{ "cells": [ { "cell_type": "markdown", "id": "3fd8164b", "metadata": {}, "source": [ "# Class 13: Data from multiple sources and Databases\n", "\n", "\n", "Welcome:\n", "\n", "1. Say hello on zoom\n", "1. Download data from Mondays' notes if you don't have it already\n", "1. log onto Prismia.chat" ] }, { "cell_type": "code", "execution_count": 1, "id": "64107fe7", "metadata": {}, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "markdown", "id": "2f4fc3e3", "metadata": {}, "source": [ "\n", "## Merging review" ] }, { "cell_type": "code", "execution_count": 2, "id": "1fe35822", "metadata": {}, "outputs": [], "source": [ "df18_players = pd.read_csv('data/2018-players.csv')\n", "df19_players = pd.read_csv('data/2019-players.csv')" ] }, { "cell_type": "code", "execution_count": 3, "id": "eec77aa8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((748, 5), (626, 5))" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df18_players.shape, df19_players.shape" ] }, { "cell_type": "code", "execution_count": 4, "id": "32a3cc60", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Unnamed: 0_xPLAYER_NAME_xTEAM_ID_xPLAYER_IDSEASON_xUnnamed: 0_yPLAYER_NAME_yTEAM_ID_ySEASON_y
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31157Marc Gasol16106127632011882018276Marc Gasol16106127612019
4629Danny Green16106127612019802018202Danny Green16106127472019
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5331339Abdul Gaddy16106127602035832018561Abdul Gaddy16106127602019
5341342Andre Roberson16106127602034602018566Andre Roberson16106127602019
5351348Norvel Pelle1610612755203658201824Norvel Pelle16106127552019
5361350Denzel Valentine16106127411627756201858Denzel Valentine16106127412019
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31157.0Marc Gasol1.610613e+092011882018.0276.0Marc Gasol1.610613e+092019.0
4629.0Danny Green1.610613e+092019802018.0202.0Danny Green1.610613e+092019.0
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922NaNNaNNaN1629097NaN619.0Terry Larrier1.610613e+092019.0
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Unnamed: 0_xPLAYER_NAME_xTEAM_ID_xPLAYER_IDSEASON_xUnnamed: 0_yPLAYER_NAME_yTEAM_ID_ySEASON_y
0626Kawhi Leonard16106127612026952018299.0Kawhi Leonard1.610613e+092019.0
1627Pascal Siakam161061276116277832018275.0Pascal Siakam1.610613e+092019.0
2628Marc Gasol16106127612011882018276.0Marc Gasol1.610613e+092019.0
3629Danny Green16106127612019802018202.0Danny Green1.610613e+092019.0
4630Kyle Lowry16106127612007682018451.0Kyle Lowry1.610613e+092019.0
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7491369Tyrius Walker161061275216292462018NaNNaNNaNNaN
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Unnamed: 0GAME_DATE_ESTGAME_IDGAME_STATUS_TEXTHOME_TEAM_IDVISITOR_TEAM_IDSEASONTEAM_ID_homePTS_homeFG_PCT_home...AST_homeREB_homeTEAM_ID_awayPTS_awayFG_PCT_awayFT_PCT_awayFG3_PCT_awayAST_awayREB_awayHOME_TEAM_WINS
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1161972019-06-1041800405Final1610612761161061274420181610612761105.00.447...19.043.01610612744106.00.4630.7140.47627.037.00
2161982019-06-0741800404Final161061274416106127612018161061274492.00.449...26.042.01610612761105.00.4190.9580.31322.039.00
