{ "cells": [ { "cell_type": "markdown", "id": "c6b06155", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Class 10\n", "\n", "## Mar. 19, 2024\n", "\n", "By the end of this class, you'll be able to:\n", "\n", "- Fit linear regression;\n", "\n", "- Know what is spatial data;\n", "\n", "- Learn a new package geopandas;\n", "\n", "- Do some basic spatial analysis (we'll learn more in next 2 weeks!)" ] }, { "cell_type": "markdown", "id": "aa9fea67-328b-48da-b3b0-68c1d3cfefe2", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Review of linear regression\n", "\n", "## What is the effect of recent immigration on asthma rates in Toronto neighbourhoods?\n", "\n", "### Data\n", "\n", "- Data from contains data on asthma and immigration for each neighbourhood in Toronto.\n", "\n", "#### Sociodemographic data\n", "\n", "- Read sociodemographic data from the excel file `1_socdem_neighb_2006-2.xls` with sheet name `socdem_2006` into `pandas` using `read_excel`.\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "778c2761", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt \n", "import numpy as np\n", "import seaborn as sns\n", "from statsmodels.formula.api import ols\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "26d12b0a-8674-4cb8-b626-b9a8571817e5", "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "text/html": [ "
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Neighbourhood idNeighbourhood NameTotal Population% 19 and under% 65 and over% Living alone% Aged 65+ living alone% Lone parent families §% 1 year mobility in populationMedian household income before-tax $...% Less than high school education **% With a University degree **% No knowledge of English/French% Recent immigrants-within 5 years% Recent immigrants-within 10 years% Immigrants% Visible minorityTop 3 Home Languages for non-English speaking households, #1Top 3 Home Languages for non-English speaking households, #2Top 3 Home Languages for non-English speaking households, #3
01West Humber-Clairville3225226.811.33.711.726.311.663413...18.422.95.412.222.160.077.9Panjabi (Punjabi)GujaratiSpanish
12Mount Olive-Silverstone-Jamestown3212732.28.14.115.431.515.748146...20.123.67.622.235.167.185.3Panjabi (Punjabi)GujaratiArabic
23Thistletown-Beaumond Heights992825.316.75.417.530.110.955032...16.720.75.09.719.355.953.8Panjabi (Punjabi)ItalianSpanish
34Rexdale-Kipling1072523.618.310.228.833.313.252428...15.318.83.08.314.047.241.8SpanishPanjabi (Punjabi)Croatian
45Elms-Old Rexdale943729.910.55.813.039.19.753779...15.218.83.69.818.253.860.5SpanishItalianUrdu
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5 rows × 28 columns

\n", "
" ], "text/plain": [ " Neighbourhood id Neighbourhood Name Total Population \\\n", "0 1 West Humber-Clairville 32252 \n", "1 2 Mount Olive-Silverstone-Jamestown 32127 \n", "2 3 Thistletown-Beaumond Heights 9928 \n", "3 4 Rexdale-Kipling 10725 \n", "4 5 Elms-Old Rexdale 9437 \n", "\n", " % 19 and under % 65 and over % Living alone % Aged 65+ living alone \\\n", "0 26.8 11.3 3.7 11.7 \n", "1 32.2 8.1 4.1 15.4 \n", "2 25.3 16.7 5.4 17.5 \n", "3 23.6 18.3 10.2 28.8 \n", "4 29.9 10.5 5.8 13.0 \n", "\n", " % Lone parent families § % 1 year mobility in population \\\n", "0 26.3 11.6 \n", "1 31.5 15.7 \n", "2 30.1 10.9 \n", "3 33.3 13.2 \n", "4 39.1 9.7 \n", "\n", " Median household income before-tax $ ... \\\n", "0 63413 ... \n", "1 48146 ... \n", "2 55032 ... \n", "3 52428 ... \n", "4 53779 ... \n", "\n", " % Less than high school education ** % With a University degree ** \\\n", "0 18.4 22.9 \n", "1 20.1 23.6 \n", "2 16.7 20.7 \n", "3 15.3 18.8 \n", "4 15.2 18.8 \n", "\n", " % No knowledge of English/French % Recent immigrants-within 5 years \\\n", "0 5.4 12.2 \n", "1 7.6 22.2 \n", "2 5.0 9.7 \n", "3 3.0 8.3 \n", "4 3.6 9.8 \n", "\n", " % Recent immigrants-within 10 years % Immigrants % Visible minority \\\n", "0 22.1 60.0 77.9 \n", "1 35.1 67.1 85.3 \n", "2 19.3 55.9 53.8 \n", "3 14.0 47.2 41.8 \n", "4 18.2 53.8 60.5 \n", "\n", " Top 3 Home Languages for non-English speaking households, #1 \\\n", "0 Panjabi (Punjabi) \n", "1 Panjabi (Punjabi) \n", "2 Panjabi (Punjabi) \n", "3 Spanish \n", "4 Spanish \n", "\n", " Top 3 Home Languages for non-English speaking households, #2 \\\n", "0 Gujarati \n", "1 Gujarati \n", "2 Italian \n", "3 Panjabi (Punjabi) \n", "4 Italian \n", "\n", " Top 3 Home Languages for non-English speaking households, #3 \n", "0 Spanish \n", "1 Arabic \n", "2 Spanish \n", "3 Croatian \n", "4 Urdu \n", "\n", "[5 rows x 28 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fname = '1_socdem_neighb_2006-2.xls'\n", "sname = 'socdem_2006'\n", "socdem_neighb = pd.read_excel(fname, sheet_name = sname, header = 10) # the table starts in row #11\n", "socdem_neighb.head()" ] }, { "cell_type": "markdown", "id": "4b539540-8056-4e1a-a853-9c9515764dec", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Which column should we select to measure immigration? There are several choices." ] }, { "cell_type": "code", "execution_count": 3, "id": "ca2e691e-d951-492d-96ef-308f1c74837b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['Neighbourhood id', 'Neighbourhood Name', 'Total Population',\n", " '% 19 and under', '% 65 and over', '% Living alone',\n", " '% Aged 65+ living alone', '% Lone parent families §',\n", " '% 1 year mobility in population',\n", " 'Median household income before-tax $',\n", " 'Median household income after-tax $ ‡',\n", " '% Families-Incidence of low income before-tax',\n", " '% Families-Incidence of low income after-tax ‡',\n", " '% Individuals-Incidence of low income before-tax',\n", " '% Individuals-Incidence of low income after-tax ‡',\n", " '% Rented Dwellings', '% Unemployment rate *',\n", " '% Not in labour force *', '% Less than high school education **',\n", " '% With a University degree **', '% No knowledge of English/French',\n", " '% Recent immigrants-within 5 years',\n", " '% Recent immigrants-within 10 years', '% Immigrants',\n", " '% Visible minority',\n", " 'Top 3 Home Languages for non-English speaking households, #1',\n", " 'Top 3 Home Languages for non-English speaking households, #2',\n", " 'Top 3 Home Languages for non-English speaking households, #3'],\n", " dtype='object')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "socdem_neighb.columns" ] }, { "cell_type": "markdown", "id": "52be3a7e-2df5-40ac-bf08-73b69890bacc", "metadata": {}, "source": [ "- Let's use `'% Recent immigrants-within 5 years'` to represent recent immigrants in a neighborhood.\n", "\n", "- Later on we will want a few more sociodemographic columns, so let's create a new `DataFrame` and rename the columns." ] }, { "cell_type": "code", "execution_count": 4, "id": "db48fc31-2069-42a2-93e8-66995437fbdc", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "cols = ['Neighbourhood id', 'Neighbourhood Name', \n", " 'Median household income after-tax $ ‡', \n", " '% Rented Dwellings', '% Unemployment rate *', \n", " '% Recent immigrants-within 5 years', '% Visible minority']\n", "\n", "socdem_neighb = socdem_neighb[cols]\n", "\n", "colnames = {cols[0] : 'Neighbid',\n", " cols[1] : 'name',\n", " cols[2] : 'median_income',\n", " cols[3] : 'rented_dwell',\n", " cols[4] : 'unemployment',\n", " cols[5] : 'immigration5',\n", " cols[6] : 'vismin'}\n", "\n", "socdem_neighb = socdem_neighb.copy()\n", "\n", "socdem_neighb.rename(columns = colnames, inplace = True)" ] }, { "cell_type": "code", "execution_count": 5, "id": "745a7301-e587-447d-9660-85ded9f5a687", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Neighbidnamemedian_incomerented_dwellunemploymentimmigration5vismin
01West Humber-Clairville5622027.47.012.277.9
12Mount Olive-Silverstone-Jamestown4397552.09.922.285.3
23Thistletown-Beaumond Heights4980034.46.39.753.8
34Rexdale-Kipling4603345.17.78.341.8
45Elms-Old Rexdale4805541.27.89.860.5
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" ], "text/plain": [ " Neighbid name median_income rented_dwell \\\n", "0 1 West Humber-Clairville 56220 27.4 \n", "1 2 Mount Olive-Silverstone-Jamestown 43975 52.0 \n", "2 3 Thistletown-Beaumond Heights 49800 34.4 \n", "3 4 Rexdale-Kipling 46033 45.1 \n", "4 5 Elms-Old Rexdale 48055 41.2 \n", "\n", " unemployment immigration5 vismin \n", "0 7.0 12.2 77.9 \n", "1 9.9 22.2 85.3 \n", "2 6.3 9.7 53.8 \n", "3 7.7 8.3 41.8 \n", "4 7.8 9.8 60.5 " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "socdem_neighb.head()" ] }, { "cell_type": "markdown", "id": "2c178336-f458-4297-84c6-1b44be7a68bd", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Asthma data\n", "\n", "- Read data from the excel file `1_ahd_neighb_db_ast_hbp_mhv_copd_2007.xls` with sheet name `1_ahd_neighb_asthma_2007` into `pandas` using `read_excel`." ] }, { "cell_type": "code", "execution_count": 6, "id": "4783abcf-e435-413d-87c9-dc6cc1924c9f", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Unnamed: 0Unnamed: 1Demographics ª% With asthmaLL (95% CI)UL (95% CI)Demographics ª.1% With asthma.1LL (95% CI) .1UL (95% CI) .1...Demographics ª.7% With asthma.7LL (95% CI) .7UL (95% CI) .7Demographics ª.8% With asthma.8LL (95% CI) .8UL (95% CI) .8Rate Ratio**.2H/L/NS.2
01West Humber-Clairville119779.79.210.21177010.610.011.2...443512.311.313.3892110.910.311.61.07H
12Mount Olive-Silverstone-Jamestown111577.97.48.41146210.29.610.8...381913.512.514.6772611.210.511.91.10H
23Thistletown-Beaumond Heights33079.48.410.4332210.59.511.6...130712.310.514.1258710.89.612.01.06NS
34Rexdale-Kipling33179.78.710.7343813.011.914.2...146813.211.514.9289710.49.311.51.02NS
45Elms-Old Rexdale320910.29.111.2337913.011.814.1...131415.113.117.0261011.810.613.01.16H
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5 rows × 44 columns

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" ], "text/plain": [ " Unnamed: 0 Unnamed: 1 Demographics ª \\\n", "0 1 West Humber-Clairville 11977 \n", "1 2 Mount Olive-Silverstone-Jamestown 11157 \n", "2 3 Thistletown-Beaumond Heights 3307 \n", "3 4 Rexdale-Kipling 3317 \n", "4 5 Elms-Old Rexdale 3209 \n", "\n", " % With asthma LL (95% CI) UL (95% CI) Demographics ª.1 \\\n", "0 9.7 9.2 10.2 11770 \n", "1 7.9 7.4 8.4 11462 \n", "2 9.4 8.4 10.4 3322 \n", "3 9.7 8.7 10.7 3438 \n", "4 10.2 9.1 11.2 3379 \n", "\n", " % With asthma.1 LL (95% CI) .1 UL (95% CI) .1 ... Demographics ª.7 \\\n", "0 10.6 10.0 11.2 ... 4435 \n", "1 10.2 9.6 10.8 ... 3819 \n", "2 10.5 9.5 11.6 ... 1307 \n", "3 13.0 11.9 14.2 ... 1468 \n", "4 13.0 11.8 14.1 ... 1314 \n", "\n", " % With asthma.7 LL (95% CI) .7 UL (95% CI) .7 Demographics ª.8 \\\n", "0 12.3 11.3 13.3 8921 \n", "1 13.5 12.5 14.6 7726 \n", "2 12.3 10.5 14.1 2587 \n", "3 13.2 11.5 14.9 2897 \n", "4 15.1 13.1 17.0 2610 \n", "\n", " % With asthma.8 LL (95% CI) .8 UL (95% CI) .8 Rate Ratio**.2 H/L/NS.2 \n", "0 10.9 10.3 11.6 1.07 H \n", "1 11.2 10.5 11.9 1.10 H \n", "2 10.8 9.6 12.0 1.06 NS \n", "3 10.4 9.3 11.5 1.02 NS \n", "4 11.8 10.6 13.0 1.16 H \n", "\n", "[5 rows x 44 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fname = '1_ahd_neighb_db_ast_hbp_mhv_copd_2007.xls'\n", "sname = '1_ahd_neighb_asthma_2007'\n", "\n", "asthma_neighb = pd.read_excel(fname, sheet_name = sname, header = 11) #the table starts with row #12\n", "asthma_neighb.head()" ] }, { "cell_type": "markdown", "id": "cc43520d-f3b9-4d6b-ab9a-0d6e7f30e9cb", "metadata": {}, "source": [ "- The asthma rates are broken down by sex and age. \n", "\n", "- Which rates should we choose? \n", "\n", "- For this example, let's select asthma rates for both sexes age 20 - 64." ] }, { "cell_type": "code", "execution_count": 7, "id": "832a17a5-48e4-428f-8210-0f41b15513f7", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "Index(['Unnamed: 0', 'Unnamed: 1', 'Demographics ª', '% With asthma',\n", " 'LL (95% CI) ', 'UL (95% CI) ', 'Demographics ª.1', '% With asthma.1',\n", " 'LL (95% CI) .1', 'UL (95% CI) .1', 'Demographics ª.2',\n", " '% With asthma.2', 'LL (95% CI) .2', 'UL (95% CI) .2', 'Rate Ratio**',\n", " 'H/L/NS', 'Demographics ª.3', '% With asthma.3', 'LL (95% CI) .3',\n", " 'UL (95% CI) .3', 'Demographics ª.4', '% With asthma.4',\n", " 'LL (95% CI) .4', 'UL (95% CI) .4', 'Demographics ª.5',\n", " '% With asthma.5', 'LL (95% CI) .5', 'UL (95% CI) .5', 'Rate Ratio**.1',\n", " 'H/L/NS.1', 'Demographics ª.6', '% With asthma.6', 'LL (95% CI) .6',\n", " 'UL (95% CI) .6', 'Demographics ª.7', '% With asthma.7',\n", " 'LL (95% CI) .7', 'UL (95% CI) .7', 'Demographics ª.8',\n", " '% With asthma.8', 'LL (95% CI) .8', 'UL (95% CI) .8', 'Rate Ratio**.2',\n", " 'H/L/NS.2'],\n", " dtype='object')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "asthma_neighb.columns" ] }, { "cell_type": "code", "execution_count": 8, "id": "f4325284-4f52-4743-84ab-b3896c4c2b1b", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Neighbidnameasthma_pct
