n", + "1 | \n", + "WAS | \n", + "NL | \n", + "103 | \n", + "350 | \n", + "44 | \n", + "76 | \n", + "9 | \n", + "... | \n", + "24.0 | \n", + "14.0 | \n", + "5.0 | \n", + "18 | \n", + "34.0 | \n", + "0.0 | \n", + "3.0 | \n", + "2.0 | \n", + "2.0 | \n", + "12.0 | \n", + "
102472 | \n", + "robincl01 | \n", + "2016 | \n", + "1 | \n", + "WAS | \n", + "NL | \n", + "104 | \n", + "196 | \n", + "16 | \n", + "46 | \n", + "4 | \n", + "... | \n", + "26.0 | \n", + "0.0 | \n", + "0.0 | \n", + "20 | \n", + "38.0 | \n", + "0.0 | \n", + "2.0 | \n", + "1.0 | \n", + "5.0 | \n", + "4.0 | \n", + "
102763 | \n", + "werthja01 | \n", + "2016 | \n", + "1 | \n", + "WAS | \n", + "NL | \n", + "143 | \n", + "525 | \n", + "84 | \n", + "128 | \n", + "28 | \n", + "... | \n", + "69.0 | \n", + "5.0 | \n", + "1.0 | \n", + "71 | \n", + "139.0 | \n", + "0.0 | \n", + "4.0 | \n", + "0.0 | \n", + "6.0 | \n", + "17.0 | \n", + "
102812 | \n", + "zimmery01 | \n", + "2016 | \n", + "1 | \n", + "WAS | \n", + "NL | \n", + "115 | \n", + "427 | \n", + "60 | \n", + "93 | \n", + "18 | \n", + "... | \n", + "46.0 | \n", + "4.0 | \n", + "1.0 | \n", + "29 | \n", + "104.0 | \n", + "1.0 | \n", + "5.0 | \n", + "0.0 | \n", + "6.0 | \n", + "12.0 | \n", + "
16 rows × 22 columns
\n", + "\n", + " | Table 1: Yearly Change in Scheduled Passenger Airline Full-time Equivalent Employees* by Airline Group | \n", + "Unnamed: 1 | \n", + "Unnamed: 2 | \n", + "Unnamed: 3 | \n", + "Unnamed: 4 | \n", + "Unnamed: 5 | \n", + "
---|---|---|---|---|---|---|
0 | \n", + "Most recent 13 months - percent change from sa... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
1 | \n", + "NaN | \n", + "Network Airlines | \n", + "Low-Cost Airlines | \n", + "Regional Airlines | \n", + "Other Airlines | \n", + "All Passenger Airlines ** | \n", + "
2 | \n", + "May 2015 - May 2016 | \n", + "2.3 | \n", + "10.7 | \n", + "0.2 | \n", + "9.3 | \n", + "3.7 | \n", + "
3 | \n", + "Jun 2015 - Jun 2016 | \n", + "2.3 | \n", + "11 | \n", + "0.9 | \n", + "10.6 | \n", + "3.9 | \n", + "
4 | \n", + "Jul 2015 - Jul 2016 | \n", + "2.4 | \n", + "11.3 | \n", + "3.3 | \n", + "11.2 | \n", + "4.3 | \n", + "
5 | \n", + "Aug 2015 - Aug 2016 | \n", + "2.5 | \n", + "11 | \n", + "3.3 | \n", + "11.9 | \n", + "4.3 | \n", + "
6 | \n", + "Sep 2015 - Sep 2016 | \n", + "2.6 | \n", + "10.6 | \n", + "2.9 | \n", + "13 | \n", + "4.3 | \n", + "
7 | \n", + "Oct 2015 - Oct 2016 | \n", + "2.7 | \n", + "10.3 | \n", + "0.3 | \n", + "12.7 | \n", + "4 | \n", + "
8 | \n", + "Nov 2015 - Nov 2016 | \n", + "2.3 | \n", + "9.8 | \n", + "0.2 | \n", + "13.5 | \n", + "3.7 | \n", + "
9 | \n", + "Dec 2015 - Dec 2016 | \n", + "2.4 | \n", + "9.5 | \n", + "0.2 | \n", + "13.7 | \n", + "3.7 | \n", + "
10 | \n", + "Jan 2016 - Jan 2017 | \n", + "2.3 | \n", + "9.7 | \n", + "1.9 | \n", + "12.7 | \n", + "3.9 | \n", + "
11 | \n", + "Feb 2016 - Feb 2017 | \n", + "2.4 | \n", + "9.4 | \n", + "2.4 | \n", + "11.8 | \n", + "3.9 | \n", + "
12 | \n", + "Mar 2016 - Mar 2017 | \n", + "2.7 | \n", + "9.1 | \n", + "2 | \n", + "11.7 | \n", + "4 | \n", + "
13 | \n", + "Apr 2016 - Apr 2017 | \n", + "2.6 | \n", + "8.5 | \n", + "2.1 | \n", + "10.7 | \n", + "3.9 | \n", + "
14 | \n", + "May 2016 - May 2017 | \n", + "2.4 | \n", + "8.3 | \n", + "2.5 | \n", + "4.2 | \n", + "3.6 | \n", + "
15 | \n", + "Source: Bureau of Transportation Statistics | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
16 | \n", + "* Full-time Equivalent Employee (FTE) calculat... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
17 | \n", + "** Includes network, low-cost, regional and ot... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
18 | \n", + "Note: Percent changes based on numbers prior t... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
19 | \n", + "Note: See Table 2 for all passenger airlines, ... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
\n", + " | Network Airlines | \n", + "Low-Cost Airlines | \n", + "Regional Airlines | \n", + "Other Airlines | \n", + "All Passenger Airlines ** | \n", + "
---|---|---|---|---|---|
May 2015 - May 2016 | \n", + "2.3 | \n", + "10.7 | \n", + "0.2 | \n", + "9.3 | \n", + "3.7 | \n", + "
Jun 2015 - Jun 2016 | \n", + "2.3 | \n", + "11 | \n", + "0.9 | \n", + "10.6 | \n", + "3.9 | \n", + "
Jul 2015 - Jul 2016 | \n", + "2.4 | \n", + "11.3 | \n", + "3.3 | \n", + "11.2 | \n", + "4.3 | \n", + "
Aug 2015 - Aug 2016 | \n", + "2.5 | \n", + "11 | \n", + "3.3 | \n", + "11.9 | \n", + "4.3 | \n", + "
Sep 2015 - Sep 2016 | \n", + "2.6 | \n", + "10.6 | \n", + "2.9 | \n", + "13 | \n", + "4.3 | \n", + "
Oct 2015 - Oct 2016 | \n", + "2.7 | \n", + "10.3 | \n", + "0.3 | \n", + "12.7 | \n", + "4 | \n", + "
Nov 2015 - Nov 2016 | \n", + "2.3 | \n", + "9.8 | \n", + "0.2 | \n", + "13.5 | \n", + "3.7 | \n", + "
Dec 2015 - Dec 2016 | \n", + "2.4 | \n", + "9.5 | \n", + "0.2 | \n", + "13.7 | \n", + "3.7 | \n", + "
Jan 2016 - Jan 2017 | \n", + "2.3 | \n", + "9.7 | \n", + "1.9 | \n", + "12.7 | \n", + "3.9 | \n", + "
Feb 2016 - Feb 2017 | \n", + "2.4 | \n", + "9.4 | \n", + "2.4 | \n", + "11.8 | \n", + "3.9 | \n", + "
Mar 2016 - Mar 2017 | \n", + "2.7 | \n", + "9.1 | \n", + "2 | \n", + "11.7 | \n", + "4 | \n", + "
Apr 2016 - Apr 2017 | \n", + "2.6 | \n", + "8.5 | \n", + "2.1 | \n", + "10.7 | \n", + "3.9 | \n", + "
May 2016 - May 2017 | \n", + "2.4 | \n", + "8.3 | \n", + "2.5 | \n", + "4.2 | \n", + "3.6 | \n", + "
\n", + " | author | \n", + "text | \n", + "
---|---|---|
0 | \n", + "Martin Golding | \n", + "Always code as if the guy who ends up maintain... | \n", + "
1 | \n", + "Unknown | \n", + "All computers wait at the same speed. | \n", + "
2 | \n", + "Unknown | \n", + "A misplaced decimal point will always end up w... | \n", + "
3 | \n", + "Unknown | \n", + "A good programmer looks both ways before cross... | \n", + "
4 | \n", + "Unknown | \n", + "A computer program does what you tell it to do... | \n", + "
5 | \n", + "Unknown | \n", + "\"Intel Inside\" is a Government Warning require... | \n", + "
6 | \n", + "Arthur Godfrey | \n", + "Common sense gets a lot of credit that belongs... | \n", + "
7 | \n", + "Unknown | \n", + "Chuck Norris doesn’t go hunting. Chuck Norris ... | \n", + "
8 | \n", + "Unknown | \n", + "Chuck Norris counted to infinity... twice. | \n", + "
9 | \n", + "Unknown | \n", + "C is quirky, flawed, and an enormous success. | \n", + "
10 | \n", + "Unknown | \n", + "Beta is Latin for still doesn’t work. | \n", + "
11 | \n", + "Unknown | \n", + "ASCII stupid question, get a stupid ANSI! | \n", + "
12 | \n", + "Unknown | \n", + "Artificial Intelligence usually beats natural ... | \n", + "
13 | \n", + "Ted Nelson | \n", + "Any fool can use a computer. Many do. | \n", + "
14 | \n", + "Unknown | \n", + "Hey! It compiles! Ship it! | \n", + "
15 | \n", + "Martin Luther King Junior | \n", + "Hate cannot drive out hate; only love can do t... | \n", + "
16 | \n", + "Unknown | \n", + "Guns don’t kill people. Chuck Norris kills peo... | \n", + "
17 | \n", + "Unknown | \n", + "God is real, unless declared integer. | \n", + "
18 | \n", + "John Johnson | \n", + "First, solve the problem. Then, write the code. | \n", + "
19 | \n", + "Oscar Wilde | \n", + "Experience is the name everyone gives to their... | \n", + "
20 | \n", + "Miguel de Icaza | \n", + "Every piece of software written today is likel... | \n", + "
21 | \n", + "Unknown | \n", + "Computers make very fast, very accurate mistakes. | \n", + "
22 | \n", + "Unknown | \n", + "Computers do not solve problems, they execute ... | \n", + "
23 | \n", + "Unknown | \n", + "I have NOT lost my mind—I have it backed up on... | \n", + "
24 | \n", + "Unknown | \n", + "If brute force doesn’t solve your problems, th... | \n", + "
25 | \n", + "Unknown | \n", + "It works on my machine. | \n", + "
26 | \n", + "Unknown | \n", + "Java is, in many ways, C++??. | \n", + "