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An easier option is to load data from a database instead of loading all data into memory. One way of working with databases is to use a Python library named `sqlite3` which allows us to create a connection between the database and Python so that we can pull data into Python to work with it.\n", "\n", "```{warning}\n", "To work with a database it needs to be downloaded, we can't load it via url like we did with the `.csv` files that we've been using, because when we need to make a connection to the database that can dynamically interact with the database.\n", "```\n", "\n", "Today, we'll work with a [database version](\n", "https://datacarpentry.org/sql-socialsci/data/SQL_SAFI.sqlite) of the same SAFI dataset we've been working with. Download it and put it in a `data` folder that's in the same folder as your notebook.\n", "\n", "\n", "First we'll import the needed library, this one doesn't have a standard alias, so we'll use it by referring to the whole name." ] }, { "cell_type": "code", "execution_count": 9, "id": "e6efab47", "metadata": {}, "outputs": [], "source": [ "import sqlite3" ] }, { "cell_type": "markdown", "id": "60802294", "metadata": {}, "source": [ "First we'll connect to the database" ] }, { "cell_type": "code", "execution_count": 10, "id": "6c3ec222", "metadata": {}, "outputs": [], "source": [ "con = sqlite3.connect('data/SQL_SAFI.sqlite')" ] }, { "cell_type": "markdown", "id": "cfc218ef", "metadata": {}, "source": [ "Next we establish a cursor with the connection and then run a query." ] }, { "cell_type": "code", "execution_count": 11, "id": "70014647", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cur = con.cursor()\n", "cur.execute(\"SELECT * FROM Farms\")" ] }, { "cell_type": "markdown", "id": "29be6190", "metadata": {}, "source": [ "Here, \"SELECT * FROM Farms\" is a query we made into the cursor. It does not return the data, it just says what data to get ready, this is another opportunity to get the data in smaller chunks, we can choose in the next step to bring all or only some of the data from the query's result into Python.\n", "\n", "This query says to get all (`*`) the data from the `Farms` table.\n", "\n", "Now, we can use this cursor to pull all of the results from that query into our notebook." ] }, { "cell_type": "code", "execution_count": 12, "id": "75110841", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(1,\n", " 'Moz',\n", " '17/11/2016',\n", " 1,\n", " '2017-03-23T09:49:57.000Z',\n", " '2017-04-02T17:29:08.000Z',\n", " 'Manica',\n", " 'Manica',\n", " 'Bandula',\n", " 'God',\n", " 11,\n", " 'no',\n", " 3,\n", " 3,\n", " 'no',\n", " 4,\n", " 'no',\n", " 'yes',\n", " 'no',\n", " 'yes',\n", " 'grass',\n", " 'muddaub',\n", " 'earth',\n", " 'no',\n", " 1,\n", " 1,\n", " 'no',\n", " 2,\n", " 2,\n", " 'no',\n", " 2.0,\n", " None,\n", " None,\n", " None,\n", " 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None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " 'no',\n", " 'yes',\n", " \"['poultry']\",\n", " None,\n", " 1,\n", " 'yes',\n", " 'no',\n", " \"['bicycle', 'solar_panel', 