01West Humber-Clairville10.2
12Mount Olive-Silverstone-Jamestown9.1
23Thistletown-Beaumond Heights10.0
34Rexdale-Kipling11.4
45Elms-Old Rexdale11.6
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" ], "text/plain": [ " Neighbid name asthma_pct\n", "0 1 West Humber-Clairville 10.2\n", "1 2 Mount Olive-Silverstone-Jamestown 9.1\n", "2 3 Thistletown-Beaumond Heights 10.0\n", "3 4 Rexdale-Kipling 11.4\n", "4 5 Elms-Old Rexdale 11.6" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Select the neghborhood_id, neighborhood_name, and both sexes with asthma\n", "\n", "important_cols = asthma_neighb.columns[[0, 1, 11]]\n", "\n", "colnames = {important_cols[0]: 'Neighbid',\n", " important_cols[1] : 'name',\n", " important_cols[2] : 'asthma_pct'}\n", "\n", "asthma_rates = asthma_neighb.copy()\n", "\n", "asthma_rates = asthma_rates[important_cols]\n", "\n", "asthma_rates.rename(columns = colnames, inplace=True)\n", "\n", "asthma_rates.head()" ] }, { "cell_type": "markdown", "id": "ed781842-9ac0-4c18-9a08-1e5e1d20d684", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Merge Sociodemographic and asthma data\n", "\n", "- To examine the relationship between asthma and immigration we will need to merge `socdem_neighb` and `asthma_rates`.\n", "\n", "- The `DataFrame`s can be merged on neighbourhood id." ] }, { "cell_type": "code", "execution_count": 9, "id": "6c8a9c83-c0be-43db-91e7-1fa5dcdad87d", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Neighbidname_xasthma_pctname_ymedian_incomerented_dwellunemploymentimmigration5vismin
01West Humber-Clairville10.2West Humber-Clairville5622027.47.012.277.9
12Mount Olive-Silverstone-Jamestown9.1Mount Olive-Silverstone-Jamestown4397552.09.922.285.3
23Thistletown-Beaumond Heights10.0Thistletown-Beaumond Heights4980034.46.39.753.8
34Rexdale-Kipling11.4Rexdale-Kipling4603345.17.78.341.8
45Elms-Old Rexdale11.6Elms-Old Rexdale4805541.27.89.860.5
\n", "
" ], "text/plain": [ " Neighbid name_x asthma_pct \\\n", "0 1 West Humber-Clairville 10.2 \n", "1 2 Mount Olive-Silverstone-Jamestown 9.1 \n", "2 3 Thistletown-Beaumond Heights 10.0 \n", "3 4 Rexdale-Kipling 11.4 \n", "4 5 Elms-Old Rexdale 11.6 \n", "\n", " name_y median_income rented_dwell \\\n", "0 West Humber-Clairville 56220 27.4 \n", "1 Mount Olive-Silverstone-Jamestown 43975 52.0 \n", "2 Thistletown-Beaumond Heights 49800 34.4 \n", "3 Rexdale-Kipling 46033 45.1 \n", "4 Elms-Old Rexdale 48055 41.2 \n", "\n", " unemployment immigration5 vismin \n", "0 7.0 12.2 77.9 \n", "1 9.9 22.2 85.3 \n", "2 6.3 9.7 53.8 \n", "3 7.7 8.3 41.8 \n", "4 7.8 9.8 60.5 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Two datasets are merged based on neighborhood id\n", "\n", "asthma_socdem = asthma_rates.merge(socdem_neighb, left_on='Neighbid', right_on='Neighbid')\n", "\n", "asthma_socdem.head()" ] }, { "cell_type": "markdown", "id": "a8353899-596b-4600-8429-74596ad838c8", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## A regression model of asthma on immigration\n", "\n", "### Plot the data\n", "\n", "- What are the dependent and independent variables?\n", "\n", "- Does the relationship look linear?" ] }, { "cell_type": "code", "execution_count": 10, "id": "da76e715-2f1d-43a6-b005-16484cb4ae1c", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.regplot(y = 'asthma_pct', x = 'immigration5', data = asthma_socdem, ci = None);" ] }, { "cell_type": "markdown", "id": "2486528b", "metadata": {}, "source": [ "Describe the relationship between asthma and immigration." ] }, { "cell_type": "markdown", "id": "01fec488-1c99-4d5f-80d6-4533afe8c530", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Fit the regression model" ] }, { "cell_type": "code", "execution_count": 11, "id": "bc712fed-ea95-4a44-8789-e95cb65f695b", "metadata": {}, "outputs": [], "source": [ "reg_asthmaimm = ols('asthma_pct ~ immigration5', data = asthma_socdem) # setup the model\n", "\n", "reg_asthmaimm_fit = reg_asthmaimm.fit() # estimate/fit the model " ] }, { "cell_type": "markdown", "id": "7eef08ae-f71a-4523-944a-258e192e305f", "metadata": {}, "source": [ "### Statistical summary of the regression model" ] }, { "cell_type": "code", "execution_count": 12, "id": "5ce14cca-bf23-4185-bf48-aadd0e2e5909", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
Intercept 11.8266 0.218 54.328 0.000 11.396 12.257
immigration5 -0.1597 0.019 -8.475 0.000 -0.197 -0.122
" ], "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "reg_asthmaimm_summ = reg_asthmaimm_fit.summary()\n", "\n", "reg_asthmaimm_summ.tables[1]" ] }, { "cell_type": "markdown", "id": "065c9aed-d70c-4368-a41c-d20c594076cb", "metadata": {}, "source": [ "# The regression model is the equation:\n", "\n", "$$\\texttt{asthma_pct} = 11.8266 - 0.1597 \\times \\texttt{immigration5}$$\n", "\n", "- The **slope** indicates that for a 1% **increase** in immigration in the past 5 years the percentage of asthma cases in a neighbourhood **decrease** by 0.1597%.\n", "\n", "- The **y-intercept** indicates that when a neighbourhood has 0% immigration the past 5 years then asthma rates are 11%. \n", "\n", "- Are there any neighbourhoods with 0% immigration in the past 5 years?" ] }, { "cell_type": "code", "execution_count": 13, "id": "4efcd6e5-c58c-4d5d-a75f-b099997a67cb", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "count 140.000000\n", "mean 9.864286\n", "std 6.037045\n", "min 1.200000\n", "25% 4.975000\n", "50% 8.650000\n", "75% 13.100000\n", "max 32.800000\n", "Name: immigration5, dtype: float64" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "asthma_socdem['immigration5'].describe()" ] }, { "cell_type": "markdown", "id": "471059ea-079e-4ce7-9449-2378c465af8f", "metadata": {}, "source": [ "- The **y-intercept** in regression models often doesn't have a sensible interpretation, but is often mathematically important for regression to work well." ] }, { "cell_type": "markdown", "id": "d54410e6-2539-46aa-a1a5-363e9ea16185", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Accuracy of the regression model " ] }, { "cell_type": "code", "execution_count": 14, "id": "92e0cd87-f0ab-4347-8f40-8f276c0c6048", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.34233239704200125" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "reg_asthmaimm_fit.rsquared" ] }, { "cell_type": "code", "execution_count": 15, "id": "31963fa1-fb91-4917-9142-6a0fc7c97e2f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'residuals')" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.scatter(x = reg_asthmaimm_fit.fittedvalues , y = reg_asthmaimm_fit.resid)\n", "plt.axhline(y = 0)\n", "plt.xlabel('fitted values')\n", "plt.ylabel('residuals')" ] }, { "cell_type": "markdown", "id": "69b027b8", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- The R-squared statistics indicates a relatively good explanation of the model (quite larger than 0)\n", "\n", "- The residual plot indicates some important variables are missing, as we can see larger abolute values as fitted values increase (not a random distributed pattern)" ] }, { "cell_type": "markdown", "id": "6e49a657", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Summary\n", "\n", "Therefore, we can conclude that the immigration rate in recent 5 years in a neighborhood is negatively associated with the prevalence of asthma in the neighborhood.\n", "\n", "Why not causal relationship?\n", "\n", "What is the implication?\n" ] }, { "cell_type": "markdown", "id": "febf86a6-4c9c-4dd7-9ab9-7a3ad63db7b4", "metadata": { "slideshow": { "slide_type": "slide" }, "tags": [] }, "source": [ "## Training and testing a model\n", "\n", "- Ideally we could assess the accuracy of this linear regression model on a new set of data (i.e., immigration rates in Toronto neighbourhoods in future years.) \n", "\n", "- But, we don't have this data.\n", "\n", "- One trick that data scientists use to fit the model on part of the data (training data) and use the remaining part (testing data) to test the accuracy.\n", "\n", "- If we only have one data set then the training data can be obtained by randomly selecting rows from the data to fit the regression model, then the remaining rows can be used to test the accuracy of the model." ] }, { "cell_type": "markdown", "id": "f3053abf-1539-4987-b995-527f849a5f60", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Splitting a `pandas` `DataFrame` by `index`" ] }, { "cell_type": "code", "execution_count": 16, "id": "bf20f6cb-0617-4723-9f27-fa49b04d362c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "RangeIndex(start=0, stop=5, step=1)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = {'a' : [1, 2, 3, 4, 5]}\n", "\n", "df = pd.DataFrame(data)\n", "\n", "df.index" ] }, { "cell_type": "markdown", "id": "43ae2793-7975-4131-8202-0e749ba2fdaa", "metadata": {}, "source": [ "A Boolean array that is `True` if the index is `0` or `1` and `False` otherwise. " ] }, { "cell_type": "code", "execution_count": 17, "id": "3e371a29-01a8-4a23-9e66-c2feebcc43f4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ True, True, False, False, False])" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.index.isin([0,1])" ] }, { "cell_type": "code", "execution_count": 18, "id": "a37370b0", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " a\n", "0 1\n", "1 2" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[df.index.isin([0,1])]" ] }, { "cell_type": "markdown", "id": "bf1f5310-28e8-48c1-a994-dec914ae031a", "metadata": {}, "source": [ "To create a Boolean series that is `False` if the index is `0` or `1` and `True` otherwise we can negate `df.index.isin([0,1])` this Boolean series using the `~` operator `~df.index.isin([0,1])`" ] }, { "cell_type": "code", "execution_count": 19, "id": "9c32e20a-f682-4b6d-bdd8-cdb943535ced", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([False, False, True, True, True])" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "~df.index.isin([0,1])" ] }, { "cell_type": "code", "execution_count": 20, "id": "d8619ec2-f59d-432b-967c-8f80515c2889", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " a\n", "2 3\n", "3 4\n", "4 5" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[~df.index.isin([0,1])]" ] }, { "cell_type": "markdown", "id": "2a1c5620-b7e3-4f84-b914-955f1edf9ad1", "metadata": { "slideshow": { "slide_type": "slide" }, "tags": [] }, "source": [ "### Creating training and test data sets from a single dataset" ] }, { "cell_type": "markdown", "id": "35e64299-3f9b-445b-b366-5e43b4e3d129", "metadata": {}, "source": [ "### Step 1: \n", "\n", "- split the data into a training set with 75% of the rows.