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adilek/pandas-sql_16.ipynb

Created June 6, 2018 15:08
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pandas-sql_16.ipynb
{
"cells": [
{
"cell_type": "code",
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"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>id</th>\n",
" <th>username</th>\n",
" <th>first_name</th>\n",
" <th>last_name</th>\n",
" <th>birth_year</th>\n",
" <th>points</th>\n",
" <th>email</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>52</th>\n",
" <td>53</td>\n",
" <td>aaron.bentley</td>\n",
" <td>Aaron</td>\n",
" <td>Bentley</td>\n",
" <td>1984</td>\n",
" <td>4</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>20</td>\n",
" <td>aiden.jordan</td>\n",
" <td>Aiden</td>\n",
" <td>Jordan</td>\n",
" <td>1997</td>\n",
" <td>10</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>15</td>\n",
" <td>alexander.robert</td>\n",
" <td>Alexander</td>\n",
" <td>Robert</td>\n",
" <td>1982</td>\n",
" <td>18</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>38</td>\n",
" <td>andrew.ezra</td>\n",
" <td>Andrew</td>\n",
" <td>Ezra</td>\n",
" <td>1980</td>\n",
" <td>10</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>ann</td>\n",
" <td>Anna</td>\n",
" <td>Johnson</td>\n",
" <td>1964</td>\n",
" <td>10</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>34</td>\n",
" <td>anthony.carson</td>\n",
" <td>Anthony</td>\n",
" <td>Carson</td>\n",
" <td>1989</td>\n",
" <td>8</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>10</td>\n",
" <td>benjamin.cameron</td>\n",
" <td>Benjamin</td>\n",
" <td>Cameron</td>\n",
" <td>1983</td>\n",
" <td>11</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <td>48</td>\n",
" <td>caleb.leonardo</td>\n",
" <td>Caleb</td>\n",
" <td>Leonardo</td>\n",
" <td>1988</td>\n",
" <td>9</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>30</td>\n",
" <td>carter.jose</td>\n",
" <td>Carter</td>\n",
" <td>Jose</td>\n",
" <td>1992</td>\n",
" <td>2</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>54</th>\n",
" <td>55</td>\n",
" <td>charles.ryder</td>\n",
" <td>Charles</td>\n",
" <td>Ryder</td>\n",
" <td>1984</td>\n",
" <td>15</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49</th>\n",
" <td>50</td>\n",
" <td>christian.sawyer</td>\n",
" <td>Christian</td>\n",
" <td>Sawyer</td>\n",
" <td>1993</td>\n",
" <td>12</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>40</td>\n",
" <td>christopher.parker</td>\n",
" <td>Christopher</td>\n",
" <td>Parker</td>\n",
" <td>1982</td>\n",
" <td>4</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>clara</td>\n",
" <td>Clara</td>\n",
" <td>Setkin</td>\n",
" <td>1988</td>\n",
" <td>8</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>17</td>\n",
" <td>daniel.brayden</td>\n",
" <td>Daniel</td>\n",
" <td>Brayden</td>\n",
" <td>1983</td>\n",
" <td>1</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>23</td>\n",
" <td>david.angel</td>\n",
" <td>David</td>\n",
" <td>Angel</td>\n",
" <td>1989</td>\n",
" <td>5</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>36</td>\n",
" <td>dylan.theodore</td>\n",
" <td>Dylan</td>\n",
" <td>Theodore</td>\n",
" <td>1991</td>\n",
" <td>1</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>13</td>\n",
" <td>elijah.adrian</td>\n",
" <td>Elijah</td>\n",
" <td>Adrian</td>\n",
" <td>1994</td>\n",
" <td>6</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>14</td>\n",
" <td>ethan.hudson</td>\n",
" <td>Ethan</td>\n",
" <td>Hudson</td>\n",
" <td>1988</td>\n",