'mobile_phone']\",\n", " 3,\n", " \"['Jan', 'Feb', 'Mar', 'Dec']\",\n", " \"['rely_less_food', 'limit_variety', 'reduce_meals', 'day_night_hungry', 'lab_ex_food']\",\n", " -19.11192854,\n", " 33.476780600000005,\n", " 696.0,\n", " 72.0,\n", " 'uuid:02cde43c-adcf-4b1d-8ef7-bd665ccab756')]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rows = cur.fetchall()\n", "rows" ] }, { "cell_type": "markdown", "id": "0ace1b55", "metadata": {}, "source": [ "We can see it returns the data without much structure" ] }, { "cell_type": "code", "execution_count": 13, "id": "8b261ed1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "list" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(rows)" ] }, { "cell_type": "markdown", "id": "56ca95ac", "metadata": {}, "source": [ "and examine the type of one element of it as well." ] }, { "cell_type": "code", "execution_count": 14, "id": "79c811b4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tuple" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(rows[0])" ] }, { "cell_type": "markdown", "id": "1f15e5d7", "metadata": {}, "source": [ "we can also combine use of this library (to access databases) with `Pandas` functions to pull data from databases directly into a datagrame." ] }, { "cell_type": "code", "execution_count": 15, "id": "c80e9158", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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12Moz17/11/201612017-04-02T09:48:16.000Z2017-04-02T17:26:19.000ZManicaManicaBandulaGod...no['cow_cart', 'bicycle', 'radio', 'cow_plough',...2['Jan', 'Sept', 'Oct', 'Nov', 'Dec']['na', 'reduce_meals', 'restrict_adults', 'bor...-19.11247733.483416690.019.0uuid:099de9c9-3e5e-427b-8452-26250e840d6e
23Moz17/11/201632017-04-02T14:35:26.000Z2017-04-02T17:26:53.000ZManicaManicaBandulaGod...no['solar_torch']2['Jan', 'Feb', 'Mar', 'Oct', 'Nov', 'Dec']['na', 'restrict_adults', 'lab_ex_food']-19.11210833.483450674.013.0uuid:193d7daf-9582-409b-bf09-027dd36f9007
34Moz17/11/201642017-04-02T14:55:18.000Z2017-04-02T17:27:16.000ZManicaManicaBandulaGod...no['bicycle', 'radio', 'cow_plough', 'solar_pane...2['Sept', 'Oct', 'Nov', 'Dec']['na', 'reduce_meals', 'restrict_adults', 'lab...-19.11222933.483424679.05.0uuid:148d1105-778a-4755-aa71-281eadd4a973
45Moz17/11/201652017-04-02T15:10:35.000Z2017-04-02T17:27:35.000ZManicaManicaBandulaGod...no['motorcyle', 'radio', 'cow_plough', 'mobile_p...2['Aug', 'Sept', 'Oct', 'Nov']['na', 'go_forest', 'migrate']-19.11221733.483425689.010.0uuid:2c867811-9696-4966-9866-f35c3e97d02d
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5 rows × 61 columns

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" ], "text/plain": [ " Id Country A01_interview_date A03_quest_no A04_start \\\n", "0 1 Moz 17/11/2016 1 2017-03-23T09:49:57.000Z \n", "1 2 Moz 17/11/2016 1 2017-04-02T09:48:16.000Z \n", "2 3 Moz 17/11/2016 3 2017-04-02T14:35:26.000Z \n", "3 4 Moz 17/11/2016 4 2017-04-02T14:55:18.000Z \n", "4 5 Moz 17/11/2016 5 2017-04-02T15:10:35.000Z \n", "\n", " A05_end A06_province A07_district A08_ward A09_village \\\n", "0 2017-04-02T17:29:08.000Z Manica Manica Bandula God \n", "1 2017-04-02T17:26:19.000Z Manica Manica Bandula God \n", "2 2017-04-02T17:26:53.000Z Manica Manica Bandula God \n", "3 2017-04-02T17:27:16.000Z Manica Manica Bandula God \n", "4 2017-04-02T17:27:35.000Z Manica Manica Bandula God \n", "\n", " ... F13_du_look_aftr_cows \\\n", "0 ... no \n", "1 ... no \n", "2 ... no \n", "3 ... no \n", "4 ... no \n", "\n", " F14_items_owned G01_no_meals \\\n", "0 ['bicycle', 'television', 'solar_panel', 'table'] 2 \n", "1 ['cow_cart', 'bicycle', 'radio', 'cow_plough',... 