\n", "\n", "- use the remaining 25% of the data for testing. " ] }, { "cell_type": "code", "execution_count": 21, "id": "e651f3a7-637c-4e83-985a-68ee170d2170", "metadata": {}, "outputs": [], "source": [ "np.random.seed(11) # for reproducibility\n", "\n", "# randomly select 75% of neighbourhoods\n", "reg_df_train = asthma_socdem.sample(frac = 0.75, replace = False) \n", "\n", "# get index of training data\n", "train_index = reg_df_train.index" ] }, { "cell_type": "markdown", "id": "c7cccdbb-7931-4120-9817-5e1edefe646e", "metadata": { "tags": [] }, "source": [ "- Exclude indicies from `reg_df_train` using `pandas` `isin` function. " ] }, { "cell_type": "code", "execution_count": 22, "id": "6df8c9c9-aa05-4aa6-8e2a-36f8d2d29d74", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(140, 9)\n", "(105, 9)\n", "(35, 9)\n" ] } ], "source": [ "# exclude rows in training to define test data\n", "reg_df_test = asthma_socdem[~asthma_socdem.index.isin(train_index)]\n", "\n", "print(asthma_socdem.shape)\n", "\n", "print(reg_df_train.shape)\n", "\n", "print(reg_df_test.shape)" ] }, { "cell_type": "markdown", "id": "3eaf4b29-62c2-433d-9f5c-53c876065e0a", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Step 2: Fit the regression model on the training data" ] }, { "cell_type": "code", "execution_count": 23, "id": "69d34385-94bd-4400-9424-6c0c92b451f3", "metadata": {}, "outputs": [], "source": [ "reg_train = ols('asthma_pct ~ immigration5', data = reg_df_train) # setup the model\n", "\n", "reg_train_fit = reg_train.fit() # estimate/fit the model " ] }, { "cell_type": "markdown", "id": "463b50dd-d6b8-4f17-97e9-50917d38909f", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "### Step 3: Compute fitted values using training data " ] }, { "cell_type": "code", "execution_count": 24, "id": "14d9a8de-0ec5-47fb-9a0c-aace961d69e3", "metadata": {}, "outputs": [], "source": [ "# use the model fit on the training data to predict asthma rates\n", "# from the test set. \n", "\n", "predvalues_train = reg_train_fit.fittedvalues\n", "\n", "# Another way to compute\n", "# predvalues_train = reg_train_fit.predict(reg_df_train['immigration5'])" ] }, { "cell_type": "markdown", "id": "89189ed4-fa9a-4b4a-8350-0a2af1991ba7", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Step 4: Evaluate accuracy using root mean-squared error on training data\n", "\n", "- Another measure of accuracy of regression models.\n", "\n", "- Compares observed values of the dependent variable with the predicted values.\n", "\n", "![rmse.jpg](insights_rmse_formula.jpg)\n", "\n" ] }, { "cell_type": "markdown", "id": "0e310300-7dde-4a04-bc1c-063a3eebdf77", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "It can be computed using the `rmse` function from `statsmodels`.\n" ] }, { "cell_type": "code", "execution_count": 25, "id": "41b8f5d9-a9bd-4e66-a921-8397a7d154a3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.3987103239995489" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Compute root mean-squared error for the training data.\n", "from statsmodels.tools.eval_measures import rmse\n", "\n", "rmse(predvalues_train, reg_df_train['asthma_pct'])\n" ] }, { "cell_type": "markdown", "id": "8ac15ebd-324d-4eda-b327-ef2d0f5820df", "metadata": {}, "source": [ "- The observed asthma rates deviate from the predicted asthma rates in each neighbourhood by 1.4% in the training set.\n", "\n", "- Is this an acceptable prediction error?\n", "\n", "- Let's examine the accuracy of the linear regression model on the test set\n" ] }, { "cell_type": "markdown", "id": "da085601-4d66-450a-bba2-c99f1f8fb6cf", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Step 5: Evaluate the accuracy of regression model on the test data using root mean-squared error\n", "\n", "- Compute predictions using test data" ] }, { "cell_type": "code", "execution_count": 26, "id": "56e41e16-f735-4f17-a935-ea67532f36b8", "metadata": {}, "outputs": [], "source": [ "predvalues_test = reg_train_fit.predict(reg_df_test['immigration5'])\n" ] }, { "cell_type": "markdown", "id": "769ad805-3bca-4a8e-8067-503042112add", "metadata": {}, "source": [ "- Now compute the root mean-squared error for the test data using the model fit on the training data." ] }, { "cell_type": "code", "execution_count": 27, "id": "3a01ff07-c594-421c-b7ff-436d2895dc2c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.1096219805062997" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rmse(predvalues_test, reg_df_test['asthma_pct'])\n" ] }, { "cell_type": "markdown", "id": "be475699-afc9-40cb-8ef0-bd27984450a6", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Conclusion of data analysis using linear regression model\n", "\n", "- The regression model appears to provide an accurate fit the data, although both the scatter plot and plot of residuals indicate that there is a lot of variation in asthma rates in neighbourhoods when the immigrations rates are small (between 10%-20%).\n", "\n", "- As the percentage of immigrants to a neighbourhood within the last 5 years increases, the asthma rates will decreases. \n", "\n", "- Regression analyses on aggregated data such as neighbourhoods can be misleading when compared to non-aggregated data." ] }, { "cell_type": "markdown", "id": "d6ffc6e5-0fad-4fa1-93c4-531c083f13d8", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Are there other sociodemographic factors in our data that might effect asthma rates?\n", "\n", "- Let's create a matrix scatter plot using [`pairplot`](https://seaborn.pydata.org/generated/seaborn.pairplot.html) in the `seaborn` library.\n", "\n", "- `pairplot` will visualize paired relationship between variables in a dataset." ] }, { "cell_type": "code", "execution_count": 28, "id": "224bd66a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['Neighbid', 'name_x', 'asthma_pct', 'name_y', 'median_income',\n", " 'rented_dwell', 'unemployment', 'immigration5', 'vismin'],\n", " dtype='object')" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "asthma_socdem.columns" ] }, { "cell_type": "code", "execution_count": 29, "id": "cb18fe13-b861-41af-9925-a8d4db5bc57f", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# reduce the column for better presentation\n", "to_show = ['asthma_pct','median_income','rented_dwell','immigration5','vismin']\n", "sns.pairplot(asthma_socdem[to_show]);" ] }, { "cell_type": "markdown", "id": "6ec32bfd-8e7f-40b1-82d5-3514c8f8a4f8", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "- Let's consider median income\n", "\n", "- Fit the regression model on all the data and produce a statistical summary." ] }, { "cell_type": "code", "execution_count": 30, "id": "38b1224a-c855-4a67-aaf3-6b6ab1e9e129", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
Intercept 14.3041 0.497 28.758 0.000 13.321 15.288
immigration5 -0.2054 0.019 -10.750 0.000 -0.243 -0.168
median_income -4.048e-05 7.45e-06 -5.431 0.000 -5.52e-05 -2.57e-05
" ], "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "reg_asthmaimmunem = ols('asthma_pct ~ immigration5 + median_income', data = asthma_socdem) # setup the model\n", "\n", "reg_asthmaimmunem_fit = reg_asthmaimmunem.fit() # estimate/fit the model \n", "\n", "reg_asthmaimmunem_summ = reg_asthmaimmunem_fit.summary()\n", "\n", "reg_asthmaimmunem_summ.tables[1]" ] }, { "cell_type": "markdown", "id": "3c7eb40d-16a0-4ecb-a46a-e61da520af23", "metadata": {}, "source": [ "- Notice that the slope estimate (coefficient) for `median_income` is 0, but so is the p-value and range of plausible values.\n", "\n", "- That seems odd. What's happening?\n", "\n", "- We can see from the scatter plot that `immigration5` and `median_income` have a linear relationship. \n", "\n", "- When two variables have a linear relationship multiple linear regression models produce strange results.\n", "\n", "- It's important that independent variables in a multiple regression model are unrelated." ] }, { "cell_type": "code", "execution_count": 31, "id": "b4b3d357", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.regplot(y = 'immigration5', x = 'median_income', data = asthma_socdem, ci = None);" ] }, { "cell_type": "markdown", "id": "83f0f575", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## A quick review of linear regression\n", "\n", "- Step 1: prepare data (Which dataset I want to import? Which variables I want to analyze? How I can 'wrangle' the data, i.e., produce new variables and merge them into one dataframe for further analysis?)\n", "\n", "- Step 2: Explore pair relationship (Using `sns.pairplot` to explore potential relationships. Is there a linear relationship?)\n", "\n", "- Step 3: Fit model\n", "\n", "- Step 4: Accuracy (Which indicators I want to use? e.g., r-squared, residual plot, RMSE)\n", "\n", "- Step 5: Display the full model and explain (What does the model mean?)" ] }, { "cell_type": "markdown", "id": "39400729", "metadata": {}, "source": [] }, { "cell_type": "markdown", "id": "30762a0c", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Introduction to spatial data\n", "\n", "## Why Spatial Data Matters\n", "\n", "#### What are spatial data? \n", "\n", "Spatial data are data that have some geographic attribute(s). So you can think of it like each row having a pointer to where the row goes on a map.\n", "\n", "#### Why do we want spatial data? \n", "\n", "By locating things on a map, we can look for how certain variables present vary across space. We can look for things like clustering of high values or cold spots (aka hot spots/cold spots) or dispersal. Patterns across space can reveal interesting drivers of social phenomena. \n", "\n" ] }, { "cell_type": "markdown", "id": "0630e3b2", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "![toronto income](https://preview.redd.it/xisicselj7t21.jpg?width=960&crop=smart&auto=webp&s=541f2d6a7f83deea324230f885831c8a84b2cb45)" ] }, { "cell_type": "markdown", "id": "b04d250b", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Types of Spatial Data\n", "\n", "### raster data & vector data\n", "\n", "![vector and raster](https://cdn.safe.com/wp-content/uploads/2021/10/13090609/Raster-VS-Vector-1.png)\n" ] }, { "cell_type": "markdown", "id": "98a8b77f", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Raster data\n", "\n", "For example, satellite and aerial images\n", "\n", "![landsat data](https://upload.wikimedia.org/wikipedia/commons/b/bf/Toronto_Landsat.jpg)" ] }, { "cell_type": "markdown", "id": "52865dda", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Vector data\n", "\n", "For example, points, lines, and polygons\n", "\n", "![points lines polys](https://community.alteryx.com/t5/image/serverpage/image-id/49570i26EF3FAEACD21BD4/image-size/medium?v=1.0&px=400)" ] }, { "cell_type": "markdown", "id": "1c4351cd", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## How are these data stored in a computer?\n", "\n", "There are many ways!\n", "\n", "#### Generally raster data are stored as a matrix\n", "\n", "![matrix raster](https://www.researchgate.net/profile/Bartosz-Mitka-2/publication/269336365/figure/fig1/AS:650423912374277@1532084553146/The-matrix-of-Regular-Raster-Grid-model-containing-elevations-of-terrain-Elevations-of.png)\n", "\n" ] }, { "cell_type": "markdown", "id": "f1eca5f5", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Vector data is stored in many different ways...\n", "\n", "Two common ones are `geojson` and `shapefiles`.