" <td>8</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>29</td>\n",
" <td>gabriel.jace</td>\n",
" <td>Gabriel</td>\n",
" <td>Jace</td>\n",
" <td>1981</td>\n",
" <td>8</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>41</td>\n",
" <td>grayson.xavier</td>\n",
" <td>Grayson</td>\n",
" <td>Xavier</td>\n",
" <td>1991</td>\n",
" <td>3</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>26</td>\n",
" <td>henry.austin</td>\n",
" <td>Henry</td>\n",
" <td>Austin</td>\n",
" <td>1987</td>\n",
" <td>18</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48</th>\n",
" <td>49</td>\n",
" <td>hunter.greyson</td>\n",
" <td>Hunter</td>\n",
" <td>Greyson</td>\n",
" <td>1995</td>\n",
" <td>20</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>35</td>\n",
" <td>isaac.jaxson</td>\n",
" <td>Isaac</td>\n",
" <td>Jaxson</td>\n",
" <td>1997</td>\n",
" <td>5</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50</th>\n",
" <td>51</td>\n",
" <td>isaiah.roman</td>\n",
" <td>Isaiah</td>\n",
" <td>Roman</td>\n",
" <td>1987</td>\n",
" <td>13</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>42</td>\n",
" <td>jack.kevin</td>\n",
" <td>Jack</td>\n",
" <td>Kevin</td>\n",
" <td>1996</td>\n",
" <td>2</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>jack</td>\n",
" <td>Jack</td>\n",
" <td>Wilson</td>\n",
" <td>1994</td>\n",
" <td>15</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>21</td>\n",
" <td>jackson.colton</td>\n",
" <td>Jackson</td>\n",
" <td>Colton</td>\n",
" <td>1993</td>\n",
" <td>13</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>11</td>\n",
" <td>jacob.jeremiah</td>\n",
" <td>Jacob</td>\n",
" <td>Jeremiah</td>\n",
" <td>1982</td>\n",
" <td>3</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>9</td>\n",
" <td>james.jonathan</td>\n",
" <td>James</td>\n",
" <td>Jonathan</td>\n",
" <td>1993</td>\n",
" <td>9</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>45</td>\n",
" <td>jaxon.ayden</td>\n",
" <td>Jaxon</td>\n",
" <td>Ayden</td>\n",
" <td>1987</td>\n",
" <td>11</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>31</td>\n",
" <td>jayden.ian</td>\n",
" <td>Jayden</td>\n",
" <td>Ian</td>\n",
" <td>1998</td>\n",
" <td>10</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>32</td>\n",
" <td>john.cooper</td>\n",
" <td>John</td>\n",
" <td>Cooper</td>\n",
" <td>1996</td>\n",
" <td>5</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>john</td>\n",
" <td>John</td>\n",
" <td>Smith</td>\n",
" <td>1985</td>\n",
" <td>5</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>24</td>\n",
" <td>joseph.asher</td>\n",
" <td>Joseph</td>\n",
" <td>Asher</td>\n",
" <td>1989</td>\n",
" <td>19</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>39</td>\n",
" <td>joshua.chase</td>\n",
" <td>Joshua</td>\n",
" <td>Chase</td>\n",
" <td>1990</td>\n",
" <td>17</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>43</td>\n",
" <td>julian.zachary</td>\n",
" <td>Julian</td>\n",
" <td>Zachary</td>\n",
" <td>1995</td>\n",
" <td>13</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
" <td>46</td>\n",
" <td>levi.elias</td>\n",
" <td>Levi</td>\n",
" <td>Elias</td>\n",
" <td>1992</td>\n",
" <td>11</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>6</td>\n",
" <td>liam.landon</td>\n",
" <td>Liam</td>\n",
" <td>Landon</td>\n",
" <td>1995</td>\n",
" <td>1</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>53</th>\n",
" <td>54</td>\n",
" <td>lincoln.kayden</td>\n",
" <td>Lincoln</td>\n",
" <td>Kayden</td>\n",
" <td>1997</td>\n",