27 | \n", + "Unknown | \n", + "Keyboard not found...Press any key to continue. | \n", + "
28 | \n", + "Unknown | \n", + "Life would be so much easier if we only had th... | \n", + "
29 | \n", + "Unknown | \n", + "Mac users swear by their Mac, PC users swear a... | \n", + "
... | \n", + "... | \n", + "... | \n", + "
159 | \n", + "Paul Graham | \n", + "OO programming offers a sustainable way to wri... | \n", + "
160 | \n", + "Nikita Popov | \n", + "Ruby is rubbish! PHP is phpantastic! | \n", + "
161 | \n", + "Douglas Adams | \n", + "So long and thanks for all the fish! | \n", + "
162 | \n", + "Cicero | \n", + "If I had more time, I would have written a sho... | \n", + "
163 | \n", + "Jeff Atwood | \n", + "The best reaction to \"this is confusing, where... | \n", + "
164 | \n", + "Jeff Atwood | \n", + "The older I get, the more I believe that the o... | \n", + "
165 | \n", + "Douglas Crockford | \n", + "\"That hardly ever happens\" is another way of s... | \n", + "
166 | \n", + "Anna Debenham | \n", + "Hello, PHP, my old friend. | \n", + "
167 | \n", + "Melvin Conway | \n", + "Organizations which design systems are constra... | \n", + "
168 | \n", + "Melvin Conway | \n", + "In design, complexity is toxic. | \n", + "
169 | \n", + "Jeffrey Zeldman | \n", + "Good is the enemy of great, but great is the e... | \n", + "
170 | \n", + "Rick Lemons | \n", + "Don't make the user provide information that t... | \n", + "
171 | \n", + "Donald E. Knuth | \n", + "You're bound to be unhappy if you optimize eve... | \n", + "
172 | \n", + "Anna Nachesa | \n", + "If the programmers like each other, they play ... | \n", + "
173 | \n", + "Edsger W. Dijkstra | \n", + "Simplicity is prerequisite for reliability. | \n", + "
174 | \n", + "Jordi Boggiano | \n", + "Focus on WHY instead of WHAT in your code will... | \n", + "
175 | \n", + "Andrei Herasimchuk | \n", + "The best engineers I know are artists at heart... | \n", + "
176 | \n", + "Barry Boehm | \n", + "Poor management can increase software costs mo... | \n", + "
177 | \n", + "Daniel Bryant | \n", + "If you can't deploy your services independentl... | \n", + "
178 | \n", + "Daniel Bryant | \n", + "If you can't deploy your services independentl... | \n", + "
179 | \n", + "Jeff Atwood | \n", + "No one hates software more than software devel... | \n", + "
180 | \n", + "Robert C. Martin | \n", + "The proper use of comments is to compensate fo... | \n", + "
181 | \n", + "Cory House | \n", + "Code is like humor. When you have to explain i... | \n", + "
182 | \n", + "Steve Maguire | \n", + "Fix the cause, not the symptom. | \n", + "
183 | \n", + "David Heinemeier Hansson | \n", + "Programmers are constantly making things more ... | \n", + "
184 | \n", + "Linus Torvalds | \n", + "People will realize that software is not a pro... | \n", + "
185 | \n", + "Ron Fein | \n", + "Design is choosing how you will fail. | \n", + "
186 | \n", + "Steve Jobs | \n", + "Focus is saying no to 1000 good ideas. | \n", + "
187 | \n", + "Ron Jeffries | \n", + "Code never lies, comments sometimes do. | \n", + "
188 | \n", + "Unknown | \n", + "Be careful with each other, so you can be dang... | \n", + "
189 rows × 2 columns
\n", + "\n", + " | text | \n", + "
---|---|
author | \n", + "\n", + " |
Martin Golding | \n", + "Always code as if the guy who ends up maintain... | \n", + "
Unknown | \n", + "All computers wait at the same speed. | \n", + "
Unknown | \n", + "A misplaced decimal point will always end up w... | \n", + "
Unknown | \n", + "A good programmer looks both ways before cross... | \n", + "
Unknown | \n", + "A computer program does what you tell it to do... | \n", + "
Unknown | \n", + "\"Intel Inside\" is a Government Warning require... | \n", + "
Arthur Godfrey | \n", + "Common sense gets a lot of credit that belongs... | \n", + "
Unknown | \n", + "Chuck Norris doesn’t go hunting. Chuck Norris ... | \n", + "
Unknown | \n", + "Chuck Norris counted to infinity... twice. | \n", + "
Unknown | \n", + "C is quirky, flawed, and an enormous success. | \n", + "
Unknown | \n", + "Beta is Latin for still doesn’t work. | \n", + "
Unknown | \n", + "ASCII stupid question, get a stupid ANSI! | \n", + "
Unknown | \n", + "Artificial Intelligence usually beats natural ... | \n", + "
Ted Nelson | \n", + "Any fool can use a computer. Many do. | \n", + "
Unknown | \n", + "Hey! It compiles! Ship it! | \n", + "
Martin Luther King Junior | \n", + "Hate cannot drive out hate; only love can do t... | \n", + "
Unknown | \n", + "Guns don’t kill people. Chuck Norris kills peo... | \n", + "
Unknown | \n", + "God is real, unless declared integer. | \n", + "
John Johnson | \n", + "First, solve the problem. Then, write the code. | \n", + "
Oscar Wilde | \n", + "Experience is the name everyone gives to their... | \n", + "
Miguel de Icaza | \n", + "Every piece of software written today is likel... | \n", + "
Unknown | \n", + "Computers make very fast, very accurate mistakes. | \n", + "
Unknown | \n", + "Computers do not solve problems, they execute ... | \n", + "
Unknown | \n", + "I have NOT lost my mind—I have it backed up on... | \n", + "
Unknown | \n", + "If brute force doesn’t solve your problems, th... | \n", + "
Unknown | \n", + "It works on my machine. | \n", + "
Unknown | \n", + "Java is, in many ways, C++??. | \n", + "
Unknown | \n", + "Keyboard not found...Press any key to continue. | \n", + "
Unknown | \n", + "Life would be so much easier if we only had th... | \n", + "
Unknown | \n", + "Mac users swear by their Mac, PC users swear a... | \n", + "
... | \n", + "... | \n", + "
Paul Graham | \n", + "OO programming offers a sustainable way to wri... | \n", + "
Nikita Popov | \n", + "Ruby is rubbish! PHP is phpantastic! | \n", + "
Douglas Adams | \n", + "So long and thanks for all the fish! | \n", + "
Cicero | \n", + "If I had more time, I would have written a sho... | \n", + "
Jeff Atwood | \n", + "The best reaction to \"this is confusing, where... | \n", + "
Jeff Atwood | \n", + "The older I get, the more I believe that the o... | \n", + "
Douglas Crockford | \n", + "\"That hardly ever happens\" is another way of s... | \n", + "
Anna Debenham | \n", + "Hello, PHP, my old friend. | \n", + "
Melvin Conway | \n", + "Organizations which design systems are constra... | \n", + "
Melvin Conway | \n", + "In design, complexity is toxic. | \n", + "
Jeffrey Zeldman | \n", + "Good is the enemy of great, but great is the e... | \n", + "
Rick Lemons | \n", + "Don't make the user provide information that t... | \n", + "
Donald E. Knuth | \n", + "You're bound to be unhappy if you optimize eve... | \n", + "
Anna Nachesa | \n", + "If the programmers like each other, they play ... | \n", + "
Edsger W. Dijkstra | \n", + "Simplicity is prerequisite for reliability. | \n", + "
Jordi Boggiano | \n", + "Focus on WHY instead of WHAT in your code will... | \n", + "
Andrei Herasimchuk | \n", + "The best engineers I know are artists at heart... | \n", + "
Barry Boehm | \n", + "Poor management can increase software costs mo... | \n", + "
Daniel Bryant | \n", + "If you can't deploy your services independentl... | \n", + "
Daniel Bryant | \n", + "If you can't deploy your services independentl... | \n", + "
Jeff Atwood | \n", + "No one hates software more than software devel... | \n", + "
Robert C. Martin | \n", + "The proper use of comments is to compensate fo... | \n", + "
Cory House | \n", + "Code is like humor. When you have to explain i... | \n", + "
Steve Maguire | \n", + "Fix the cause, not the symptom. | \n", + "
David Heinemeier Hansson | \n", + "Programmers are constantly making things more ... | \n", + "
Linus Torvalds | \n", + "People will realize that software is not a pro... | \n", + "
Ron Fein | \n", + "Design is choosing how you will fail. | \n", + "
Steve Jobs | \n", + "Focus is saying no to 1000 good ideas. | \n", + "