\n", "\n", "What are these files made of? \n", "\n", "Geojson is pretty straightforward:\n", "\n", "![geojson example](http://djjr-courses.wdfiles.com/local--files/soc128:images-coding/GEOJSON-format01.png)\n", "\n", "Shapefiles are more complicated and involve multiple distinct files that contain information about spatial locations, coordinate systems and projections, attributes, etc. We'll focus on geojson for this class." ] }, { "cell_type": "markdown", "id": "97d6a013", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Introducing GeoPandas\n", "\n", "## How do we work with spatial data in python?\n", "\n", "We're going to use something called 'geopandas'\n", "\n", "https://geopandas.org/en/stable/\n", "\n", "There are a few other libraries that we need, like mapclassify. There are a lot of different tools out there, but we'll stick to these two (and the xls reader) for today" ] }, { "cell_type": "code", "execution_count": 32, "id": "28d5c6d6", "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# # Let's install and then load libraries\n", "# import sys\n", "# !{sys.executable} -m pip install geopandas\n", "# !{sys.executable} -m pip install mapclassify\n", "# !{sys.executable} -m pip install xlrd\n" ] }, { "cell_type": "code", "execution_count": 33, "id": "dfcff176", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import geopandas as gpd\n", "import matplotlib.pyplot as plt\n", "import mapclassify\n", "import xlrd" ] }, { "cell_type": "markdown", "id": "eebb114c", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Now we want to import a spatial data file. \n", "\n", "We'll be working with two spatial data files today: \n", "`Toronto_Neighbourhoods.geojson` and `toronto_rails.geojson`\n", "\n", "We'll also use the health data we were playing with last week:\n", "`1_ahd_neighb_db_ast_hbp_mhv_copd_2007.xls`\n", "\n", "#### To load the spatial data we need to create something known as a geodataframe:" ] }, { "cell_type": "code", "execution_count": 34, "id": "b414b48e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AREA_ATTR_IDAREA_DESCAREA_IDAREA_LONG_CODEAREA_NAMEAREA_SHORT_CODECLASSIFICATIONCLASSIFICATION_CODELATITUDELONGITUDEOBJECTIDPARENT_AREA_IDShape__AreaShape__LengthXY_idgeometry
026005521Casa Loma (96)2480141096Casa Loma (96)096NoneNoneNoneNone17545105None3.678385e+068214.176485NoneNone1POLYGON ((-79.41469 43.67391, -79.41485 43.674...
126005520Annex (95)2480140095Annex (95)095NoneNoneNoneNone17545121None5.337192e+0610513.883143NoneNone2POLYGON ((-79.39414 43.66872, -79.39588 43.668...
226005519Caledonia-Fairbank (109)2480139109Caledonia-Fairbank (109)109NoneNoneNoneNone17545137None2.955857e+066849.911724NoneNone3POLYGON ((-79.46021 43.68156, -79.46044 43.681...
326005444Woodbine Corridor (64)2480064064Woodbine Corridor (64)064NoneNoneNoneNone17545153None3.052518e+067512.966773NoneNone4POLYGON ((-79.31485 43.66674, -79.31660 43.666...
426005443Lawrence Park South (103)2480063103Lawrence Park South (103)103NoneNoneNoneNone17545169None6.211341e+0613530.370002NoneNone5POLYGON ((-79.41096 43.70408, -79.41165 43.703...
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" ], "text/plain": [ " AREA_ATTR_ID AREA_DESC AREA_ID AREA_LONG_CODE \\\n", "0 26005521 Casa Loma (96) 2480141 096 \n", "1 26005520 Annex (95) 2480140 095 \n", "2 26005519 Caledonia-Fairbank (109) 2480139 109 \n", "3 26005444 Woodbine Corridor (64) 2480064 064 \n", "4 26005443 Lawrence Park South (103) 2480063 103 \n", "\n", " AREA_NAME AREA_SHORT_CODE CLASSIFICATION \\\n", "0 Casa Loma (96) 096 None \n", "1 Annex (95) 095 None \n", "2 Caledonia-Fairbank (109) 109 None \n", "3 Woodbine Corridor (64) 064 None \n", "4 Lawrence Park South (103) 103 None \n", "\n", " CLASSIFICATION_CODE LATITUDE LONGITUDE OBJECTID PARENT_AREA_ID \\\n", "0 None None None 17545105 None \n", "1 None None None 17545121 None \n", "2 None None None 17545137 None \n", "3 None None None 17545153 None \n", "4 None None None 17545169 None \n", "\n", " Shape__Area Shape__Length X Y _id \\\n", "0 3.678385e+06 8214.176485 None None 1 \n", "1 5.337192e+06 10513.883143 None None 2 \n", "2 2.955857e+06 6849.911724 None None 3 \n", "3 3.052518e+06 7512.966773 None None 4 \n", "4 6.211341e+06 13530.370002 None None 5 \n", "\n", " geometry \n", "0 POLYGON ((-79.41469 43.67391, -79.41485 43.674... \n", "1 POLYGON ((-79.39414 43.66872, -79.39588 43.668... \n", "2 POLYGON ((-79.46021 43.68156, -79.46044 43.681... \n", "3 POLYGON ((-79.31485 43.66674, -79.31660 43.666... \n", "4 POLYGON ((-79.41096 43.70408, -79.41165 43.703... " ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "nbrhd = gpd.GeoDataFrame.from_file(\"Toronto_Neighbourhoods.geojson\") ## Like pd.read_xxx(file_name)\n", "nbrhd.head()" ] }, { "cell_type": "code", "execution_count": 35, "id": "16e506ed", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "POLYGON ((-79.41469317817781 43.6739104164259, -79.41484930122832 43.6743388247927, -79.4155279126094 43.67606998537741, -79.4157867581137 43.6767302521386, -79.4164385645546 43.6783329020511, -79.4165782543862 43.6787785512344, -79.4167583944682 43.6792484522149, -79.41698203537291 43.6798247440047, -79.4170902471251 43.6801047004014, -79.4174797570886 43.681051830379, -79.4176666295158 43.6815699096212, -79.4176976020857 43.68163169892501, -79.4178116560388 43.6819252777403, -79.4181213711598 43.6827105222857, -79.4182734938897 43.6830961662335, -79.418301440907 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43.6739143093347, -79.41469317817781 43.6739104164259))\n" ] } ], "source": [ "# Let's look at the geometry column - this is the data that \n", "# describes the polygon representing the first neighbourhood\n", "\n", "print(nbrhd.loc[0,'geometry'])" ] }, { "cell_type": "code", "execution_count": 36, "id": "a0927075", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "pandas.core.series.Series" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Otherwise we can continue to treat the variable like a dataframe ... \n", "# it's what we have been doing all along!\n", "\n", "nbrhd_names = nbrhd[\"AREA_NAME\"]\n", "type(nbrhd_names)" ] }, { "cell_type": "markdown", "id": "cc42c500", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Now if we want to make a map, what do we do? \n", "\n", "It's easy! You can \"plot\" a geodataframe and geopandas will make it a map!" ] }, { "cell_type": "code", "execution_count": 37, "id": "4c810926", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "nbrhd.plot() " ] }, { "cell_type": "markdown", "id": "e53e4b5a", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### That's nice...\n", "\n", "But we want to be a little more sophisticated with our maps.\n", "\n", "![basic_gif](basic.gif \"basic\")\n", "\n", "The next cell goes through a better way to create a map \"figure\".\n", "\n", "Let's first create `Figure` and `Axes` objects.\n", "\n", "![fig and ax](matplotlib_figure_axes_axis.png)" ] }, { "cell_type": "markdown", "id": "7bc5d548", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "First, let's use `plt.subplots` to create a figure variable \"fig\" and an axes variables called \"ax\".\n", "\n", "The first line of code sets the stage - it says how many images - by rows/columns, and we can set other figure attributes in here, like figure size using figsize.\n", "\n", "\n", "To plot the map, we need to call the plot command `.plot` like before, but this time we want to say which 'cell' or ax cell it will go in, i.e., `ax=axes`. We also can use the `column` parameter to shade each row (that represents a polygon) by an attribute value.\n" ] }, { "cell_type": "code", "execution_count": 38, "id": "8c59c773", "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 1, figsize = (12,12))\n", "\n", "print(type(fig)) #Figure object is like the sheet we are drawing on\n", "print(type(axes)) #AxesSubplots are like cells within the sheet\n", "\n", "nbrhd.plot(column = \"AREA_NAME\", ax = axes);" ] }, { "cell_type": "markdown", "id": "e5b1c194", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "What if we want to do 2 maps in one figure?\n" ] }, { "cell_type": "code", "execution_count": 39, "id": "54a8e79a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(2,)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "fig, axes = plt.subplots(1, 2)\n", "\n", "#notice there are just 2 things in the axes object\n", "print(axes.shape)\n", "\n", "# pick the first cell in the figure\n", "ax = axes[0]\n", "nbrhd.plot(column = \"AREA_NAME\",\n", " ax=ax)\n", "\n", "# pick the second cell in the figure\n", "ax = axes[1]\n", "nbrhd.plot(ax=ax)\n", "\n", "#resize\n", "current_fig = plt.gcf() #get current figure aka gcf\n", "current_fig.set_size_inches(15,10) #set figure width\n", "current_fig.savefig('torontomaps.png',dpi=100) #export maps as an image file!" ] }, { "cell_type": "markdown", "id": "ad8d684f", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "A note about axes:\n", "\n", "- if you only has one 'axes' (i.e., plt.subplots(1,1)) then you can just say `ax = axes`\n", "- if you have a 1 row and multiple columns or multiple rows and 1 column, then you would say `ax = axes[n]` where `n` is the axes cell you'd like to put the figure in\n", "- if you have a matrix of cells of axes (i.e., plt.subplots(2,2)) then you need to say `ax = axes[n][m]` where `n` is the row number and `m` is the column number of the cell" ] }, { "cell_type": "markdown", "id": "23e28dab", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Let's try with a column that contains a number... what happens there? \n", "\n", "let's also add a new parameter \"cmap\" = [color map](https://matplotlib.org/stable/tutorials/colors/colormaps.html) and a legend.\n", "\n", "\n", "This link will provide more info on other things we can do with plotting geodataframes: \n", "https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.plot.html" ] }, { "cell_type": "code", "execution_count": 40, "id": "8efb2c53", "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1,1)\n", "\n", "# We want to plot the area of each neighborhood\n", "nbrhd.plot(column = \"Shape__Area\", ax = axes, \n", " cmap = \"spring\", legend = True)\n", "\n", "current_fig = plt.gcf()\n", "current_fig.set_size_inches(10, 10)" ] }, { "cell_type": "markdown", "id": "5559931b", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "### let's try again with neighbourhoods:" ] }, { "cell_type": "code", "execution_count": 41, "id": "9968f995", "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#another way to resize\n", "fig, axes = plt.subplots(1,1, figsize = (15,15))\n", "\n", "\n", "nbrhd.plot(column = \"AREA_NAME\", ax = axes,\n", " cmap = \"Pastel1\", legend = True)\n" ] }, { "cell_type": "markdown", "id": "38422af5", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "... These are silly maps. Who cares how big the neighbourhoods are or who can deal with a weird pastel map with a legend that is way too big... \n", "\n", "#### We want to know what is happening inside of them!\n", "\n", "How do we bring two pieces of info together? How do we bring data from a table into a geodataframe?\n", "\n", "We can use joins! Remember those?\n" ] }, { "cell_type": "markdown", "id": "a0f44357", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### How do we bring data from a table into a geodataframe?\n", "\n", "We can use `merge`, just like what we did before!\n", "\n", "Let's join the asthma rates into the neighborhood and map them out." ] }, { "cell_type": "code", "execution_count": 42, "id": "1dc83a05", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The data type of nbrhd_spat_id is: \n" ] }, { "data": { "text/html": [ "
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namenbrhd_spat_idgeometry
0Casa Loma (96)096POLYGON ((-79.41469 43.67391, -79.41485 43.674...