" <td>3</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>22</td>\n",
" <td>logan.evan</td>\n",
" <td>Logan</td>\n",
" <td>Evan</td>\n",
" <td>1998</td>\n",
" <td>12</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>18</td>\n",
" <td>lucas.nolan</td>\n",
" <td>Lucas</td>\n",
" <td>Nolan</td>\n",
" <td>1994</td>\n",
" <td>12</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>33</td>\n",
" <td>luke.gavin</td>\n",
" <td>Luke</td>\n",
" <td>Gavin</td>\n",
" <td>1980</td>\n",
" <td>15</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>8</td>\n",
" <td>mason.josiah</td>\n",
" <td>Mason</td>\n",
" <td>Josiah</td>\n",
" <td>1990</td>\n",
" <td>13</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>19</td>\n",
" <td>matthew.easton</td>\n",
" <td>Matthew</td>\n",
" <td>Easton</td>\n",
" <td>1989</td>\n",
" <td>17</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>12</td>\n",
" <td>michael.mateo</td>\n",
" <td>Michael</td>\n",
" <td>Mateo</td>\n",
" <td>1984</td>\n",
" <td>2</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>47</td>\n",
" <td>nathan.bryson</td>\n",
" <td>Nathan</td>\n",
" <td>Bryson</td>\n",
" <td>1995</td>\n",
" <td>8</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5</td>\n",
" <td>noah.eli</td>\n",
" <td>Noah</td>\n",
" <td>Eli</td>\n",
" <td>1980</td>\n",
" <td>2</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>16</td>\n",
" <td>oliver.nicholas</td>\n",
" <td>Oliver</td>\n",
" <td>Nicholas</td>\n",
" <td>1994</td>\n",
" <td>4</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>27</td>\n",
" <td>owen.leo</td>\n",
" <td>Owen</td>\n",
" <td>Leo</td>\n",
" <td>1981</td>\n",
" <td>17</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>44</td>\n",
" <td>ryan.tyler</td>\n",
" <td>Ryan</td>\n",
" <td>Tyler</td>\n",
" <td>1996</td>\n",
" <td>1</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>25</td>\n",
" <td>samuel.dominic</td>\n",
" <td>Samuel</td>\n",
" <td>Dominic</td>\n",
" <td>1983</td>\n",
" <td>3</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>28</td>\n",
" <td>sebastian.adam</td>\n",
" <td>Sebastian</td>\n",
" <td>Adam</td>\n",
" <td>1980</td>\n",
" <td>10</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>51</th>\n",
" <td>52</td>\n",
" <td>thomas.brandon</td>\n",
" <td>Thomas</td>\n",
" <td>Brandon</td>\n",
" <td>1988</td>\n",
" <td>9</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>7</td>\n",
" <td>william.connor</td>\n",
" <td>William</td>\n",
" <td>Connor</td>\n",
" <td>1996</td>\n",
" <td>8</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>37</td>\n",
" <td>wyatt.jason</td>\n",
" <td>Wyatt</td>\n",
" <td>Jason</td>\n",
" <td>2000</td>\n",
" <td>3</td>\n",
" <td>[email protected]</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" id username first_name last_name birth_year points \\\n",
"52 53 aaron.bentley Aaron Bentley 1984 4 \n",
"19 20 aiden.jordan Aiden Jordan 1997 10 \n",
"14 15 alexander.robert Alexander Robert 1982 18 \n",
"37 38 andrew.ezra Andrew Ezra 1980 10 \n",
"3 4 ann Anna Johnson 1964 10 \n",
"33 34 anthony.carson Anthony Carson 1989 8 \n",
"9 10 benjamin.cameron Benjamin Cameron 1983 11 \n",
"47 48 caleb.leonardo Caleb Leonardo 1988 9 \n",
"29 30 carter.jose Carter Jose 1992 2 \n",
"54 55 charles.ryder Charles Ryder 1984 15 \n",
"49 50 christian.sawyer Christian Sawyer 1993 12 \n",
"39 40 christopher.parker Christopher Parker 1982 4 \n",
"2 3 clara Clara Setkin 1988 8 \n",
"16 17 daniel.brayden Daniel Brayden 1983 1 \n",
"22 23 david.angel David Angel 1989 5 \n",