2 \n", "2 ['solar_torch'] 2 \n", "3 ['bicycle', 'radio', 'cow_plough', 'solar_pane... 2 \n", "4 ['motorcyle', 'radio', 'cow_plough', 'mobile_p... 2 \n", "\n", " G02_months_lack_food \\\n", "0 ['Jan'] \n", "1 ['Jan', 'Sept', 'Oct', 'Nov', 'Dec'] \n", "2 ['Jan', 'Feb', 'Mar', 'Oct', 'Nov', 'Dec'] \n", "3 ['Sept', 'Oct', 'Nov', 'Dec'] \n", "4 ['Aug', 'Sept', 'Oct', 'Nov'] \n", "\n", " G03_no_food_mitigation gps:Latitude \\\n", "0 ['na', 'rely_less_food', 'reduce_meals', 'day_... -19.112259 \n", "1 ['na', 'reduce_meals', 'restrict_adults', 'bor... -19.112477 \n", "2 ['na', 'restrict_adults', 'lab_ex_food'] -19.112108 \n", "3 ['na', 'reduce_meals', 'restrict_adults', 'lab... -19.112229 \n", "4 ['na', 'go_forest', 'migrate'] -19.112217 \n", "\n", " gps:Longitude gps:Altitude gps:Accuracy \\\n", "0 33.483456 698.0 14.0 \n", "1 33.483416 690.0 19.0 \n", "2 33.483450 674.0 13.0 \n", "3 33.483424 679.0 5.0 \n", "4 33.483425 689.0 10.0 \n", "\n", " instanceID \n", "0 uuid:ec241f2c-0609-46ed-b5e8-fe575f6cefef \n", "1 uuid:099de9c9-3e5e-427b-8452-26250e840d6e \n", "2 uuid:193d7daf-9582-409b-bf09-027dd36f9007 \n", "3 uuid:148d1105-778a-4755-aa71-281eadd4a973 \n", "4 uuid:2c867811-9696-4966-9866-f35c3e97d02d \n", "\n", "[5 rows x 61 columns]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_sql_query(\"SELECT * FROM Farms\",con)\n", "\n", "df.head()" ] }, { "cell_type": "markdown", "id": "f62f2df4", "metadata": {}, "source": [ "This is the familiar SAFI data that we've been working with\n", "\n", "## More Specific Queries\n", "\n", "There are several ways that we can make our queries return only subsets of the data, this is where the database can start to provide real advantages, we can do sophisticated subsetting of our dataset in the database, which is optimized for performance at exactly these tasks, instead of in Python which is a general purpose programming language.\n", "\n", "Strucutred Query Langauge (SQL) is a powerful way of working with databases. We'll use it only through pandas going forward so that we can also use the nice visualizations from the notebook, but there are many other ways to use SQL.\n", "\n", "\n", "For example we might only be interested in the location of the farms that were surveyed, so we can choose only those columns, by putting the column names in place of the `*` in the query." ] }, { "cell_type": "code", "execution_count": 16, "id": "8a362617", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CountryA06_provinceA07_districtA08_wardA09_village