Ron Jeffries | \n", + "Code never lies, comments sometimes do. | \n", + "
Unknown | \n", + "Be careful with each other, so you can be dang... | \n", + "
189 rows × 1 columns
\n", + "\n", + " | text | \n", + "
---|---|
author | \n", + "\n", + " |
Unknown | \n", + "Java is, in many ways, C++??. | \n", + "
\n", + " | game_id | \n", + "clue_id | \n", + "value | \n", + "category | \n", + "clue | \n", + "strike1 | \n", + "strike2 | \n", + "strike3 | \n", + "answer | \n", + "
---|---|---|---|---|---|---|---|---|---|
0 | \n", + "280 | \n", + "16720 | \n", + "100 | \n", + "HIGH ROLLERS | \n", + "After an 1891 roulette run, Charles Wells was ... | \n", + "What is Atlantic City? | \n", + "What is Las Vegas? | \n", + "What is Monaco? | \n", + "Monte Carlo | \n", + "
1 | \n", + "429 | \n", + "25403 | \n", + "100 | \n", + "OH, CRAPS! | \n", + "The combo that totals one shy of \"boxcars\" | \n", + "What is 11? | \n", + "What is 10? | \n", + "What is 9? | \n", + "5 & 6 | \n", + "
2 | \n", + "866 | \n", + "51549 | \n", + "100 | \n", + "ROCK & POP | \n", + "It was the last decade in which Cher didn't ha... | \n", + "What are the 1980s? | \n", + "What are the 1970s? | \n", + "What are the 1990s? | \n", + "1950s | \n", + "
3 | \n", + "1018 | \n", + "60582 | \n", + "100 | \n", + "LET'S HAVE A BALL | \n", + "Sink it & you've scratched | \n", + "Um... | \n", + "What is the pinball? | \n", + "What is the 8-ball? | \n", + "the cue ball | \n", + "
4 | \n", + "1069 | \n", + "63644 | \n", + "100 | \n", + "WHAT A YEAR! | \n", + "Dewaele won the Tour de France, Coco Chanel wa... | \n", + "What is 1933? | \n", + "What is 1987? | \n", + "What is 1927? | \n", + "1929 | \n", + "
5 | \n", + "1473 | \n", + "84364 | \n", + "100 | \n", + "EUROPEAN HISTORY | \n", + "A former Socialist, he formed the anti-Communi... | \n", + "Who was Lenin? | \n", + "Who was Franco? | \n", + "Who was Hitler? | \n", + "Benito Mussolini | \n", + "
6 | \n", + "1635 | \n", + "93864 | \n", + "100 | \n", + "CHRISTIANITY | \n", + "According to tradition, Dismas & Gestas were t... | \n", + "Who are the thieves? | \n", + "What is Cavalry? | \n", + "What is Mt. Olive? | \n", + "Calvary | \n", + "
7 | \n", + "4166 | \n", + "242419 | \n", + "100 | \n", + "NAME THE DECADE | \n", + "Paul Revere & William Dawes warn colonists tha... | \n", + "What is the 16th century? | \n", + "What is the 18th century? | \n", + "What is the 18th century? | \n", + "the 1770s | \n", + "
8 | \n", + "112 | \n", + "6679 | \n", + "200 | \n", + "ODD ALPHABETS | \n", + "In alphabet radio code, \"B\" is Bravo and \"F\" s... | \n", + "What's the Flamingo? | \n", + "What's a Fandango? | \n", + "What's the Flamenco? - you have it written the... | \n", + "Foxtrot | \n", + "
9 | \n", + "354 | \n", + "20984 | \n", + "200 | \n", + "SPORTS | \n", + "A filly becomes a mare at this age | \n", + "What is 3? | \n", + "What is 1? | \n", + "What is 2? | \n", + "4 | \n", + "
\n", + " | occupation | \n", + "freq | \n", + "
---|---|---|
0 | \n", + "attorney | \n", + "380 | \n", + "
1 | \n", + "senior | \n", + "228 | \n", + "
2 | \n", + "graduate student | \n", + "212 | \n", + "
3 | \n", + "writer | \n", + "176 | \n", + "
4 | \n", + "teacher | \n", + "159 | \n", + "
5 | \n", + "junior | \n", + "158 | \n", + "
6 | \n", + "law student | \n", + "120 | \n", + "
7 | \n", + "lawyer | \n", + "112 | \n", + "
8 | \n", + "homemaker | \n", + "101 | \n", + "
9 | \n", + "actor | \n", + "97 | \n", + "
\n", + " | occupation | \n", + "freq | \n", + "
---|---|---|
4205 | \n", + "writer for an online magazine | \n", + "1 | \n", + "
4206 | \n", + "writer's assistant | \n", + "1 | \n", + "
4207 | \n", + "writer-producer | \n", + "1 | \n", + "
4208 | \n", + "writing instructor | \n", + "1 | \n", + "
4209 | \n", + "yoga instructor | \n", + "1 | \n", + "
4210 | \n", + "yogurt franchise operator | \n", + "1 | \n", + "
4211 | \n", + "youth ministry consultant | \n", + "1 | \n", + "
4212 | \n", + "zoo docent | \n", + "1 | \n", + "
4213 | \n", + "zoo educator | \n", + "1 | \n", + "
4214 | \n", + "teacher | \n", + "830 | \n", + "
\n", + " | occupation | \n", + "freq | \n", + "pct | \n", + "
---|---|---|---|
4214 | \n", + "teacher | \n", + "830 | \n", + "0.078905 | \n", + "
0 | \n", + "attorney | \n", + "380 | \n", + "0.036125 | \n", + "
1 | \n", + "senior | \n", + "228 | \n", + "0.021675 | \n", + "
2 | \n", + "graduate student | \n", + "212 | \n", + "0.020154 | \n", + "
3 | \n", + "writer | \n", + "176 | \n", + "0.016732 | \n", + "
4 | \n", + "junior | \n", + "158 | \n", + "0.015020 | \n", + "
5 | \n", + "law student | \n", + "120 | \n", + "0.011408 | \n", + "
6 | \n", + "lawyer | \n", + "112 | \n", + "0.010647 | \n", + "
7 | \n", + "homemaker | \n", + "101 | \n", + "0.009602 | \n", + "
8 | \n", + "actor | \n", + "97 | \n", + "0.009221 | \n", + "
\n", + " | playerID | \n", + "yearID | \n", + "stint | \n", + "teamID | \n", + "lgID | \n", + "G | \n", + "AB | \n", + "R | \n", + "H | \n", + "2B | \n", + "... | \n", + "RBI | \n", + "SB | \n", + "CS | \n", + "BB | \n", + "SO | \n", + "IBB | \n", + "HBP | \n", + "SH | \n", + "SF | \n", + "GIDP | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", + "abercda01 | \n", + "1871 | \n", + "1 | \n", + "TRO | \n", + "NaN | \n", + "1 | \n", + "4 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0 | \n", + "0.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
1 | \n", + "addybo01 | \n", + "1871 | \n", + "1 | \n", + "RC1 | \n", + "NaN | \n", + "25 | \n", + "118 | \n", + "30 | \n", + "32 | \n", + "6 | \n", + "... | \n", + "13.0 | \n", + "8.0 | \n", + "1.0 | \n", + "4 | \n", + "0.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
2 | \n", + "allisar01 | \n", + "1871 | \n", + "1 | \n", + "CL1 | \n", + "NaN | \n", + "29 | \n", + "137 | \n", + "28 | \n", + "40 | \n", + "4 | \n", + "... | \n", + "19.0 | \n", + "3.0 | \n", + "1.0 | \n", + "2 | \n", + "5.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
3 | \n", + "allisdo01 | \n", + "1871 | \n", + "1 | \n", + "WS3 | \n", + "NaN | \n", + "27 | \n", + "133 | \n", + "28 | \n", + "44 | \n", + "10 | \n", + "... | \n", + "27.0 | \n", + "1.0 | \n", + "1.0 | \n", + "0 | \n", + "2.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
4 | \n", + "ansonca01 | \n", + "1871 | \n", + "1 | \n", + "RC1 | \n", + "NaN | \n", + "25 | \n", + "120 | \n", + "29 | \n", + "39 | \n", + "11 | \n", + "... | \n", + "16.0 | \n", + "6.0 | \n", + "2.0 | \n", + "2 | \n", + "1.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
5 rows × 22 columns
\n", + "\n", + " | playerID | \n", + "yearID | \n", + "stint | \n", + "teamID | \n", + "lgID | \n", + "G | \n", + "AB | \n", + "R | \n", + "H | \n", + "2B | \n", + "... | \n", + "RBI | \n", + "SB | \n", + "CS | \n", + "BB | \n", + "SO | \n", + "IBB | \n", + "HBP | \n", + "SH | \n", + "SF | \n", + "GIDP | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
102801 | \n", + "ynoaga01 | \n", + "2016 | \n", + "1 | \n", + "NYN | \n", + "NL | \n", + "10 | \n", + "3 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
102802 | \n", + "ynoami01 | \n", + "2016 | \n", + "1 | \n", + "CHA | \n", + "AL | \n", + "23 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
102803 | \n", + "ynoara01 | \n", + "2016 | \n", + "1 | \n", + "COL | \n", + "NL | \n", + "3 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0 | \n", + "2.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
102804 | \n", + "youngch03 | \n", + "2016 | \n", + "1 | \n", + "KCA | \n", + "AL | \n", + "34 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
102805 | \n", + "youngch04 | \n", + "2016 | \n", + "1 | \n", + "BOS | \n", + "AL | \n", + "76 | \n", + "203 | \n", + "29 | \n", + "56 | \n", + "18 | \n", + "... | \n", + "24.0 | \n", + "4.0 | \n", + "2.0 | \n", + "21 | \n", + "50.0 | \n", + "0.0 | \n", + "3.0 | \n", + "0.0 | \n", + "0.0 | \n", + "4.0 | \n", + "