"35 36 dylan.theodore Dylan Theodore 1991 1 \n",
"12 13 elijah.adrian Elijah Adrian 1994 6 \n",
"13 14 ethan.hudson Ethan Hudson 1988 8 \n",
"28 29 gabriel.jace Gabriel Jace 1981 8 \n",
"40 41 grayson.xavier Grayson Xavier 1991 3 \n",
"25 26 henry.austin Henry Austin 1987 18 \n",
"48 49 hunter.greyson Hunter Greyson 1995 20 \n",
"34 35 isaac.jaxson Isaac Jaxson 1997 5 \n",
"50 51 isaiah.roman Isaiah Roman 1987 13 \n",
"41 42 jack.kevin Jack Kevin 1996 2 \n",
"1 2 jack Jack Wilson 1994 15 \n",
"20 21 jackson.colton Jackson Colton 1993 13 \n",
"10 11 jacob.jeremiah Jacob Jeremiah 1982 3 \n",
"8 9 james.jonathan James Jonathan 1993 9 \n",
"44 45 jaxon.ayden Jaxon Ayden 1987 11 \n",
"30 31 jayden.ian Jayden Ian 1998 10 \n",
"31 32 john.cooper John Cooper 1996 5 \n",
"0 1 john John Smith 1985 5 \n",
"23 24 joseph.asher Joseph Asher 1989 19 \n",
"38 39 joshua.chase Joshua Chase 1990 17 \n",
"42 43 julian.zachary Julian Zachary 1995 13 \n",
"45 46 levi.elias Levi Elias 1992 11 \n",
"5 6 liam.landon Liam Landon 1995 1 \n",
"53 54 lincoln.kayden Lincoln Kayden 1997 3 \n",
"21 22 logan.evan Logan Evan 1998 12 \n",
"17 18 lucas.nolan Lucas Nolan 1994 12 \n",
"32 33 luke.gavin Luke Gavin 1980 15 \n",
"7 8 mason.josiah Mason Josiah 1990 13 \n",
"18 19 matthew.easton Matthew Easton 1989 17 \n",
"11 12 michael.mateo Michael Mateo 1984 2 \n",
"46 47 nathan.bryson Nathan Bryson 1995 8 \n",
"4 5 noah.eli Noah Eli 1980 2 \n",
"15 16 oliver.nicholas Oliver Nicholas 1994 4 \n",
"26 27 owen.leo Owen Leo 1981 17 \n",
"43 44 ryan.tyler Ryan Tyler 1996 1 \n",
"24 25 samuel.dominic Samuel Dominic 1983 3 \n",
"27 28 sebastian.adam Sebastian Adam 1980 10 \n",
"51 52 thomas.brandon Thomas Brandon 1988 9 \n",
"6 7 william.connor William Connor 1996 8 \n",
"36 37 wyatt.jason Wyatt Jason 2000 3 \n",
"\n",
" email \n",
"52 [email protected] \n",
"19 [email protected] \n",
"14 [email protected] \n",
"37 [email protected] \n",
"3 NaN \n",
"33 [email protected] \n",
"9 [email protected] \n",
"47 [email protected] \n",
"29 [email protected] \n",
"54 [email protected] \n",
"49 [email protected] \n",
"39 [email protected] \n",
"2 [email protected] \n",
"16 [email protected] \n",
"22 [email protected] \n",
"35 [email protected] \n",
"12 [email protected] \n",
"13 [email protected] \n",
"28 [email protected] \n",
"40 [email protected] \n",
"25 [email protected] \n",
"48 [email protected] \n",
"34 [email protected] \n",
"50 [email protected] \n",
"41 [email protected] \n",
"1 [email protected] \n",
"20 [email protected] \n",
"10 [email protected] \n",
"8 [email protected] \n",
"44 [email protected] \n",
"30 [email protected] \n",
"31 [email protected] \n",
"0 [email protected] \n",
"23 [email protected] \n",
"38 [email protected] \n",
"42 [email protected] \n",
"45 [email protected] \n",
"5 [email protected] \n",
"53 [email protected] \n",
"21 [email protected] \n",
"17 [email protected] \n",
"32 [email protected] \n",
"7 [email protected] \n",
"18 [email protected] \n",
"11 [email protected] \n",
"46 [email protected] \n",
"4 [email protected] \n",
"15 [email protected] \n",
"26 [email protected] \n",
"43 [email protected] \n",
"24 [email protected] \n",
"27 [email protected] \n",
"51 [email protected] \n",
"6 [email protected] \n",
"36 [email protected] "
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"users.sort_values([\"first_name\", \"last_name\"])"
]
}
],
"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": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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