1Annex (95)095POLYGON ((-79.39414 43.66872, -79.39588 43.668...
2Caledonia-Fairbank (109)109POLYGON ((-79.46021 43.68156, -79.46044 43.681...
3Woodbine Corridor (64)064POLYGON ((-79.31485 43.66674, -79.31660 43.666...
4Lawrence Park South (103)103POLYGON ((-79.41096 43.70408, -79.41165 43.703...
\n", "
" ], "text/plain": [ " name nbrhd_spat_id \\\n", "0 Casa Loma (96) 096 \n", "1 Annex (95) 095 \n", "2 Caledonia-Fairbank (109) 109 \n", "3 Woodbine Corridor (64) 064 \n", "4 Lawrence Park South (103) 103 \n", "\n", " geometry \n", "0 POLYGON ((-79.41469 43.67391, -79.41485 43.674... \n", "1 POLYGON ((-79.39414 43.66872, -79.39588 43.668... \n", "2 POLYGON ((-79.46021 43.68156, -79.46044 43.681... \n", "3 POLYGON ((-79.31485 43.66674, -79.31660 43.666... \n", "4 POLYGON ((-79.41096 43.70408, -79.41165 43.703... " ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# simplify the geodataframe ready\n", "\n", "important_spat_cols = nbrhd.columns[[4, 5, 17]]\n", "colnames_spat = {important_spat_cols[0]: 'name',\n", " important_spat_cols[1] : 'nbrhd_spat_id',\n", " important_spat_cols[2] : 'geometry'}\n", "\n", "nbrhd_simple = nbrhd.copy()\n", "\n", "nbrhd_simple = nbrhd_simple[important_spat_cols]\n", "\n", "nbrhd_simple.rename(columns = colnames_spat, inplace=True)\n", "\n", "# Notice that the \"nbrhd_spat_id\" is a string and not a number... that may be an issue\n", "print(\"The data type of nbrhd_spat_id is: \", type(nbrhd_simple[\"nbrhd_spat_id\"][0]))\n", "nbrhd_simple.head()" ] }, { "cell_type": "code", "execution_count": 43, "id": "7e4118e6", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "
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Unnamed: 0Unnamed: 1Demographics ª% With asthmaLL (95% CI)UL (95% CI)Demographics ª.1% With asthma.1LL (95% CI) .1UL (95% CI) .1...Demographics ª.7% With asthma.7LL (95% CI) .7UL (95% CI) .7Demographics ª.8% With asthma.8LL (95% CI) .8UL (95% CI) .8Rate Ratio**.2H/L/NS.2
01West Humber-Clairville119779.79.210.21177010.610.011.2...443512.311.313.3892110.910.311.61.07H
12Mount Olive-Silverstone-Jamestown111577.97.48.41146210.29.610.8...381913.512.514.6772611.210.511.91.10H
23Thistletown-Beaumond Heights33079.48.410.4332210.59.511.6...130712.310.514.1258710.89.612.01.06NS
34Rexdale-Kipling33179.78.710.7343813.011.914.2...146813.211.514.9289710.49.311.51.02NS
45Elms-Old Rexdale320910.29.111.2337913.011.814.1...131415.113.117.0261011.810.613.01.16H
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5 rows × 44 columns

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" ], "text/plain": [ " Unnamed: 0 Unnamed: 1 Demographics ª \\\n", "0 1 West Humber-Clairville 11977 \n", "1 2 Mount Olive-Silverstone-Jamestown 11157 \n", "2 3 Thistletown-Beaumond Heights 3307 \n", "3 4 Rexdale-Kipling 3317 \n", "4 5 Elms-Old Rexdale 3209 \n", "\n", " % With asthma LL (95% CI) UL (95% CI) Demographics ª.1 \\\n", "0 9.7 9.2 10.2 11770 \n", "1 7.9 7.4 8.4 11462 \n", "2 9.4 8.4 10.4 3322 \n", "3 9.7 8.7 10.7 3438 \n", "4 10.2 9.1 11.2 3379 \n", "\n", " % With asthma.1 LL (95% CI) .1 UL (95% CI) .1 ... Demographics ª.7 \\\n", "0 10.6 10.0 11.2 ... 4435 \n", "1 10.2 9.6 10.8 ... 3819 \n", "2 10.5 9.5 11.6 ... 1307 \n", "3 13.0 11.9 14.2 ... 1468 \n", "4 13.0 11.8 14.1 ... 1314 \n", "\n", " % With asthma.7 LL (95% CI) .7 UL (95% CI) .7 Demographics ª.8 \\\n", "0 12.3 11.3 13.3 8921 \n", "1 13.5 12.5 14.6 7726 \n", "2 12.3 10.5 14.1 2587 \n", "3 13.2 11.5 14.9 2897 \n", "4 15.1 13.1 17.0 2610 \n", "\n", " % With asthma.8 LL (95% CI) .8 UL (95% CI) .8 Rate Ratio**.2 H/L/NS.2 \n", "0 10.9 10.3 11.6 1.07 H \n", "1 11.2 10.5 11.9 1.10 H \n", "2 10.8 9.6 12.0 1.06 NS \n", "3 10.4 9.3 11.5 1.02 NS \n", "4 11.8 10.6 13.0 1.16 H \n", "\n", "[5 rows x 44 columns]" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#get the asthma data\n", "\n", "fname = '1_ahd_neighb_db_ast_hbp_mhv_copd_2007.xls' #file name\n", "sname = '1_ahd_neighb_asthma_2007' #sheet name in excel file\n", "\n", "#store excel sheet with asthma data in a dataframe variable\n", "asthma_neighb = pd.read_excel(fname, sheet_name = sname, header = 11)\n", "asthma_neighb.head()" ] }, { "cell_type": "code", "execution_count": 44, "id": "b0b21357", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The data type of Neighbid is: \n" ] }, { "data": { "text/html": [ "
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Neighbidnameasthma_pct
01West Humber-Clairville10.2
12Mount Olive-Silverstone-Jamestown9.1
23Thistletown-Beaumond Heights10.0
34Rexdale-Kipling11.4
45Elms-Old Rexdale11.6
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" ], "text/plain": [ " Neighbid name asthma_pct\n", "0 1 West Humber-Clairville 10.2\n", "1 2 Mount Olive-Silverstone-Jamestown 9.1\n", "2 3 Thistletown-Beaumond Heights 10.0\n", "3 4 Rexdale-Kipling 11.4\n", "4 5 Elms-Old Rexdale 11.6" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#let's simplify this by only pulling a few relevant columns\n", "important_cols = asthma_neighb.columns[[0, 1, 11]]\n", "colnames = {important_cols[0]: 'Neighbid',\n", " important_cols[1] : 'name',\n", " important_cols[2] : 'asthma_pct'}\n", "\n", "asthma_rates = asthma_neighb.copy()\n", "\n", "asthma_rates = asthma_rates[important_cols]\n", "\n", "asthma_rates.rename(columns = colnames, inplace=True)\n", "\n", "print(\"The data type of Neighbid is: \", type(asthma_rates[\"Neighbid\"][0]))\n", "asthma_rates.head()\n" ] }, { "cell_type": "markdown", "id": "f16f4f24", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Note that the `nbrhd_spat_id` in Neighborhood GeoDataFrame is string\n", "\n", "Let's convert it into a number. \n" ] }, { "cell_type": "code", "execution_count": 45, "id": "d7ad1902", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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namenbrhd_spat_idgeometryNeighbid
30West Humber-Clairville (1)001POLYGON ((-79.55236 43.70947, -79.55238 43.709...1
40Mount Olive-Silverstone-Jamestown (2)002POLYGON ((-79.60338 43.75786, -79.60205 43.758...2
124Thistletown-Beaumond Heights (3)003POLYGON ((-79.57751 43.73384, -79.57806 43.734...3
122Rexdale-Kipling (4)004POLYGON ((-79.55512 43.71510, -79.55504 43.714...4
22Elms-Old Rexdale (5)005POLYGON ((-79.55512 43.71510, -79.55569 43.716...5
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" ], "text/plain": [ " name nbrhd_spat_id \\\n", "30 West Humber-Clairville (1) 001 \n", "40 Mount Olive-Silverstone-Jamestown (2) 002 \n", "124 Thistletown-Beaumond Heights (3) 003 \n", "122 Rexdale-Kipling (4) 004 \n", "22 Elms-Old Rexdale (5) 005 \n", "\n", " geometry Neighbid \n", "30 POLYGON ((-79.55236 43.70947, -79.55238 43.709... 1 \n", "40 POLYGON ((-79.60338 43.75786, -79.60205 43.758... 2 \n", "124 POLYGON ((-79.57751 43.73384, -79.57806 43.734... 3 \n", "122 POLYGON ((-79.55512 43.71510, -79.55504 43.714... 4 \n", "22 POLYGON ((-79.55512 43.71510, -79.55569 43.716... 5 " ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create a new variable in the nbrhd_simple geodataframe and store the new number\n", "# version of the neighbourhood id here\n", "nbrhd_simple[\"Neighbid\"] = nbrhd_simple[\"nbrhd_spat_id\"].astype(int)\n", "\n", "# we can sort by the id - and check to see if they line up with the asthma data \n", "nbrhd_simple.sort_values('Neighbid').head()\n" ] }, { "cell_type": "markdown", "id": "21f5bbfb", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "#### Now let's do the join!" ] }, { "cell_type": "code", "execution_count": 46, "id": "3b2d7a8e", "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "text/html": [ "
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name_xnbrhd_spat_idgeometryNeighbidname_yasthma_pct
0Casa Loma (96)096POLYGON ((-79.41469 43.67391, -79.41485 43.674...96Casa Loma10.1
1Annex (95)095POLYGON ((-79.39414 43.66872, -79.39588 43.668...95Annex9.5
2Caledonia-Fairbank (109)109POLYGON ((-79.46021 43.68156, -79.46044 43.681...109Caledonia-Fairbank11.3
3Woodbine Corridor (64)064POLYGON ((-79.31485 43.66674, -79.31660 43.666...64Woodbine Corridor13.0
4Lawrence Park South (103)103POLYGON ((-79.41096 43.70408, -79.41165 43.703...103Lawrence Park South10.7
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" ], "text/plain": [ " name_x nbrhd_spat_id \\\n", "0 Casa Loma (96) 096 \n", "1 Annex (95) 095 \n", "2 Caledonia-Fairbank (109) 109 \n", "3 Woodbine Corridor (64) 064 \n", "4 Lawrence Park South (103) 103 \n", "\n", " geometry Neighbid \\\n", "0 POLYGON ((-79.41469 43.67391, -79.41485 43.674... 96 \n", "1 POLYGON ((-79.39414 43.66872, -79.39588 43.668... 95 \n", "2 POLYGON ((-79.46021 43.68156, -79.46044 43.681... 109 \n", "3 POLYGON ((-79.31485 43.66674, -79.31660 43.666... 64 \n", "4 POLYGON ((-79.41096 43.70408, -79.41165 43.703... 103 \n", "\n", " name_y asthma_pct \n", "0 Casa Loma 10.1 \n", "1 Annex 9.5 \n", "2 Caledonia-Fairbank 11.3 \n", "3 Woodbine Corridor 13.0 \n", "4 Lawrence Park South 10.7 " ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nbrhd_simple = nbrhd_simple.merge(asthma_rates, on=\"Neighbid\")\n", "nbrhd_simple.head()" ] }, { "cell_type": "markdown", "id": "3f952350", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Now that we have merged our spatial data with our attribute data...\n", "\n", "#### we can plot the values using the geodataframe maps plotting capability" ] }, { "cell_type": "code", "execution_count": 47, "id": "bd1a6d48", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#generate our figure/axes and set fig size\n", "fig, axes = plt.subplots(1, 1, figsize = (12,12))\n", "\n", "#let's map asthma percent rates across toronto!\n", "nbrhd_simple.plot(column = \"asthma_pct\",\n", " legend = True, ax = axes, \n", " cmap = \"YlOrRd\")" ] }, { "cell_type": "markdown", "id": "3c600b6c", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Hmm - Looks like there are some spatial patterns!