102806 | \n", + "younger03 | \n", + "2016 | \n", + "1 | \n", + "NYA | \n", + "AL | \n", + "6 | \n", + "1 | \n", + "2 | \n", + "0 | \n", + "0 | \n", + "... | \n", + "0.0 | \n", + "1.0 | \n", + "0.0 | \n", + "0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
102807 | \n", + "youngma03 | \n", + "2016 | \n", + "1 | \n", + "ATL | \n", + "NL | \n", + "8 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
102808 | \n", + "zastrro01 | \n", + "2016 | \n", + "1 | \n", + "CHN | \n", + "NL | \n", + "8 | \n", + "3 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0 | \n", + "2.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
102809 | \n", + "zieglbr01 | \n", + "2016 | \n", + "1 | \n", + "ARI | \n", + "NL | \n", + "36 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
102810 | \n", + "zieglbr01 | \n", + "2016 | \n", + "2 | \n", + "BOS | \n", + "AL | \n", + "33 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
102811 | \n", + "zimmejo02 | \n", + "2016 | \n", + "1 | \n", + "DET | \n", + "AL | \n", + "19 | \n", + "4 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0 | \n", + "2.0 | \n", + "0.0 | \n", + "0.0 | \n", + "1.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
102812 | \n", + "zimmery01 | \n", + "2016 | \n", + "1 | \n", + "WAS | \n", + "NL | \n", + "115 | \n", + "427 | \n", + "60 | \n", + "93 | \n", + "18 | \n", + "... | \n", + "46.0 | \n", + "4.0 | \n", + "1.0 | \n", + "29 | \n", + "104.0 | \n", + "1.0 | \n", + "5.0 | \n", + "0.0 | \n", + "6.0 | \n", + "12.0 | \n", + "
102813 | \n", + "zobribe01 | \n", + "2016 | \n", + "1 | \n", + "CHN | \n", + "NL | \n", + "147 | \n", + "523 | \n", + "94 | \n", + "142 | \n", + "31 | \n", + "... | \n", + "76.0 | \n", + "6.0 | \n", + "4.0 | \n", + "96 | \n", + "82.0 | \n", + "6.0 | \n", + "4.0 | \n", + "4.0 | \n", + "4.0 | \n", + "17.0 | \n", + "
102814 | \n", + "zuninmi01 | \n", + "2016 | \n", + "1 | \n", + "SEA | \n", + "AL | \n", + "55 | \n", + "164 | \n", + "16 | \n", + "34 | \n", + "7 | \n", + "... | \n", + "31.0 | \n", + "0.0 | \n", + "0.0 | \n", + "21 | \n", + "65.0 | \n", + "0.0 | \n", + "6.0 | \n", + "0.0 | \n", + "1.0 | \n", + "0.0 | \n", + "
102815 | \n", + "zychto01 | \n", + "2016 | \n", + "1 | \n", + "SEA | \n", + "AL | \n", + "12 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
15 rows × 22 columns
\n", + "\n", + " | RBI | \n", + "G | \n", + "
---|---|---|
0 | \n", + "0.0 | \n", + "1 | \n", + "
1 | \n", + "13.0 | \n", + "25 | \n", + "
2 | \n", + "19.0 | \n", + "29 | \n", + "
3 | \n", + "27.0 | \n", + "27 | \n", + "
4 | \n", + "16.0 | \n", + "25 | \n", + "
5 | \n", + "5.0 | \n", + "12 | \n", + "
6 | \n", + "2.0 | \n", + "1 | \n", + "
7 | \n", + "34.0 | \n", + "31 | \n", + "
8 | \n", + "1.0 | \n", + "1 | \n", + "
9 | \n", + "11.0 | \n", + "18 | \n", + "
\n", + " | playerID | \n", + "yearID | \n", + "stint | \n", + "teamID | \n", + "lgID | \n", + "G | \n", + "AB | \n", + "R | \n", + "H | \n", + "2B | \n", + "... | \n", + "RBI | \n", + "SB | \n", + "CS | \n", + "BB | \n", + "SO | \n", + "IBB | \n", + "HBP | \n", + "SH | \n", + "SF | \n", + "GIDP | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
99847 | \n", + "aardsda01 | \n", + "2015 | \n", + "1 | \n", + "ATL | \n", + "NL | \n", + "33 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0 | \n", + "1.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
99848 | \n", + "abadfe01 | \n", + "2015 | \n", + "1 | \n", + "OAK | \n", + "AL | \n", + "62 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
99849 | \n", + "abreujo02 | \n", + "2015 | \n", + "1 | \n", + "CHA | \n", + "AL | \n", + "154 | \n", + "613 | \n", + "88 | \n", + "178 | \n", + "34 | \n", + "... | \n", + "101.0 | \n", + "0.0 | \n", + "0.0 | \n", + "39 | \n", + "140.0 | \n", + "11.0 | \n", + "15.0 | \n", + "0.0 | \n", + "1.0 | \n", + "16.0 | \n", + "
99850 | \n", + "achteaj01 | \n", + "2015 | \n", + "1 | \n", + "MIN | \n", + "AL | \n", + "11 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
99851 | \n", + "ackledu01 | \n", + "2015 | \n", + "1 | \n", + "SEA | \n", + "AL | \n", + "85 | \n", + "186 | \n", + "22 | \n", + "40 | \n", + "8 | \n", + "... | \n", + "19.0 | \n", + "2.0 | \n", + "2.0 | \n", + "14 | \n", + "38.0 | \n", + "0.0 | \n", + "1.0 | \n", + "3.0 | \n", + "3.0 | \n", + "3.0 | \n", + "
99852 | \n", + "ackledu01 | \n", + "2015 | \n", + "2 | \n", + "NYA | \n", + "AL | \n", + "23 | \n", + "52 | \n", + "6 | \n", + "15 | \n", + "3 | \n", + "... | \n", + "11.0 | \n", + "0.0 | \n", + "0.0 | \n", + "4 | \n", + "7.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "1.0 | \n", + "0.0 | \n", + "
99853 | \n", + "adamecr01 | \n", + "2015 | \n", + "1 | \n", + "COL | \n", + "NL | \n", + "26 | \n", + "53 | \n", + "4 | \n", + "13 | \n", + "1 | \n", + "... | \n", + "3.0 | \n", + "0.0 | \n", + "1.0 | \n", + "3 | \n", + "11.0 | \n", + "1.0 | \n", + "1.0 | \n", + "1.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
99854 | \n", + "adamsau01 | \n", + "2015 | \n", + "1 | \n", + "CLE | \n", + "AL | \n", + "28 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "1.0 | \n", + "
99855 | \n", + "adamsma01 | \n", + "2015 | \n", + "1 | \n", + "SLN | \n", + "NL | \n", + "60 | \n", + "175 | \n", + "14 | \n", + "42 | \n", + "9 | \n", + "... | \n", + "24.0 | \n", + "1.0 | \n", + "0.0 | \n", + "10 | \n", + "41.0 | \n", + "1.0 | \n", + "0.0 | \n", + "0.0 | \n", + "1.0 | \n", + "1.0 | \n", + "
99856 | \n", + "adcocna01 | \n", + "2015 | \n", + "1 | \n", + "CIN | \n", + "NL | \n", + "13 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
10 rows × 22 columns
\n", + "\n", + " | playerID | \n", + "yearID | \n", + "stint | \n", + "teamID | \n", + "lgID | \n", + "G | \n", + "AB | \n", + "R | \n", + "H | \n", + "2B | \n", + "... | \n", + "RBI | \n", + "SB | \n", + "CS | \n", + "BB | \n", + "SO | \n", + "IBB | \n", + "HBP | \n", + "SH | \n", + "SF | \n", + "GIDP | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
99850 | \n", + "achteaj01 | \n", + "2015 | \n", + "1 | \n", + "MIN | \n", + "AL | \n", + "11 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
99891 | \n", + "arciaos01 | \n", + "2015 | \n", + "1 | \n", + "MIN | \n", + "AL | \n", + "19 | \n", + "58 | \n", + "6 | \n", + "16 | \n", + "0 | \n", + "... | \n", + "8.0 | \n", + "0.0 | \n", + "0.0 | \n", + "4 | \n", + "15.0 | \n", + "4.0 | \n", + "2.0 | \n", + "0.0 | \n", + "1.0 | \n", + "2.0 | \n", + "
99954 | \n", + "bernido01 | \n", + "2015 | \n", + "1 | \n", + "MIN | \n", + "AL | \n", + "4 | \n", + "5 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "... | \n", + "2.0 | \n", + "0.0 | \n", + "0.0 | \n", + "1 | \n", + "3.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
99988 | \n", + "boyerbl01 | \n", + "2015 | \n", + "1 | \n", + "MIN | \n", + "AL | \n", + "68 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
100030 | \n", + "buxtoby01 | \n", + "2015 | \n", + "1 | \n", + "MIN | \n", + "AL | \n", + "46 | \n", + "129 | \n", + "16 | \n", + "27 | \n", + "7 | \n", + "... | \n", + "6.0 | \n", + "2.0 | \n", + "2.0 | \n", + "6 | \n", + "44.0 | \n", + "0.0 | \n", + "1.0 | \n", + "2.0 | \n", + "0.0 | \n", + "1.0 | \n", + "
100139 | \n", + "cottsne01 | \n", + "2015 | \n", + "2 | \n", + "MIN | \n", + "AL | \n", + "17 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
100215 | \n", + "doziebr01 | \n", + "2015 | \n", + "1 | \n", + "MIN | \n", + "AL | \n", + "157 | \n", + "628 | \n", + "101 | \n", + "148 | \n", + "39 | \n", + "... | \n", + "77.0 | \n", + "12.0 | \n", + "4.0 | \n", + "61 | \n", + "148.0 | \n", + "2.0 | \n", + "7.0 | \n", + "0.0 | \n", + "8.0 | \n", + "10.0 | \n", + "
100221 | \n", + "duensbr01 | \n", + "2015 | \n", + "1 | \n", + "MIN | \n", + "AL | \n", + "55 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
100222 | \n", + "duffety01 | \n", + "2015 | \n", + "1 | \n", + "MIN | \n", + "AL | \n", + "10 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