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" ], "text/plain": [ " Country A06_province A07_district A08_ward A09_village\n", "0 Moz Manica Manica Bandula God\n", "1 Moz Manica Manica Bandula God\n", "2 Moz Manica Manica Bandula God\n", "3 Moz Manica Manica Bandula God\n", "4 Moz Manica Manica Bandula God" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "location_df = pd.read_sql_query(\"SELECT Country, A06_Province, A07_district, A08_ward, A09_village FROM Farms\",con)\n", "location_df.head()" ] }, { "cell_type": "markdown", "id": "982882d9", "metadata": {}, "source": [ "We can limit for the number of rows we get by using \"LIMIT\" keyword in the query." ] }, { "cell_type": "code", "execution_count": 17, "id": "aebce059", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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IdCountryA01_interview_dateA03_quest_noA04_startA05_endA06_provinceA07_districtA08_wardA09_village...F13_du_look_aftr_cowsF14_items_ownedG01_no_mealsG02_months_lack_foodG03_no_food_mitigationgps:Latitudegps:Longitudegps:Altitudegps:AccuracyinstanceID
01Moz17/11/201612017-03-23T09:49:57.000Z2017-04-02T17:29:08.000ZManicaManicaBandulaGod...no['bicycle', 'television', 'solar_panel', 'table']2['Jan']['na', 'rely_less_food', 'reduce_meals', 'day_...-19.11225933.483456698.014.0uuid:ec241f2c-0609-46ed-b5e8-fe575f6cefef
12Moz17/11/201612017-04-02T09:48:16.000Z2017-04-02T17:26:19.000ZManicaManicaBandulaGod...no['cow_cart', 'bicycle', 'radio', 'cow_plough',...2['Jan', 'Sept', 'Oct', 'Nov', 'Dec']['na', 'reduce_meals', 'restrict_adults', 'bor...-19.11247733.483416690.019.0uuid:099de9c9-3e5e-427b-8452-26250e840d6e
23Moz17/11/201632017-04-02T14:35:26.000Z2017-04-02T17:26:53.000ZManicaManicaBandulaGod...no['solar_torch']2['Jan', 'Feb', 'Mar', 'Oct', 'Nov', 'Dec']['na', 'restrict_adults', 'lab_ex_food']-19.11210833.483450674.013.0uuid:193d7daf-9582-409b-bf09-027dd36f9007
34Moz17/11/201642017-04-02T14:55:18.000Z2017-04-02T17:27:16.000ZManicaManicaBandulaGod...no['bicycle', 'radio', 'cow_plough', 'solar_pane...2['Sept', 'Oct', 'Nov', 'Dec']['na', 'reduce_meals', 'restrict_adults', 'lab...-19.11222933.483424679.05.0uuid:148d1105-778a-4755-aa71-281eadd4a973
45Moz17/11/201652017-04-02T15:10:35.000Z2017-04-02T17:27:35.000ZManicaManicaBandulaGod...no['motorcyle', 'radio', 'cow_plough', 'mobile_p...2['Aug', 'Sept', 'Oct', 'Nov']['na', 'go_forest', 'migrate']-19.11221733.483425689.010.0uuid:2c867811-9696-4966-9866-f35c3e97d02d
56Moz17/11/201662017-04-02T15:27:25.000Z2017-04-02T17:28:02.000ZManicaManicaBandulaGod...noNone2['Aug', 'Sept', 'Oct']['borrow_food', 'lab_ex_food', 'seek_government']-19.11219633.483392692.012.0uuid:daa56c91-c8e3-44c3-a663-af6a49a2ca70
67Moz17/11/201672017-04-02T15:38:01.000Z2017-04-02T17:28:19.000ZManicaManicaBandulaGod...no['motorcyle', 'cow_plough']3['Nov']['lab_ex_food']-19.11221933.483365709.011.0uuid:ae20a58d-56f4-43d7-bafa-e7963d850844
78Moz16/11/201682017-04-02T15:59:52.000Z2017-04-02T17:28:39.000ZManicaManicaManicaChirodzo...no['motorcyle', 'bicycle', 'television', 'radio'...2['Jan']['rely_less_food', 'limit_variety', 'reduce_me...-19.11216033.483419700.09.0uuid:d6cee930-7be1-4fd9-88c0-82a08f90fb5a
89Moz16/11/201692017-04-02T16:23:36.000Z2017-04-02T16:42:08.000ZManicaManicaBandulaChirodzo...no['television', 'solar_panel', 'solar_torch']3['Jan', 'Dec']['rely_less_food', 'limit_variety', 'limit_por...-19.11221533.483437701.011.0uuid:846103d2-b1db-4055-b502-9cd510bb7b37