\n", "\n", "We can also look at non-spatial figures to explore our data. Doing this helps us understand the 'shape' of our data in different ways. \n", "\n", "Let's create a histogram of the same data in the following cell:" ] }, { "cell_type": "code", "execution_count": 48, "id": "f7b2dd52", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Just like what we do in pandas\n", "nbrhd_simple['asthma_pct'].hist(bins=8)\n", "\n", "plt.xlabel('Asthma Percent')\n", "plt.ylabel('Number of neighbourhoods')\n", "plt.title('Distribution of percent of residents with asthma in Toronto, ON')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "4921f7f5", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Interesting!\n", "\n", "This looks like a \"normal\" distribution: \n", "- Many neighbourhoods with values in the middle range, but some at the extremes (both low and high). \n", "\n", "But when we look at the map, we notice that neighbourhoods with high values tend to be near other neighbourhoods with high values, and low value neighbourhoods near others with low values. \n", "\n", "Maybe there is some spatial mechanism causing this!\n" ] }, { "cell_type": "markdown", "id": "d2b0d2e0", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### To dig into this more, let's classify the data using quartiles...\n", "\n", "To do this we add a `scheme` parameter to the plot function and use `quantiles`. the `k` value tells the plot function how many quantiles you want. We want four quantiles (0-25%, 25%-50%, 50%-75%, 75%-100%).\n", "\n", "More information about [`plot`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.plot.html) function \n", "\n", "We do this for a few reasons: \n", "- (1) It makes it easier to see groups with similar values that are close to eachother and \n", "- (2) it makes the legend easier to interpret.\n", "\n", "Note that we also have added an `edgecolor` parameter which tells the map what color to outline neighbourhoods with." ] }, { "cell_type": "code", "execution_count": 49, "id": "2e82da92", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1,1, figsize = (10,10))\n", "nbrhd_simple.plot(column='asthma_pct', scheme='quantiles', \n", " k=4, cmap='YlOrRd', edgecolor='black', \n", " ax = axes, legend=True)\n" ] }, { "cell_type": "markdown", "id": "3f95ff5e", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "This map looks a lot better, I think! But the legend is overlapping the map. We should move it. \n", "\n", "The legend options are kind of complicated, but you can find more about stuff here: https://matplotlib.org/3.5.1/api/_as_gen/matplotlib.pyplot.legend.html\n", "\n", "I'm going to show you a few things you can do, like move the legend, adjust font size, and add a title:" ] }, { "cell_type": "code", "execution_count": 50, "id": "5c590f90", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1,1, figsize = (12,12))\n", "\n", "nbrhd_simple.plot(column='asthma_pct', scheme='quantiles', \n", " k=4, cmap='Greens', edgecolor='grey', \n", " ax = axes, legend=True, \n", " legend_kwds={'loc': 4, 'title': 'Percent Asthmatic',\n", " 'title_fontsize': 23,'fontsize': 15}) #'loc'=4 means lower right" ] }, { "cell_type": "markdown", "id": "b3822b20", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Can we show descriptive stats charts next to a map? \n", "\n", "Yes!\n" ] }, { "cell_type": "code", "execution_count": 51, "id": "53f35fa4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Distribution of percent of residents with asthma in Toronto, ON')" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#First create a figure sheet with 2 axes cells (and resize the figure)\n", "fig, axes = plt.subplots(1,2, figsize = (15,5))\n", "\n", "#let's put the map in the first axes cell:\n", "nbrhd_simple.plot(column='asthma_pct', scheme='quantiles', \n", " k=4, cmap='Greens', edgecolor='grey', linewidth = 0.2, #notice I added linewidth to narrow the borders\n", " ax = axes[0], legend=True, \n", " legend_kwds={'loc': 4, 'title': 'Percent Asthmatic', \n", " 'title_fontsize': 10,'fontsize': 9})\n", "\n", "#we can put the histogram we made earlier in the second axes cell:\n", "nbrhd_simple['asthma_pct'].hist(bins=8, ax = axes[1])\n", "plt.xlabel('Asthma Percent')\n", "plt.ylabel('Number of neighbourhoods')\n", "plt.title('Distribution of percent of residents with asthma in Toronto, ON')" ] }, { "cell_type": "markdown", "id": "02942aa0", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# First steps into \"spatial analysis\"...\n", "\n", "OK great! That chart is interesting and gets us thinking. But one of the powers of spatial analysis is relating environments to spatial phenomena.\n", "\n", "#### What might be related to these areas with higher asthma? \n", "\n", "Let's make a map with multiple layers of info...\n", "\n", "To do this, we need a second spatial data file. We know there is research that relates asthma to being near railroads. Let's see if being near a railway in Toronto is associated to patterns of asthma." ] }, { "cell_type": "code", "execution_count": 52, "id": "9b6c8a5b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#first we need to bring in the spatial data on railroads in the Toronto area\n", "\n", "railways = gpd.GeoDataFrame.from_file(\"toronto_rails.geojson\")\n", "railways.plot()" ] }, { "cell_type": "markdown", "id": "87c17648", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Coordinate systems and projections\n", "\n", "When working with spatial data, you may need to think about coordinate systems and geographic projections.\n", "\n", "Because we are taking data that exist on a sphere and laying them out flat on a plane, all spatial data is projected.\n", "\n", "![projections](https://cdn-images-1.medium.com/fit/t/1600/480/1*H96H7Gn9EcfZH5tEmMoSXg.gif)\n", "\n", "If you have two layers of spatial data it is always good to check that they are in the same projection, or else you will get errors or bad results.\n", "\n", "If the files are not in the same projection, it's pretty simple to convert one of the files to the same projection as the other file:" ] }, { "cell_type": "code", "execution_count": 53, "id": "1370a70d", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The original projection of railways is: EPSG:4269\n", "The original projection of nbrhd_simple is: EPSG:4326\n", "The NEW projection of railways is: EPSG:4326\n", "And nbrhd_simple is still: EPSG:4326\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# double check coordinate systems - we always want to work in the same projection\n", "\n", "print(\"The original projection of railways is: \", railways.crs)\n", "print(\"The original projection of nbrhd_simple is: \", nbrhd_simple.crs)\n", "\n", "# reproject railways so it's the same as our neighbourhood layer\n", "railways = railways.to_crs(nbrhd_simple.crs) #we can just borrow the \"crs\" (coordinate reference system) from the other spatial file\n", "print(\"The NEW projection of railways is: \", railways.crs)\n", "print(\"And nbrhd_simple is still: \", nbrhd_simple.crs)\n", "railways.plot()" ] }, { "cell_type": "code", "execution_count": 54, "id": "920800af", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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name_xnbrhd_spat_idgeometryNeighbidname_yasthma_pct
0Casa Loma (96)096POLYGON ((-79.41469 43.67391, -79.41485 43.674...96Casa Loma10.1
1Annex (95)095POLYGON ((-79.39414 43.66872, -79.39588 43.668...95Annex9.5
2Caledonia-Fairbank (109)109POLYGON ((-79.46021 43.68156, -79.46044 43.681...109Caledonia-Fairbank11.3
3Woodbine Corridor (64)064POLYGON ((-79.31485 43.66674, -79.31660 43.666...64Woodbine Corridor13.0
4Lawrence Park South (103)103POLYGON ((-79.41096 43.70408, -79.41165 43.703...103Lawrence Park South10.7
\n", "
" ], "text/plain": [ " name_x nbrhd_spat_id \\\n", "0 Casa Loma (96) 096 \n", "1 Annex (95) 095 \n", "2 Caledonia-Fairbank (109) 109 \n", "3 Woodbine Corridor (64) 064 \n", "4 Lawrence Park South (103) 103 \n", "\n", " geometry Neighbid \\\n", "0 POLYGON ((-79.41469 43.67391, -79.41485 43.674... 96 \n", "1 POLYGON ((-79.39414 43.66872, -79.39588 43.668... 95 \n", "2 POLYGON ((-79.46021 43.68156, -79.46044 43.681... 109 \n", "3 POLYGON ((-79.31485 43.66674, -79.31660 43.666... 64 \n", "4 POLYGON ((-79.41096 43.70408, -79.41165 43.703... 103 \n", "\n", " name_y asthma_pct \n", "0 Casa Loma 10.1 \n", "1 Annex 9.5 \n", "2 Caledonia-Fairbank 11.3 \n", "3 Woodbine Corridor 13.0 \n", "4 Lawrence Park South 10.7 " ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nbrhd_simple.head()" ] }, { "cell_type": "markdown", "id": "d28bd0b5", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Now that our two geodataframe spatial layers are in the same projection, we can plot them together\n", "\n", "We want to create 1 map and tell geopandas to put the two spatial layers in the same axes cell:" ] }, { "cell_type": "code", "execution_count": 55, "id": "2c8d86df", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1,1, figsize = (15,10))\n", "\n", "\n", "\n", "nbrhd_simple.plot(column='asthma_pct', scheme='quantiles', \n", " k=4, cmap='Greens', edgecolor='grey',\n", " linewidth = .2, ax = axes, legend=True, \n", " legend_kwds={'loc': 4, 'title': 'Percent Asthmatic', \n", " 'title_fontsize': 20,'fontsize': 15})\n", "\n", "railways.plot(edgecolor=\"red\", linewidth = .5, ax = axes) #notice i'm putting this in the same axes cell\n" ] }, { "cell_type": "code", "execution_count": 56, "id": "edcf85b6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['OBJECTID', 'OGF_ID', 'TRACKNID', 'TRACKSEGID', 'TRACKNAME',\n", " 'TRACKCLASS', 'REGULATOR', 'TRANSPTYPE', 'USETYPE', 'GAUGE',\n", " 'NUMTRACKS', 'ELECTRIC', 'STATUS', 'SPEEDFREIT', 'SPEEDPASSE',\n", " 'UNITOFSPEE', 'SOURCEID', 'OPERATOENA', 'OPERATOFNA', 'OPERATORMK',\n", " 'OPSUBSTART', 'OPSUBEND', 'OPSUBUDIS', 'OWNERENA', 'OWNERFNA',\n", " 'TRKUSR1ENA', 'TRKUSR1FNA', 'TRKUSR1RMK', 'TRKUSR2ENA', 'TRKUSR2FNA',\n", " 'TRKUSR2RMK', 'TRKUSR3ENA', 'TRKUSR3FNA', 'TRKUSR3RMK', 'TRKUSR4ENA',\n", " 'TRKUSR4FNA', 'TRKUSR4RMK', 'SUBDI1NID', 'SUBDI1NAME', 'SUBD1START',\n", " 'SUBD1END', 'SUB1UNITDI', 'SUBDI2NID', 'SUBDI2NAME', 'SUBD2START',\n", " 'SUBD2END', 'SUB2UNITDI', 'ADMINAREA', 'SPECVERS', 'SECURCLASS',\n", " 'GEOCREDATE', 'GEOREVDATE', 'GEOACQTECH', 'GEOACCURA', 'GEOPROVIDE',\n", " 'ATTCREDATE', 'ATTREVDATE', 'ATTACQTECH', 'ATTPROVIDE', 'EFFECTIVE_',\n", " 'SHAPE_Leng', 'SHAPE_1_Le', 'geometry'],\n", " dtype='object')" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "railways.columns" ] }, { "cell_type": "markdown", "id": "2852686c", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Hmm - could there be something there? \n", "\n", "Maybe!\n", "\n", "But what are the things that might be happening here? \n", "\n", "### Let's do a \"spatial join\"\n", "\n", "What is a spatial join? \n", "\n", "![alt text](https://web.natur.cuni.cz/~langhamr/lectures/vtfg1/mapinfo_1/about_gis/Image23.gif)\n", "\n", "Basically, we are relating information from two tables that share a spatial relationship. \n", "\n", "So information from layer a's table will be joined with information from layer b's table where the two intersect/touch/are within/etc.\n", "\n", "We will use \"intersect\" here, but you can refer to the geopandas documentation to learn more:\n", "\n", "https://geopandas.org/en/stable/gallery/spatial_joins.html" ] }, { "cell_type": "code", "execution_count": 57, "id": "9eac3677", "metadata": { "scrolled": true, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "
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name_xnbrhd_spat_idgeometryNeighbidname_yasthma_pctindex_rightOBJECTIDOGF_IDTRACKNID...GEOACQTECHGEOACCURAGEOPROVIDEATTCREDATEATTREVDATEATTACQTECHATTPROVIDEEFFECTIVE_SHAPE_LengSHAPE_1_Le
0Casa Loma (96)096POLYGON ((-79.41469 43.67391, -79.41485 43.674...96Casa Loma10.11280.01720.010131.02579cdd5ccaf447e93bec017362a451a...Vector Data10.0Provincial/Territorial201306NoneVector DataFederal2013-07-300.00.026163
0Casa Loma (96)096POLYGON ((-79.41469 43.67391, -79.41485 43.674...96Casa Loma10.13222.08267.016018.0ced49be659214db99e606ea1f3153f03...Vector Data10.0Provincial/Territorial201306NoneVector DataFederal2013-07-300.00.043467
0Casa Loma (96)096POLYGON ((-79.41469 43.67391, -79.41485 43.674...96Casa Loma10.1888.09370.017250.005f860e758f746be971872822cb137c8...Vector Data10.0Provincial/Territorial201306NoneVector DataFederal2013-07-300.00.060344
0Casa Loma (96)096POLYGON ((-79.41469 43.67391, -79.41485 43.674...96Casa Loma10.11844.010459.03086.01fd8c25a828f46829c173713f49c63d3...Vector Data10.0Provincial/Territorial201306NoneVector DataFederal2013-07-300.00.008783
1Annex (95)095POLYGON ((-79.39414 43.66872, -79.39588 43.668...95Annex9.51280.01720.010131.02579cdd5ccaf447e93bec017362a451a...Vector Data10.0Provincial/Territorial201306NoneVector DataFederal2013-07-300.00.026163
..................................................................
137Humbermede (22)022POLYGON ((-79.52628 43.73640, -79.52649 43.736...22Humbermede10.81239.09798.02436.0816b3f97bace44149b88174dc78a7e55...Orthoimage10.0Federal201306NoneVector DataFederal2013-07-300.00.002236
137Humbermede (22)022POLYGON ((-79.52628 43.73640, -79.52649 43.736...22Humbermede10.82305.015763.08280.09da306e9415d4e7fa5b006a39dc550c1...Orthoimage10.0Federal201306NoneVector DataFederal2013-07-300.00.002528
137Humbermede (22)022POLYGON ((-79.52628 43.73640, -79.52649 43.736...22Humbermede10.8717.05591.013590.0632d434dd2b24ef5aaf8544d87f467f5...Orthoimage10.0Federal201306NoneVector DataFederal2013-07-300.00.012516
138Willowdale West (37)037POLYGON ((-79.44043 43.76340, -79.44052 43.763...37Willowdale West8.0NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
139Willowdale East (51)051POLYGON ((-79.41225 43.76669, -79.41232 43.766...51Willowdale East6.0NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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2528 rows × 69 columns

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" ], "text/plain": [ " name_x nbrhd_spat_id \\\n", "0 Casa Loma (96) 096 \n", "0 Casa Loma (96) 096 \n", "0 Casa Loma (96) 096 \n", "0 Casa Loma (96) 096 \n", "1 Annex (95) 095 \n", ".. ... ... \n", "137 Humbermede (22) 022 \n", "137 Humbermede (22) 022 \n", "137 Humbermede (22) 022 \n", "138 Willowdale West (37) 037 \n", "139 Willowdale East (51) 051 \n", "\n", " geometry Neighbid \\\n", "0 POLYGON ((-79.41469 43.67391, -79.41485 43.674... 96 \n", "0 POLYGON ((-79.41469 43.67391, -79.41485 43.674... 96 \n", "0 POLYGON ((-79.41469 43.67391, -79.41485 43.674... 96 \n", "0 POLYGON ((-79.41469 43.67391, -79.41485 43.674... 96 \n", "1 POLYGON ((-79.39414 43.66872, -79.39588 43.668... 95 \n", ".. ... ... \n", "137 POLYGON ((-79.52628 43.73640, -79.52649 43.736... 22 \n", "137 POLYGON ((-79.52628 43.73640, -79.52649 43.736... 22 \n", "137 POLYGON ((-79.52628 43.73640, -79.52649 43.736... 22 \n", "138 POLYGON ((-79.44043 43.76340, -79.44052 43.763... 37 \n", "139 POLYGON ((-79.41225 43.76669, -79.41232 43.766... 51 \n", "\n", " name_y asthma_pct index_right OBJECTID OGF_ID \\\n", "0 Casa Loma 10.1 1280.0 1720.0 10131.0 \n", "0 Casa Loma 10.1 3222.0 8267.0 16018.0 \n", "0 Casa Loma 10.1 888.0 9370.0 17250.0 \n", "0 Casa Loma 10.1 1844.0 10459.0 3086.0 \n", "1 Annex 9.5 1280.0 1720.0 10131.0 \n", ".. ... ... ... ... ... \n", "137 Humbermede 10.8 1239.0 9798.0 2436.0 \n", "137 Humbermede 10.8 2305.0 15763.0 8280.0 \n", "137 Humbermede 10.8 717.0 5591.0 13590.0 \n", "138 Willowdale West 8.0 NaN NaN NaN \n", "139 Willowdale East 6.0 NaN NaN NaN \n", "\n", " TRACKNID ... GEOACQTECH GEOACCURA \\\n", "0 2579cdd5ccaf447e93bec017362a451a ... Vector Data 10.0 \n", "0 ced49be659214db99e606ea1f3153f03 ... Vector Data 10.0 \n", "0 05f860e758f746be971872822cb137c8 ... Vector Data 10.0 \n", "0 1fd8c25a828f46829c173713f49c63d3 ... Vector Data 10.0 \n", "1 2579cdd5ccaf447e93bec017362a451a ... Vector Data 10.0 \n", ".. ... ... ... ... \n", "137 816b3f97bace44149b88174dc78a7e55 ... Orthoimage 10.0 \n", "137 9da306e9415d4e7fa5b006a39dc550c1 ... Orthoimage 10.0 \n", "137 632d434dd2b24ef5aaf8544d87f467f5 ... Orthoimage 10.0 \n", "138 NaN ... NaN NaN \n", "139 NaN ... NaN NaN \n", "\n", " GEOPROVIDE ATTCREDATE ATTREVDATE ATTACQTECH ATTPROVIDE \\\n", "0 Provincial/Territorial 201306 None Vector Data Federal \n", "0 Provincial/Territorial 201306 None Vector Data Federal \n", "0 Provincial/Territorial 201306 None Vector Data Federal \n", "0 Provincial/Territorial 201306 None Vector Data Federal \n", "1 Provincial/Territorial 201306 None Vector Data Federal \n", ".. ... ... ... ... ... \n", "137 Federal 201306 None Vector Data Federal \n", "137 Federal 201306 None Vector Data Federal \n", "137 Federal 201306 None Vector Data Federal \n", "138 NaN NaN NaN NaN NaN \n", "139 NaN NaN NaN NaN NaN \n", "\n", " EFFECTIVE_ SHAPE_Leng SHAPE_1_Le \n", "0 2013-07-30 0.0 0.026163 \n", "0 2013-07-30 0.0 0.043467 \n", "0 2013-07-30 0.0 0.060344 \n", "0 2013-07-30 0.0 0.008783 \n", "1 2013-07-30 0.0 0.026163 \n", ".. ... ... ... \n", "137 2013-07-30 0.0 0.002236 \n", "137 2013-07-30 0.0 0.002528 \n", "137 2013-07-30 0.0 0.012516 \n", "138 NaN NaN NaN \n", "139 NaN NaN NaN \n", "\n", "[2528 rows x 69 columns]" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "join_left_df = nbrhd_simple.sjoin(railways, how=\"left\", predicate = \"intersects\")\n", "join_left_df\n" ] }, { "cell_type": "code", "execution_count": 58, "id": "699ccd44", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "
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name_xnbrhd_spat_idgeometryNeighbidname_yasthma_pctindex_rightOBJECTIDOGF_IDTRACKNID...GEOACQTECHGEOACCURAGEOPROVIDEATTCREDATEATTREVDATEATTACQTECHATTPROVIDEEFFECTIVE_SHAPE_LengSHAPE_1_Le
4Lawrence Park South (103)103POLYGON ((-79.41096 43.70408, -79.41165 43.703...103Lawrence Park South10.7NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
6Henry Farm (53)053POLYGON ((-79.35966 43.76649, -79.35966 43.766...53Henry Farm6.7NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
10Pleasant View (46)046POLYGON ((-79.34346 43.79517, -79.34359 43.795...46Pleasant View7.7NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
11Steeles (116)116POLYGON ((-79.34132 43.81565, -79.33988 43.816...116Steeles6.5NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
13Brookhaven-Amesbury (30)030POLYGON ((-79.50296 43.69574, -79.50415 43.696...30Brookhaven-Amesbury12.2NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
16Yonge-Eglinton (100)100POLYGON ((-79.41096 43.70408, -79.40962 43.704...100Yonge-Eglinton10.8NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
18Englemount-Lawrence (32)032POLYGON ((-79.43854 43.70586, -79.43855 43.705...32Englemount-Lawrence10.1NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
19Bridle Path-Sunnybrook-York Mills (41)041POLYGON ((-79.39008 43.72768, -79.39016 43.728...41Bridle Path-Sunnybrook-York Mills9.2NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
21Danforth East York (59)059POLYGON ((-79.34627 43.68272, -79.34645 43.683...59Danforth Village-East York12.5NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
22Elms-Old Rexdale (5)005POLYGON ((-79.55512 43.71510, -79.55569 43.716...5Elms-Old Rexdale11.6NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
24North St.James Town (74)074POLYGON ((-79.38057 43.67161, -79.37947 43.671...74North St. James Town8.9NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
25Highland Creek (134)134POLYGON ((-79.17527 43.78021, -79.17535 43.780...134Highland Creek10.8NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
27Don Valley Village (47)047POLYGON ((-79.36414 43.77164, -79.36412 43.771...47Don Valley Village7.2NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
28Mount Pleasant West (104)104POLYGON ((-79.39611 43.69566, -79.39620 43.696...104Mount Pleasant West8.6NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
29Westminster-Branson (35)035POLYGON ((-79.44043 43.76340, -79.44004 43.761...35Westminster-Branson7.3NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