100249 | \n", + "escobed01 | \n", + "2015 | \n", + "1 | \n", + "MIN | \n", + "AL | \n", + "127 | \n", + "409 | \n", + "48 | \n", + "107 | \n", + "31 | \n", + "... | \n", + "58.0 | \n", + "2.0 | \n", + "3.0 | \n", + "28 | \n", + "86.0 | \n", + "1.0 | \n", + "2.0 | \n", + "2.0 | \n", + "5.0 | \n", + "7.0 | \n", + "
10 rows × 22 columns
\n", + "\n", + " | playerID | \n", + "G | \n", + "AB | \n", + "H | \n", + "HR | \n", + "RBI | \n", + "
---|---|---|---|---|---|---|
99850 | \n", + "achteaj01 | \n", + "11 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0.0 | \n", + "
99891 | \n", + "arciaos01 | \n", + "19 | \n", + "58 | \n", + "16 | \n", + "2 | \n", + "8.0 | \n", + "
99954 | \n", + "bernido01 | \n", + "4 | \n", + "5 | \n", + "1 | \n", + "0 | \n", + "2.0 | \n", + "
99988 | \n", + "boyerbl01 | \n", + "68 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0.0 | \n", + "
100030 | \n", + "buxtoby01 | \n", + "46 | \n", + "129 | \n", + "27 | \n", + "2 | \n", + "6.0 | \n", + "
100139 | \n", + "cottsne01 | \n", + "17 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0.0 | \n", + "
100215 | \n", + "doziebr01 | \n", + "157 | \n", + "628 | \n", + "148 | \n", + "28 | \n", + "77.0 | \n", + "
100221 | \n", + "duensbr01 | \n", + "55 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0.0 | \n", + "
100222 | \n", + "duffety01 | \n", + "10 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0.0 | \n", + "
100249 | \n", + "escobed01 | \n", + "127 | \n", + "409 | \n", + "107 | \n", + "12 | \n", + "58.0 | \n", + "
100270 | \n", + "fienca01 | \n", + "62 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0.0 | \n", + "
100302 | \n", + "fryerer01 | \n", + "15 | \n", + "22 | \n", + "5 | \n", + "0 | \n", + "2.0 | \n", + "
100333 | \n", + "gibsoky01 | \n", + "32 | \n", + "5 | \n", + "1 | \n", + "0 | \n", + "0.0 | \n", + "
100373 | \n", + "grahajr01 | \n", + "39 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0.0 | \n", + "
100455 | \n", + "herrmch01 | \n", + "45 | \n", + "103 | \n", + "15 | \n", + "2 | \n", + "10.0 | \n", + "
100459 | \n", + "hicksaa01 | \n", + "97 | \n", + "352 | \n", + "90 | \n", + "11 | \n", + "33.0 | \n", + "
100486 | \n", + "hugheph01 | \n", + "27 | \n", + "3 | \n", + "0 | \n", + "0 | \n", + "0.0 | \n", + "
100488 | \n", + "hunteto01 | \n", + "139 | \n", + "521 | \n", + "125 | \n", + "22 | \n", + "81.0 | \n", + "
100521 | \n", + "jepseke01 | \n", + "29 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0.0 | \n", + "
100564 | \n", + "keplema01 | \n", + "3 | \n", + "7 | \n", + "1 | \n", + "0 | \n", + "0.0 | \n", + "
100696 | \n", + "mauerjo01 | \n", + "158 | \n", + "592 | \n", + "157 | \n", + "10 | \n", + "66.0 | \n", + "
100701 | \n", + "maytr01 | \n", + "48 | \n", + "3 | \n", + "0 | \n", + "0 | \n", + "0.0 | \n", + "
100729 | \n", + "meyeral01 | \n", + "2 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0.0 | \n", + "
100737 | \n", + "milonto01 | \n", + "24 | \n", + "2 | \n", + "0 | \n", + "0 | \n", + "0.0 | \n", + "
100807 | \n", + "nolasri01 | \n", + "9 | \n", + "3 | \n", + "0 | \n", + "0 | \n", + "0.0 | \n", + "
100816 | \n", + "nunezed02 | \n", + "72 | \n", + "188 | \n", + "53 | \n", + "4 | \n", + "20.0 | \n", + "
100837 | \n", + "orourry01 | \n", + "28 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0.0 | \n", + "
100872 | \n", + "pelfrmi01 | \n", + "30 | \n", + "3 | \n", + "2 | \n", + "0 | \n", + "0.0 | \n", + "
100895 | \n", + "perkigl01 | \n", + "60 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0.0 | \n", + "
100915 | \n", + "plouftr01 | \n", + "152 | \n", + "573 | \n", + "140 | \n", + "22 | \n", + "86.0 | \n", + "
100917 | \n", + "polanjo01 | \n", + "4 | \n", + "10 | \n", + "3 | \n", + "0 | \n", + "1.0 | \n", + "
100925 | \n", + "pressry01 | \n", + "27 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0.0 | \n", + "
100994 | \n", + "robinsh01 | \n", + "83 | \n", + "180 | \n", + "45 | \n", + "0 | \n", + "16.0 | \n", + "
101023 | \n", + "rosared01 | \n", + "122 | \n", + "453 | \n", + "121 | \n", + "13 | \n", + "50.0 | \n", + "
101067 | \n", + "sanomi01 | \n", + "80 | \n", + "279 | \n", + "75 | \n", + "18 | \n", + "52.0 | \n", + "
101069 | \n", + "santada01 | \n", + "91 | \n", + "261 | \n", + "56 | \n", + "0 | \n", + "21.0 | \n", + "
101072 | \n", + "santaer01 | \n", + "17 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0.0 | \n", + "
101079 | \n", + "schafjo02 | \n", + "27 | \n", + "69 | \n", + "15 | \n", + "0 | \n", + "5.0 | \n", + "
101144 | \n", + "staufti01 | \n", + "13 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0.0 | \n", + "
101164 | \n", + "suzukku01 | \n", + "131 | \n", + "433 | \n", + "104 | \n", + "5 | \n", + "50.0 | \n", + "
101189 | \n", + "thielca01 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0.0 | \n", + "
101193 | \n", + "thompaa01 | \n", + "41 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0.0 | \n", + "
101203 | \n", + "tonkimi01 | \n", + "26 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0.0 | \n", + "
101240 | \n", + "vargake01 | \n", + "58 | \n", + "175 | \n", + "42 | \n", + "5 | \n", + "17.0 | \n", + "
\n", + " | playerID | \n", + "G | \n", + "AB | \n", + "H | \n", + "HR | \n", + "RBI | \n", + "
---|---|---|---|---|---|---|
100696 | \n", + "mauerjo01 | \n", + "158 | \n", + "592 | \n", + "157 | \n", + "10 | \n", + "66.0 | \n", + "
100215 | \n", + "doziebr01 | \n", + "157 | \n", + "628 | \n", + "148 | \n", + "28 | \n", + "77.0 | \n", + "
100915 | \n", + "plouftr01 | \n", + "152 | \n", + "573 | \n", + "140 | \n", + "22 | \n", + "86.0 | \n", + "
100488 | \n", + "hunteto01 | \n", + "139 | \n", + "521 | \n", + "125 | \n", + "22 | \n", + "81.0 | \n", + "
101164 | \n", + "suzukku01 | \n", + "131 | \n", + "433 | \n", + "104 | \n", + "5 | \n", + "50.0 | \n", + "
100249 | \n", + "escobed01 | \n", + "127 | \n", + "409 | \n", + "107 | \n", + "12 | \n", + "58.0 | \n", + "
101023 | \n", + "rosared01 | \n", + "122 | \n", + "453 | \n", + "121 | \n", + "13 | \n", + "50.0 | \n", + "
100459 | \n", + "hicksaa01 | \n", + "97 | \n", + "352 | \n", + "90 | \n", + "11 | \n", + "33.0 | \n", + "
101069 | \n", + "santada01 | \n", + "91 | \n", + "261 | \n", + "56 | \n", + "0 | \n", + "21.0 | \n", + "
100994 | \n", + "robinsh01 | \n", + "83 | \n", + "180 | \n", + "45 | \n", + "0 | \n", + "16.0 | \n", + "
101067 | \n", + "sanomi01 | \n", + "80 | \n", + "279 | \n", + "75 | \n", + "18 | \n", + "52.0 | \n", + "
100816 | \n", + "nunezed02 | \n", + "72 | \n", + "188 | \n", + "53 | \n", + "4 | \n", + "20.0 | \n", + "
99988 | \n", + "boyerbl01 | \n", + "68 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0.0 | \n", + "
100270 | \n", + "fienca01 | \n", + "62 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0.0 | \n", + "
100895 | \n", + "perkigl01 | \n", + "60 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0.0 | \n", + "
101240 | \n", + "vargake01 | \n", + "58 | \n", + "175 | \n", + "42 | \n", + "5 | \n", + "17.0 | \n", + "
100221 | \n", + "duensbr01 | \n", + "55 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0.0 | \n", + "
100701 | \n", + "maytr01 | \n", + "48 | \n", + "3 | \n", + "0 | \n", + "0 | \n", + "0.0 | \n", + "
100030 | \n", + "buxtoby01 | \n", + "46 | \n", + "129 | \n", + "27 | \n", + "2 | \n", + "6.0 | \n", + "
100455 | \n", + "herrmch01 | \n", + "45 | \n", + "103 | \n", + "15 | \n", + "2 | \n", + "10.0 | \n", + "
\n", + " | playerID | \n", + "G | \n", + "AB | \n", + "H | \n", + "HR | \n", + "RBI | \n", + "
---|---|---|---|---|---|---|
101189 | \n", + "thielca01 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0.0 | \n", + "
99954 | \n", + "bernido01 | \n", + "4 | \n", + "5 | \n", + "1 | \n", + "0 | \n", + "2.0 | \n", + "
100917 | \n", + "polanjo01 | \n", + "4 | \n", + "10 | \n", + "3 | \n", + "0 | \n", + "1.0 | \n", + "
100564 | \n", + "keplema01 | \n", + "3 | \n", + "7 | \n", + "1 | \n", + "0 | \n", + "0.0 | \n", + "