910Moz16/12/2016102017-04-02T17:03:28.000Z2017-04-02T17:25:11.000ZManicaManicaBandulaChirodzo...no['cow_cart', 'motorcyle', 'bicycle', 'televisi...3['Jan', 'Oct', 'Nov', 'Dec']['rely_less_food', 'limit_portion', 'restrict_...-19.11221533.483394710.014.0uuid:8f4e49bc-da81-4356-ae34-e0d794a23721
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" ], "text/plain": [ " Id Country A01_interview_date A03_quest_no A04_start \\\n", "0 1 Moz 17/11/2016 1 2017-03-23T09:49:57.000Z \n", "1 2 Moz 17/11/2016 1 2017-04-02T09:48:16.000Z \n", "2 3 Moz 17/11/2016 3 2017-04-02T14:35:26.000Z \n", "3 4 Moz 17/11/2016 4 2017-04-02T14:55:18.000Z \n", "4 5 Moz 17/11/2016 5 2017-04-02T15:10:35.000Z \n", "5 6 Moz 17/11/2016 6 2017-04-02T15:27:25.000Z \n", "6 7 Moz 17/11/2016 7 2017-04-02T15:38:01.000Z \n", "7 8 Moz 16/11/2016 8 2017-04-02T15:59:52.000Z \n", "8 9 Moz 16/11/2016 9 2017-04-02T16:23:36.000Z \n", "9 10 Moz 16/12/2016 10 2017-04-02T17:03:28.000Z \n", "\n", " A05_end A06_province A07_district A08_ward A09_village \\\n", "0 2017-04-02T17:29:08.000Z Manica Manica Bandula God \n", "1 2017-04-02T17:26:19.000Z Manica Manica Bandula God \n", "2 2017-04-02T17:26:53.000Z Manica Manica Bandula God \n", "3 2017-04-02T17:27:16.000Z Manica Manica Bandula God \n", "4 2017-04-02T17:27:35.000Z Manica Manica Bandula God \n", "5 2017-04-02T17:28:02.000Z Manica Manica Bandula God \n", "6 2017-04-02T17:28:19.000Z Manica Manica Bandula God \n", "7 2017-04-02T17:28:39.000Z Manica Manica Manica Chirodzo \n", "8 2017-04-02T16:42:08.000Z Manica Manica Bandula Chirodzo \n", "9 2017-04-02T17:25:11.000Z Manica Manica Bandula Chirodzo \n", "\n", " ... F13_du_look_aftr_cows \\\n", "0 ... no \n", "1 ... no \n", "2 ... no \n", "3 ... no \n", "4 ... no \n", "5 ... no \n", "6 ... no \n", "7 ... no \n", "8 ... no \n", "9 ... no \n", "\n", " F14_items_owned G01_no_meals \\\n", "0 ['bicycle', 'television', 'solar_panel', 'table'] 2 \n", "1 ['cow_cart', 'bicycle', 'radio', 'cow_plough',... 2 \n", "2 ['solar_torch'] 2 \n", "3 ['bicycle', 'radio', 'cow_plough', 'solar_pane... 2 \n", "4 ['motorcyle', 'radio', 'cow_plough', 'mobile_p... 2 \n", "5 None 2 \n", "6 ['motorcyle', 'cow_plough'] 3 \n", "7 ['motorcyle', 'bicycle', 'television', 'radio'... 2 \n", "8 ['television', 'solar_panel', 'solar_torch'] 3 \n", "9 ['cow_cart', 'motorcyle', 'bicycle', 'televisi... 3 \n", "\n", " G02_months_lack_food \\\n", "0 ['Jan'] \n", "1 ['Jan', 'Sept', 'Oct', 'Nov', 'Dec'] \n", "2 ['Jan', 'Feb', 'Mar', 'Oct', 'Nov', 'Dec'] \n", "3 ['Sept', 'Oct', 'Nov', 'Dec'] \n", "4 ['Aug', 'Sept', 'Oct', 'Nov'] \n", "5 ['Aug', 'Sept', 'Oct'] \n", "6 ['Nov'] \n", "7 ['Jan'] \n", "8 ['Jan', 'Dec'] \n", "9 ['Jan', 'Oct', 'Nov', 'Dec'] \n", "\n", " G03_no_food_mitigation gps:Latitude \\\n", "0 ['na', 'rely_less_food', 'reduce_meals', 'day_... -19.112259 \n", "1 ['na', 'reduce_meals', 'restrict_adults', 'bor... -19.112477 \n", "2 ['na', 'restrict_adults', 'lab_ex_food'] -19.112108 \n", "3 ['na', 'reduce_meals', 'restrict_adults', 'lab... -19.112229 \n", "4 ['na', 'go_forest', 