100729 | \n", + "meyeral01 | \n", + "2 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0.0 | \n", + "
\n", + " | playerID | \n", + "G | \n", + "AB | \n", + "H | \n", + "HR | \n", + "RBI | \n", + "HtoAB | \n", + "
---|---|---|---|---|---|---|---|
100696 | \n", + "mauerjo01 | \n", + "158 | \n", + "592 | \n", + "157 | \n", + "10 | \n", + "66.0 | \n", + "0 | \n", + "
100215 | \n", + "doziebr01 | \n", + "157 | \n", + "628 | \n", + "148 | \n", + "28 | \n", + "77.0 | \n", + "0 | \n", + "
100915 | \n", + "plouftr01 | \n", + "152 | \n", + "573 | \n", + "140 | \n", + "22 | \n", + "86.0 | \n", + "0 | \n", + "
100488 | \n", + "hunteto01 | \n", + "139 | \n", + "521 | \n", + "125 | \n", + "22 | \n", + "81.0 | \n", + "0 | \n", + "
101164 | \n", + "suzukku01 | \n", + "131 | \n", + "433 | \n", + "104 | \n", + "5 | \n", + "50.0 | \n", + "0 | \n", + "
\n", + " | playerID | \n", + "G | \n", + "AB | \n", + "H | \n", + "HR | \n", + "RBI | \n", + "
---|---|---|---|---|---|---|
100696 | \n", + "mauerjo01 | \n", + "158 | \n", + "592 | \n", + "157 | \n", + "10 | \n", + "66.0 | \n", + "
100215 | \n", + "doziebr01 | \n", + "157 | \n", + "628 | \n", + "148 | \n", + "28 | \n", + "77.0 | \n", + "
100915 | \n", + "plouftr01 | \n", + "152 | \n", + "573 | \n", + "140 | \n", + "22 | \n", + "86.0 | \n", + "
100488 | \n", + "hunteto01 | \n", + "139 | \n", + "521 | \n", + "125 | \n", + "22 | \n", + "81.0 | \n", + "
101164 | \n", + "suzukku01 | \n", + "131 | \n", + "433 | \n", + "104 | \n", + "5 | \n", + "50.0 | \n", + "
\n", + " | playerID | \n", + "G | \n", + "AB | \n", + "H | \n", + "HR | \n", + "RBI | \n", + "HtoAB | \n", + "
---|---|---|---|---|---|---|---|
100696 | \n", + "mauerjo01 | \n", + "158 | \n", + "592 | \n", + "157 | \n", + "10 | \n", + "66.0 | \n", + "0.265203 | \n", + "
100215 | \n", + "doziebr01 | \n", + "157 | \n", + "628 | \n", + "148 | \n", + "28 | \n", + "77.0 | \n", + "0.235669 | \n", + "
100915 | \n", + "plouftr01 | \n", + "152 | \n", + "573 | \n", + "140 | \n", + "22 | \n", + "86.0 | \n", + "0.244328 | \n", + "
100488 | \n", + "hunteto01 | \n", + "139 | \n", + "521 | \n", + "125 | \n", + "22 | \n", + "81.0 | \n", + "0.239923 | \n", + "
101164 | \n", + "suzukku01 | \n", + "131 | \n", + "433 | \n", + "104 | \n", + "5 | \n", + "50.0 | \n", + "0.240185 | \n", + "
100249 | \n", + "escobed01 | \n", + "127 | \n", + "409 | \n", + "107 | \n", + "12 | \n", + "58.0 | \n", + "0.261614 | \n", + "
101023 | \n", + "rosared01 | \n", + "122 | \n", + "453 | \n", + "121 | \n", + "13 | \n", + "50.0 | \n", + "0.267108 | \n", + "
100459 | \n", + "hicksaa01 | \n", + "97 | \n", + "352 | \n", + "90 | \n", + "11 | \n", + "33.0 | \n", + "0.255682 | \n", + "
101069 | \n", + "santada01 | \n", + "91 | \n", + "261 | \n", + "56 | \n", + "0 | \n", + "21.0 | \n", + "0.214559 | \n", + "
100994 | \n", + "robinsh01 | \n", + "83 | \n", + "180 | \n", + "45 | \n", + "0 | \n", + "16.0 | \n", + "0.250000 | \n", + "
\n", + " | playerID | \n", + "G | \n", + "AB | \n", + "H | \n", + "HR | \n", + "RBI | \n", + "HtoAB | \n", + "
---|---|---|---|---|---|---|---|
101023 | \n", + "rosared01 | \n", + "122 | \n", + "453 | \n", + "121 | \n", + "13 | \n", + "50.0 | \n", + "0.267108 | \n", + "
100696 | \n", + "mauerjo01 | \n", + "158 | \n", + "592 | \n", + "157 | \n", + "10 | \n", + "66.0 | \n", + "0.265203 | \n", + "
100249 | \n", + "escobed01 | \n", + "127 | \n", + "409 | \n", + "107 | \n", + "12 | \n", + "58.0 | \n", + "0.261614 | \n", + "
100459 | \n", + "hicksaa01 | \n", + "97 | \n", + "352 | \n", + "90 | \n", + "11 | \n", + "33.0 | \n", + "0.255682 | \n", + "
100994 | \n", + "robinsh01 | \n", + "83 | \n", + "180 | \n", + "45 | \n", + "0 | \n", + "16.0 | \n", + "0.250000 | \n", + "
100915 | \n", + "plouftr01 | \n", + "152 | \n", + "573 | \n", + "140 | \n", + "22 | \n", + "86.0 | \n", + "0.244328 | \n", + "
101164 | \n", + "suzukku01 | \n", + "131 | \n", + "433 | \n", + "104 | \n", + "5 | \n", + "50.0 | \n", + "0.240185 | \n", + "
100488 | \n", + "hunteto01 | \n", + "139 | \n", + "521 | \n", + "125 | \n", + "22 | \n", + "81.0 | \n", + "0.239923 | \n", + "
100215 | \n", + "doziebr01 | \n", + "157 | \n", + "628 | \n", + "148 | \n", + "28 | \n", + "77.0 | \n", + "0.235669 | \n", + "
101069 | \n", + "santada01 | \n", + "91 | \n", + "261 | \n", + "56 | \n", + "0 | \n", + "21.0 | \n", + "0.214559 | \n", + "
\n", + " | playerID | \n", + "HtoAB | \n", + "AB | \n", + "H | \n", + "HR | \n", + "RBI | \n", + "G | \n", + "
---|---|---|---|---|---|---|---|
100696 | \n", + "mauerjo01 | \n", + "0.265203 | \n", + "592 | \n", + "157 | \n", + "10 | \n", + "66.0 | \n", + "158 | \n", + "
100215 | \n", + "doziebr01 | \n", + "0.235669 | \n", + "628 | \n", + "148 | \n", + "28 | \n", + "77.0 | \n", + "157 | \n", + "
100915 | \n", + "plouftr01 | \n", + "0.244328 | \n", + "573 | \n", + "140 | \n", + "22 | \n", + "86.0 | \n", + "152 | \n", + "
100488 | \n", + "hunteto01 | \n", + "0.239923 | \n", + "521 | \n", + "125 | \n", + "22 | \n", + "81.0 | \n", + "139 | \n", + "
101164 | \n", + "suzukku01 | \n", + "0.240185 | \n", + "433 | \n", + "104 | \n", + "5 | \n", + "50.0 | \n", + "131 | \n", + "
\n", + " | playerID | \n", + "G | \n", + "AB | \n", + "H | \n", + "HR | \n", + "RBI | \n", + "
---|---|---|---|---|---|---|
100696 | \n", + "mauerjo01 | \n", + "158 | \n", + "592 | \n", + "157 | \n", + "10 | \n", + "66.0 | \n", + "
100215 | \n", + "doziebr01 | \n", + "157 | \n", + "628 | \n", + "148 | \n", + "28 | \n", + "77.0 | \n", + "
100915 | \n", + "plouftr01 | \n", + "152 | \n", + "573 | \n", + "140 | \n", + "22 | \n", + "86.0 | \n", + "
100488 | \n", + "hunteto01 | \n", + "139 | \n", + "521 | \n", + "125 | \n", + "22 | \n", + "81.0 | \n", + "
101164 | \n", + "suzukku01 | \n", + "131 | \n", + "433 | \n", + "104 | \n", + "5 | \n", + "50.0 | \n", + "
\n", + " | playerID | \n", + "G | \n", + "AB | \n", + "H | \n", + "HR | \n", + "RBI | \n", + "
---|---|---|---|---|---|---|
100917 | \n", + "polanjo01 | \n", + "4 | \n", + "10 | \n", + "3 | \n", + "0 | \n", + "1 | \n", + "
99954 | \n", + "bernido01 | \n", + "4 | \n", + "5 | \n", + "1 | \n", + "0 | \n", + "2 | \n", + "
100564 | \n", + "keplema01 | \n", + "3 | \n", + "7 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "
100729 | \n", + "meyeral01 | \n", + "2 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
200000 | \n", + "keith01 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
\n", + " | playerID | \n", + "G | \n", + "AB | \n", + "H | \n", + "HR | \n", + "RBI | \n", + "
---|---|---|---|---|---|---|
99954 | \n", + "bernido01 | \n", + "4 | \n", + "5 | \n", + "1 | \n", + "0 | \n", + "2 | \n", + "
100564 | \n", + "keplema01 | \n", + "3 | \n", + "7 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "
100729 | \n", + "meyeral01 | \n", + "2 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
200000 | \n", + "keith01 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "
200001 | \n", + "keith02 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "
\n", + " | playerID | \n", + "G | \n", + "AB | \n", + "H | \n", + "HR | \n", + "RBI | \n", + "
---|---|---|---|---|---|---|
101189 | \n", + "thielca01 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
100917 | \n", + "polanjo01 | \n", + "4 | \n", + "10 | \n", + "3 | \n", + "0 | \n", + "1 | \n", + "
99954 | \n", + "bernido01 | \n", + "4 | \n", + "5 | \n", + "1 | \n", + "0 | \n", + "2 | \n", + "
100564 | \n", + "keplema01 | \n", + "3 | \n", + "7 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "
100729 | \n", + "meyeral01 | \n", + "2 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
\n", + " | playerID | \n", + "G | \n", + "AB | \n", + "H | \n", + "HR | \n", + "RBI | \n", + "
---|---|---|---|---|---|---|
100917 | \n", + "polanjo01 | \n", + "4 | \n", + "10 | \n", + "3 | \n", + "0 | \n", + "1 | \n", + "
99954 | \n", + "bernido01 | \n", + "4 | \n", + "5 | \n", + "1 | \n", + "0 | \n", + "2 | \n", + "
100564 | \n", + "keplema01 | \n", + "3 | \n", + "7 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "
100729 | \n", + "meyeral01 | \n", + "2 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
200000 | \n", + "keith01 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
\n", + " | playerID | \n", + "G | \n", + "AB | \n", + "H | \n", + "HR | \n", + "RBI | \n", + "
---|---|---|---|---|---|---|
100696 | \n", + "mauerjo01 | \n", + "158 | \n", + "592 | \n", + "157 | \n", + "10 | \n", + "66 | \n", + "
100215 | \n", + "doziebr01 | \n", + "157 | \n", + "628 | \n", + "148 | \n", + "28 | \n", + "77 | \n", + "
100915 | \n", + "plouftr01 | \n", + "152 | \n", + "573 | \n", + "140 | \n", + "22 | \n", + "86 | \n", + "
100488 | \n", + "hunteto01 | \n", + "139 | \n", + "521 | \n", + "125 | \n", + "22 | \n", + "81 | \n", + "
101164 | \n", + "suzukku01 | \n", + "131 | \n", + "433 | \n", + "104 | \n", + "5 | \n", + "50 | \n", + "
101189 | \n", + "thielca01 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
100917 | \n", + "polanjo01 | \n", + "4 | \n", + "10 | \n", + "3 | \n", + "0 | \n", + "1 | \n", + "
99954 | \n", + "bernido01 | \n", + "4 | \n", + "5 | \n", + "1 | \n", + "0 | \n", + "2 | \n", + "
100564 | \n", + "keplema01 | \n", + "3 | \n", + "7 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "
100729 | \n", + "meyeral01 | \n", + "2 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
\n", + " | playerID | \n", + "G | \n", + "AB | \n", + "H | \n", + "HR | \n", + "RBI | \n", + "
---|---|---|---|---|---|---|
100696 | \n", + "mauerjo01 | \n", + "158 | \n", + "592 | \n", + "157 | \n", + "10 | \n", + "66 | \n", + "
100215 | \n", + "doziebr01 | \n", + "157 | \n", + "628 | \n", + "148 | \n", + "28 | \n", + "77 | \n", + "
100915 | \n", + "plouftr01 | \n", + "152 | \n", + "573 | \n", + "140 | \n", + "22 | \n", + "86 | \n", + "
100488 | \n", + "hunteto01 | \n", + "139 | \n", + "521 | \n", + "125 | \n", + "22 | \n", + "81 | \n", + "
101164 | \n", + "suzukku01 | \n", + "131 | \n", + "433 | \n", + "104 | \n", + "5 | \n", + "50 | \n", + "
101067 | \n", + "sanomi01 | \n", + "80 | \n", + "279 | \n", + "75 | \n", + "18 | \n", + "52 | \n", + "
100816 | \n", + "nunezed02 | \n", + "72 | \n", + "188 | \n", + "53 | \n", + "4 | \n", + "20 | \n", + "
101189 | \n", + "thielca01 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
100917 | \n", + "polanjo01 | \n", + "4 | \n", + "10 | \n", + "3 | \n", + "0 | \n", + "1 | \n", + "
99954 | \n", + "bernido01 | \n", + "4 | \n", + "5 | \n", + "1 | \n", + "0 | \n", + "2 | \n", + "
100564 | \n", + "keplema01 | \n", + "3 | \n", + "7 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "
100729 | \n", + "meyeral01 | \n", + "2 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
\n", + " | playerID | \n", + "G | \n", + "AB | \n", + "H | \n", + "HR | \n", + "RBI | \n", + "
---|---|---|---|---|---|---|
100696 | \n", + "mauerjo01 | \n", + "158 | \n", + "592 | \n", + "157 | \n", + "10 | \n", + "66 | \n", + "
100215 | \n", + "doziebr01 | \n", + "157 | \n", + "628 | \n", + "148 | \n", + "28 | \n", + "77 | \n", + "
100915 | \n", + "plouftr01 | \n", + "152 | \n", + "573 | \n", + "140 | \n", + "22 | \n", + "86 | \n", + "
100488 | \n", + "hunteto01 | \n", + "139 | \n", + "521 | \n", + "125 | \n", + "22 | \n", + "81 | \n", + "
101164 | \n", + "suzukku01 | \n", + "131 | \n", + "433 | \n", + "104 | \n", + "5 | \n", + "50 | \n", + "
101189 | \n", + "thielca01 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
100917 | \n", + "polanjo01 | \n", + "4 | \n", + "10 | \n", + "3 | \n", + "0 | \n", + "1 | \n", + "
99954 | \n", + "bernido01 | \n", + "4 | \n", + "5 | \n", + "1 | \n", + "0 | \n", + "2 | \n", + "
100564 | \n", + "keplema01 | \n", + "3 | \n", + "7 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "
100729 | \n", + "meyeral01 | \n", + "2 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
\n", + " | playerID | \n", + "G | \n", + "AB | \n", + "H | \n", + "HR | \n", + "RBI | \n", + "playerID | \n", + "G | \n", + "AB | \n", + "H | \n", + "HR | \n", + "RBI | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|
99954 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "bernido01 | \n", + "4 | \n", + "5 | \n", + "1 | \n", + "0 | \n", + "2 | \n", + "
100215 | \n", + "doziebr01 | \n", + "157 | \n", + "628 | \n", + "148 | \n", + "28 | \n", + "77 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
100488 | \n", + "hunteto01 | \n", + "139 | \n", + "521 | \n", + "125 | \n", + "22 | \n", + "81 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
100564 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "keplema01 | \n", + "3 | \n", + "7 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "
100696 | \n", + "mauerjo01 | \n", + "158 | \n", + "592 | \n", + "157 | \n", + "10 | \n", + "66 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
100729 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "meyeral01 | \n", + "2 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
100915 | \n", + "plouftr01 | \n", + "152 | \n", + "573 | \n", + "140 | \n", + "22 | \n", + "86 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
100917 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "polanjo01 | \n", + "4 | \n", + "10 | \n", + "3 | \n", + "0 | \n", + "1 | \n", + "
101164 | \n", + "suzukku01 | \n", + "131 | \n", + "433 | \n", + "104 | \n", + "5 | \n", + "50 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
101189 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "thielca01 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
\n", + " | 0 | \n", + "1 | \n", + "2 | \n", + "3 | \n", + "4 | \n", + "5 | \n", + "6 | \n", + "7 | \n", + "8 | \n", + "9 | \n", + "10 | \n", + "11 | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|
99954 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "bernido01 | \n", + "4 | \n", + "5 | \n", + "1 | \n", + "0 | \n", + "2 | \n", + "
100215 | \n", + "doziebr01 | \n", + "157 | \n", + "628 | \n", + "148 | \n", + "28 | \n", + "77 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
100488 | \n", + "hunteto01 | \n", + "139 | \n", + "521 | \n", + "125 | \n", + "22 | \n", + "81 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
100564 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "keplema01 | \n", + "3 | \n", + "7 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "
100696 | \n", + "mauerjo01 | \n", + "158 | \n", + "592 | \n", + "157 | \n", + "10 | \n", + "66 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
100729 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "meyeral01 | \n", + "2 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
100915 | \n", + "plouftr01 | \n", + "152 | \n", + "573 | \n", + "140 | \n", + "22 | \n", + "86 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
100917 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "polanjo01 | \n", + "4 | \n", + "10 | \n", + "3 | \n", + "0 | \n", + "1 | \n", + "
101164 | \n", + "suzukku01 | \n", + "131 | \n", + "433 | \n", + "104 | \n", + "5 | \n", + "50 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
101189 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "thielca01 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
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---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
100193 | \n", + "desmoia01 | \n", + "2015 | \n", + "1 | \n", + "WAS | \n", + "NL | \n", + "156 | \n", + "583 | \n", + "69 | \n", + "136 | \n", + "27 | \n", + "... | \n", + "62.0 | \n", + "13.0 | \n", + "5.0 | \n", + "45 | \n", + "187.0 | \n", + "0.0 | \n", + "3.0 | \n", + "6.0 | \n", + "4.0 | \n", + "9.0 | \n", + "