'migrate'] -19.112217 \n", "5 ['borrow_food', 'lab_ex_food', 'seek_government'] -19.112196 \n", "6 ['lab_ex_food'] -19.112219 \n", "7 ['rely_less_food', 'limit_variety', 'reduce_me... -19.112160 \n", "8 ['rely_less_food', 'limit_variety', 'limit_por... -19.112215 \n", "9 ['rely_less_food', 'limit_portion', 'restrict_... -19.112215 \n", "\n", " gps:Longitude gps:Altitude gps:Accuracy \\\n", "0 33.483456 698.0 14.0 \n", "1 33.483416 690.0 19.0 \n", "2 33.483450 674.0 13.0 \n", "3 33.483424 679.0 5.0 \n", "4 33.483425 689.0 10.0 \n", "5 33.483392 692.0 12.0 \n", "6 33.483365 709.0 11.0 \n", "7 33.483419 700.0 9.0 \n", "8 33.483437 701.0 11.0 \n", "9 33.483394 710.0 14.0 \n", "\n", " instanceID \n", "0 uuid:ec241f2c-0609-46ed-b5e8-fe575f6cefef \n", "1 uuid:099de9c9-3e5e-427b-8452-26250e840d6e \n", "2 uuid:193d7daf-9582-409b-bf09-027dd36f9007 \n", "3 uuid:148d1105-778a-4755-aa71-281eadd4a973 \n", "4 uuid:2c867811-9696-4966-9866-f35c3e97d02d \n", "5 uuid:daa56c91-c8e3-44c3-a663-af6a49a2ca70 \n", "6 uuid:ae20a58d-56f4-43d7-bafa-e7963d850844 \n", "7 uuid:d6cee930-7be1-4fd9-88c0-82a08f90fb5a \n", "8 uuid:846103d2-b1db-4055-b502-9cd510bb7b37 \n", "9 uuid:8f4e49bc-da81-4356-ae34-e0d794a23721 \n", "\n", "[10 rows x 61 columns]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.read_sql_query(\"SELECT * FROM Farms LIMIT 10\",con)" ] }, { "cell_type": "markdown", "id": "768ab3c2", "metadata": {}, "source": [ "```{admonition} Try it Yourself!\n", "How would you return only the first 5 rows of the columns about food?\n", "\n", "```{code-cell} ipython3\n", ":tags:[hide-input]\n", "food_df = pd.read_sql_query(\"SELECT G01_no_meals, G02_months_lack_food, G03_no_food_mitigation FROM Farms LIMIT 5\",con)\n", "\n", "food_df\n", "```\n", "\n", "\n", "We can use a \"where\" keyword to filter and only choose a subset of the rows conditionally, based on _values_ of the data. For example, we can look only at the farms that have living parents." ] }, { "cell_type": "code", "execution_count": 18, "id": "e53bea23", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
IdB17_parents_liv
02yes
15yes
27yes
38yes
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" ], "text/plain": [ " Id B17_parents_liv\n", "0 2 yes\n", "1 5 yes\n", "2 7 yes\n", "3 8 yes\n", "4 9 yes" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "parents_df = pd.read_sql_query(\"SELECT Id, B17_parents_liv FROM Farms WHERE B17_parents_liv = 'yes'\",con)\n", "parents_df.head()" ] }, { "cell_type": "markdown", "id": "050b8134", "metadata": {}, "source": [ "## Try it yourself\n", "\n", "1. Write a queries to read from the database, the Id column and two subsets of columns to 2 separate dataframes. Then use pandas to merge the dataframes into one.\n", "1." ] } ], "metadata": { "jupytext": { "text_representation": { "extension": ".md", "format_name": "myst", "format_version": 0.12, "jupytext_version": "1.6.0" } }, "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": "3.7.10" }, "source_map": [ 12, 23, 25, 30, 35, 39, 43, 47, 51, 56, 59, 76, 78, 81, 83, 86, 89, 96, 99, 102, 104, 108, 110, 114, 118, 129, 132, 136, 138, 153, 156 ] }, "nbformat": 4, "nbformat_minor": 5 }