100250 | \n", + "escobyu01 | \n", + "2015 | \n", + "1 | \n", + "WAS | \n", + "NL | \n", + "139 | \n", + "535 | \n", + "75 | \n", + "168 | \n", + "25 | \n", + "... | \n", + "56.0 | \n", + "2.0 | \n", + "2.0 | \n", + "45 | \n", + "70.0 | \n", + "0.0 | \n", + "8.0 | \n", + "1.0 | \n", + "2.0 | \n", + "24.0 | \n", + "
100251 | \n", + "espinda01 | \n", + "2015 | \n", + "1 | \n", + "WAS | \n", + "NL | \n", + "118 | \n", + "367 | \n", + "59 | \n", + "88 | \n", + "21 | \n", + "... | \n", + "37.0 | \n", + "5.0 | \n", + "2.0 | \n", + "33 | \n", + "106.0 | \n", + "5.0 | \n", + "6.0 | \n", + "3.0 | \n", + "3.0 | \n", + "6.0 | \n", + "
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5 rows × 22 columns
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---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
desmoia01 | \n", + "2015 | \n", + "156 | \n", + "583 | \n", + "69 | \n", + "136 | \n", + "27 | \n", + "2 | \n", + "19 | \n", + "62.0 | \n", + "13.0 | \n", + "5.0 | \n", + "45 | \n", + "187.0 | \n", + "0.0 | \n", + "3.0 | \n", + "6.0 | \n", + "4.0 | \n", + "9.0 | \n", + "
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espinda01 | \n", + "2015 | \n", + "118 | \n", + "367 | \n", + "59 | \n", + "88 | \n", + "21 | \n", + "1 | \n", + "13 | \n", + "37.0 | \n", + "5.0 | \n", + "2.0 | \n", + "33 | \n", + "106.0 | \n", + "5.0 | \n", + "6.0 | \n", + "3.0 | \n", + "3.0 | \n", + "6.0 | \n", + "
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harpebr03 | \n", + "2015 | \n", + "153 | \n", + "521 | \n", + "118 | \n", + "172 | \n", + "38 | \n", + "1 | \n", + "42 | \n", + "99.0 | \n", + "6.0 | \n", + "4.0 | \n", + "124 | \n", + "131.0 | \n", + "15.0 | \n", + "5.0 | \n", + "0.0 | \n", + "4.0 | \n", + "15.0 | \n", + "
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murphda08 | \n", + "2016 | \n", + "142 | \n", + "531 | \n", + "88 | \n", + "184 | \n", + "47 | \n", + "5 | \n", + "25 | \n", + "104.0 | \n", + "5.0 | \n", + "3.0 | \n", + "35 | \n", + "57.0 | \n", + "10.0 | \n", + "8.0 | \n", + "0.0 | \n", + "8.0 | \n", + "4.0 | \n", + "
ramoswi01 | \n", + "2015 | \n", + "128 | \n", + "475 | \n", + "41 | \n", + "109 | \n", + "16 | \n", + "0 | \n", + "15 | \n", + "68.0 | \n", + "0.0 | \n", + "0.0 | \n", + "21 | \n", + "101.0 | \n", + "2.0 | \n", + "0.0 | \n", + "0.0 | \n", + "8.0 | \n", + "16.0 | \n", + "
2016 | \n", + "131 | \n", + "482 | \n", + "58 | \n", + "148 | \n", + "25 | \n", + "0 | \n", + "22 | \n", + "80.0 | \n", + "0.0 | \n", + "0.0 | \n", + "35 | \n", + "79.0 | \n", + "2.0 | \n", + "2.0 | \n", + "0.0 | \n", + "4.0 | \n", + "17.0 | \n", + "|
rendoan01 | \n", + "2016 | \n", + "156 | \n", + "567 | \n", + "91 | \n", + "153 | \n", + "38 | \n", + "2 | \n", + "20 | \n", + "85.0 | \n", + "12.0 | \n", + "6.0 | \n", + "65 | \n", + "117.0 | \n", + "2.0 | \n", + "7.0 | \n", + "0.0 | \n", + "8.0 | \n", + "5.0 | \n", + "
reverbe01 | \n", + "2016 | \n", + "103 | \n", + "350 | \n", + "44 | \n", + "76 | \n", + "9 | \n", + "7 | \n", + "2 | \n", + "24.0 | \n", + "14.0 | \n", + "5.0 | \n", + "18 | \n", + "34.0 | \n", + "0.0 | \n", + "3.0 | \n", + "2.0 | \n", + "2.0 | \n", + "12.0 | \n", + "
robincl01 | \n", + "2015 | \n", + "126 | \n", + "309 | \n", + "44 | \n", + "84 | \n", + "15 | \n", + "1 | \n", + "10 | \n", + "34.0 | \n", + "0.0 | \n", + "0.0 | \n", + "37 | \n", + "52.0 | \n", + "4.0 | \n", + "5.0 | \n", + "0.0 | \n", + "1.0 | \n", + "6.0 | \n", + "
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taylomi02 | \n", + "2015 | \n", + "138 | \n", + "472 | \n", + "49 | \n", + "108 | \n", + "15 | \n", + "2 | \n", + "14 | \n", + "63.0 | \n", + "16.0 | \n", + "3.0 | \n", + "35 | \n", + "158.0 | \n", + "9.0 | \n", + "1.0 | \n", + "1.0 | \n", + "2.0 | \n", + "5.0 | \n", + "
werthja01 | \n", + "2016 | \n", + "143 | \n", + "525 | \n", + "84 | \n", + "128 | \n", + "28 | \n", + "0 | \n", + "21 | \n", + "69.0 | \n", + "5.0 | \n", + "1.0 | \n", + "71 | \n", + "139.0 | \n", + "0.0 | \n", + "4.0 | \n", + "0.0 | \n", + "6.0 | \n", + "17.0 | \n", + "
zimmery01 | \n", + "2016 | \n", + "115 | \n", + "427 | \n", + "60 | \n", + "93 | \n", + "18 | \n", + "1 | \n", + "15 | \n", + "46.0 | \n", + "4.0 | \n", + "1.0 | \n", + "29 | \n", + "104.0 | \n", + "1.0 | \n", + "5.0 | \n", + "0.0 | \n", + "6.0 | \n", + "12.0 | \n", + "
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---|---|---|---|---|
2015 | \n", + "126 | \n", + "309 | \n", + "84 | \n", + "52.0 | \n", + "
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---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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5 rows × 22 columns
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---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2007 | \n", + "AL | \n", + "BAL | \n", + "baezda01 | \n", + "bardebr01 | \n", + "2007 | \n", + "1 | \n", + "ARI | \n", + "NL | \n", + "8 | \n", + "12 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0 | \n", + "3.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
bakopa01 | \n", + "bonifem01 | \n", + "2007 | \n", + "1 | \n", + "ARI | \n", + "NL | \n", + "11 | \n", + "23 | \n", + "2 | \n", + "5 | \n", + "1 | \n", + "... | \n", + "2.0 | \n", + "0.0 | \n", + "1.0 | \n", + "4 | \n", + "3.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "|||
bedarer01 | \n", + "byrneer01 | \n", + "2007 | \n", + "1 | \n", + "ARI | \n", + "NL | \n", + "160 | \n", + "626 | \n", + "103 | \n", + "179 | \n", + "30 | \n", + "... | \n", + "83.0 | \n", + "50.0 | \n", + "7.0 | \n", + "57 | \n", + "98.0 | \n", + "5.0 | \n", + "10.0 | \n", + "1.0 | \n", + "4.0 | \n", + "12.0 | \n", + "|||
bellro01 | \n", + "callaal01 | \n", + "2007 | \n", + "1 | \n", + "ARI | \n", + "NL | \n", + "56 | \n", + "144 | \n", + "10 | \n", + "31 | \n", + "8 | \n", + "... | \n", + "7.0 | \n", + "1.0 | \n", + "1.0 | \n", + "9 | \n", + "14.0 | \n", + "0.0 | \n", + "1.0 | \n", + "1.0 | \n", + "1.0 | \n", + "8.0 | \n", + "|||
birkiku01 | \n", + "choatra01 | \n", + "2007 | \n", + "1 | \n", + "ARI | \n", + "NL | \n", + "2 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
5 rows × 22 columns
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---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2016 | \n", + "NL | \n", + "WAS | \n", + "taylomi02 | \n", + "taylomi02 | \n", + "2016 | \n", + "1 | \n", + "WAS | \n", + "NL | \n", + "76 | \n", + "221 | \n", + "28 | \n", + "51 | \n", + "11 | \n", + "... | \n", + "16.0 | \n", + "14.0 | \n", + "3.0 | \n", + "14 | \n", + "77.0 | \n", + "0.0 | \n", + "1.0 | \n", + "0.0 | \n", + "1.0 | \n", + "2.0 | \n", + "
treinbl01 | \n", + "treinbl01 | \n", + "2016 | \n", + "1 | \n", + "WAS | \n", + "NL | \n", + "73 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "|||
turnetr01 | \n", + "turnetr01 | \n", + "2016 | \n", + "1 | \n", + "WAS | \n", + "NL | \n", + "73 | \n", + "307 | \n", + "53 | \n", + "105 | \n", + "14 | \n", + "... | \n", + "40.0 | \n", + "33.0 | \n", + "6.0 | \n", + "14 | \n", + "59.0 | \n", + "0.0 | \n", + "1.0 | \n", + "0.0 | \n", + "2.0 | \n", + "1.0 | \n", + "|||
werthja01 | \n", + "werthja01 | \n", + "2016 | \n", + "1 | \n", + "WAS | \n", + "NL | \n", + "143 | \n", + "525 | \n", + "84 | \n", + "128 | \n", + "28 | \n", + "... | \n", + "69.0 | \n", + "5.0 | \n", + "1.0 | \n", + "71 | \n", + "139.0 | \n", + "0.0 | \n", + "4.0 | \n", + "0.0 | \n", + "6.0 | \n", + "17.0 | \n", + "|||
zimmery01 | \n", + "zimmery01 | \n", + "2016 | \n", + "1 | \n", + "WAS | \n", + "NL | \n", + "115 | \n", + "427 | \n", + "60 | \n", + "93 | \n", + "18 | \n", + "... | \n", + "46.0 | \n", + "4.0 | \n", + "1.0 | \n", + "29 | \n", + "104.0 | \n", + "1.0 | \n", + "5.0 | \n", + "0.0 | \n", + "6.0 | \n", + "12.0 | \n", + "
5 rows × 22 columns
\n", + "\n", + " | G | \n", + "AB | \n", + "
---|---|---|
accarje01 | \n", + "152 | \n", + "509 | \n", + "
adamsru01 | \n", + "62 | \n", + "1 | \n", + "
banksjo01 | \n", + "26 | \n", + "5 | \n", + "
burneaj01 | \n", + "8 | \n", + "14 | \n", + "
chacigu01 | \n", + "65 | \n", + "0 | \n", + "