41Bay Street Corridor (76)076POLYGON ((-79.38752 43.65067, -79.38663 43.650...76Bay Street Corridor7.3NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
42Bathurst Manor (34)034POLYGON ((-79.43998 43.76156, -79.43967 43.761...34Bathurst Manor9.2NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
44L'Amoreaux (117)117POLYGON ((-79.28857 43.79607, -79.28921 43.795...117L'Amoreaux8.1NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
45Trinity-Bellwoods (81)081POLYGON ((-79.42241 43.64349, -79.42255 43.643...81Trinity-Bellwoods9.5NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
47Glenfield-Jane Heights (25)025POLYGON ((-79.52628 43.73640, -79.52721 43.740...25Glenfield-Jane Heights11.7NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
49Eringate-Centennial-West Deane (11)011POLYGON ((-79.56730 43.65425, -79.56755 43.654...11Eringate-Centennial-West Deane11.2NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
54Taylor-Massey (61)061POLYGON ((-79.28776 43.68978, -79.29269 43.688...61Crescent Town9.9NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
55Humewood-Cedarvale (106)106POLYGON ((-79.41849 43.68363, -79.41913 43.683...106Humewood-Cedarvale10.8NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
60Rustic (28)028POLYGON ((-79.50384 43.70288, -79.50425 43.704...28Rustic11.5NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
62Forest Hill North (102)102POLYGON ((-79.42556 43.70099, -79.42669 43.700...102Forest Hill North8.9NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
63Hillcrest Village (48)048POLYGON ((-79.34346 43.79517, -79.34351 43.795...48Hillcrest Village6.9NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
64Humber Heights-Westmount (8)008POLYGON ((-79.51329 43.69338, -79.51330 43.692...8Humber Heights-Westmount9.8NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
65Danforth (66)066POLYGON ((-79.32364 43.68337, -79.32477 43.683...66Danforth Village-Toronto11.0NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
66Newtonbrook West (36)036POLYGON ((-79.44576 43.79241, -79.44335 43.792...36Newtonbrook West7.2NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
67Black Creek (24)024POLYGON ((-79.53488 43.77269, -79.53441 43.772...24Black Creek11.5NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
68University (79)079POLYGON ((-79.40772 43.65648, -79.40847 43.658...79University8.1NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
70Kensington-Chinatown (78)078POLYGON ((-79.40401 43.64719, -79.40419 43.647...78Kensington-Chinatown8.6NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
71Old East York (58)058POLYGON ((-79.35056 43.69941, -79.35041 43.699...58Old East York13.7NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
74Palmerston-Little Italy (80)080POLYGON ((-79.42640 43.65360, -79.42744 43.656...80Palmerston-Little Italy10.4NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
78Bedford Park-Nortown (39)039POLYGON ((-79.40493 43.73601, -79.40503 43.735...39Bedford Park-Nortown10.2NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
83Willowridge-Martingrove-Richview (7)007POLYGON ((-79.52661 43.68233, -79.52705 43.682...7Willowridge-Martingrove-Richview9.9NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
84Woodbine-Lumsden (60)060POLYGON ((-79.31743 43.69644, -79.31775 43.697...60Woodbine-Lumsden13.1NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
91Morningside (135)135POLYGON ((-79.22552 43.78925, -79.22549 43.789...135Morningside10.9NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
93Lawrence Park North (105)105POLYGON ((-79.39008 43.72768, -79.39199 43.727...105Lawrence Park North11.5NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
94Clanton Park (33)033POLYGON ((-79.43371 43.73615, -79.43626 43.734...33Clanton Park9.8NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
96Markland Wood (12)012POLYGON ((-79.55959 43.63624, -79.55957 43.636...12Markland Wood10.6NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
97Maple Leaf (29)029POLYGON ((-79.49249 43.72010, -79.49185 43.720...29Maple Leaf10.2NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
101Etobicoke West Mall (13)013POLYGON ((-79.55959 43.63624, -79.55980 43.636...13Etobicoke West Mall9.8NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
107Church-Yonge Corridor (75)075POLYGON ((-79.37672 43.66242, -79.37658 43.662...75Church-Yonge Corridor9.8NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
112Newtonbrook East (50)050POLYGON ((-79.42008 43.79800, -79.41973 43.798...50Newtonbrook East6.6NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
119Oakwood Village (107)107POLYGON ((-79.45028 43.69569, -79.44934 43.695...107Oakwood-Vaughan10.7NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
121Mount Pleasant East (99)099POLYGON ((-79.37749 43.71309, -79.37739 43.712...99Mount Pleasant East10.5NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
122Rexdale-Kipling (4)004POLYGON ((-79.55512 43.71510, -79.55504 43.714...4Rexdale-Kipling11.4NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
124Thistletown-Beaumond Heights (3)003POLYGON ((-79.57751 43.73384, -79.57806 43.734...3Thistletown-Beaumond Heights10.0NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
125The Beaches (63)063POLYGON ((-79.31485 43.66674, -79.31356 43.667...63The Beaches11.4NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
128Forest Hill South (101)101POLYGON ((-79.42556 43.70099, -79.42314 43.701...101Forest Hill South10.3NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
129Princess-Rosethorn (10)010POLYGON ((-79.52679 43.65093, -79.52688 43.650...10Princess-Rosethorn10.4NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
130Lansing-Westgate (38)038POLYGON ((-79.43998 43.76156, -79.44004 43.761...38Lansing-Westgate9.0NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
138Willowdale West (37)037POLYGON ((-79.44043 43.76340, -79.44052 43.763...37Willowdale West8.0NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
139Willowdale East (51)051POLYGON ((-79.41225 43.76669, -79.41232 43.766...51Willowdale East6.0NaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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55 rows × 69 columns

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" ], "text/plain": [ " name_x nbrhd_spat_id \\\n", "4 Lawrence Park South (103) 103 \n", "6 Henry Farm (53) 053 \n", "10 Pleasant View (46) 046 \n", "11 Steeles (116) 116 \n", "13 Brookhaven-Amesbury (30) 030 \n", "16 Yonge-Eglinton (100) 100 \n", "18 Englemount-Lawrence (32) 032 \n", "19 Bridle Path-Sunnybrook-York Mills (41) 041 \n", "21 Danforth East York (59) 059 \n", "22 Elms-Old Rexdale (5) 005 \n", "24 North St.James Town (74) 074 \n", "25 Highland Creek (134) 134 \n", "27 Don Valley Village (47) 047 \n", "28 Mount Pleasant West (104) 104 \n", "29 Westminster-Branson (35) 035 \n", "41 Bay Street Corridor (76) 076 \n", "42 Bathurst Manor (34) 034 \n", "44 L'Amoreaux (117) 117 \n", "45 Trinity-Bellwoods (81) 081 \n", "47 Glenfield-Jane Heights (25) 025 \n", "49 Eringate-Centennial-West Deane (11) 011 \n", "54 Taylor-Massey (61) 061 \n", "55 Humewood-Cedarvale (106) 106 \n", "60 Rustic (28) 028 \n", "62 Forest Hill North (102) 102 \n", "63 Hillcrest Village (48) 048 \n", "64 Humber Heights-Westmount (8) 008 \n", "65 Danforth (66) 066 \n", "66 Newtonbrook West (36) 036 \n", "67 Black Creek (24) 024 \n", "68 University (79) 079 \n", "70 Kensington-Chinatown (78) 078 \n", "71 Old East York (58) 058 \n", "74 Palmerston-Little Italy (80) 080 \n", "78 Bedford Park-Nortown (39) 039 \n", "83 Willowridge-Martingrove-Richview (7) 007 \n", "84 Woodbine-Lumsden (60) 060 \n", "91 Morningside (135) 135 \n", "93 Lawrence Park North (105) 105 \n", "94 Clanton Park (33) 033 \n", "96 Markland Wood (12) 012 \n", "97 Maple Leaf (29) 029 \n", "101 Etobicoke West Mall (13) 013 \n", "107 Church-Yonge Corridor (75) 075 \n", "112 Newtonbrook East (50) 050 \n", "119 Oakwood Village (107) 107 \n", "121 Mount Pleasant East (99) 099 \n", "122 Rexdale-Kipling (4) 004 \n", "124 Thistletown-Beaumond Heights (3) 003 \n", "125 The Beaches (63) 063 \n", "128 Forest Hill South (101) 101 \n", "129 Princess-Rosethorn (10) 010 \n", "130 Lansing-Westgate (38) 038 \n", "138 Willowdale West (37) 037 \n", "139 Willowdale East (51) 051 \n", "\n", " geometry Neighbid \\\n", "4 POLYGON ((-79.41096 43.70408, -79.41165 43.703... 103 \n", "6 POLYGON ((-79.35966 43.76649, -79.35966 43.766... 53 \n", "10 POLYGON ((-79.34346 43.79517, -79.34359 43.795... 46 \n", "11 POLYGON ((-79.34132 43.81565, -79.33988 43.816... 116 \n", "13 POLYGON ((-79.50296 43.69574, -79.50415 43.696... 30 \n", "16 POLYGON ((-79.41096 43.70408, -79.40962 43.704... 100 \n", "18 POLYGON ((-79.43854 43.70586, -79.43855 43.705... 32 \n", "19 POLYGON ((-79.39008 43.72768, -79.39016 43.728... 41 \n", "21 POLYGON ((-79.34627 43.68272, -79.34645 43.683... 59 \n", "22 POLYGON ((-79.55512 43.71510, -79.55569 43.716... 5 \n", "24 POLYGON ((-79.38057 43.67161, -79.37947 43.671... 74 \n", "25 POLYGON ((-79.17527 43.78021, -79.17535 43.780... 134 \n", "27 POLYGON ((-79.36414 43.77164, -79.36412 43.771... 47 \n", "28 POLYGON ((-79.39611 43.69566, -79.39620 43.696... 104 \n", "29 POLYGON ((-79.44043 43.76340, -79.44004 43.761... 35 \n", "41 POLYGON ((-79.38752 43.65067, -79.38663 43.650... 76 \n", "42 POLYGON ((-79.43998 43.76156, -79.43967 43.761... 34 \n", "44 POLYGON ((-79.28857 43.79607, -79.28921 43.795... 117 \n", "45 POLYGON ((-79.42241 43.64349, -79.42255 43.643... 81 \n", "47 POLYGON ((-79.52628 43.73640, -79.52721 43.740... 25 \n", "49 POLYGON ((-79.56730 43.65425, -79.56755 43.654... 11 \n", "54 POLYGON ((-79.28776 43.68978, -79.29269 43.688... 61 \n", "55 POLYGON ((-79.41849 43.68363, -79.41913 43.683... 106 \n", "60 POLYGON ((-79.50384 43.70288, -79.50425 43.704... 28 \n", "62 POLYGON ((-79.42556 43.70099, -79.42669 43.700... 102 \n", "63 POLYGON ((-79.34346 43.79517, -79.34351 43.795... 48 \n", "64 POLYGON ((-79.51329 43.69338, -79.51330 43.692... 8 \n", "65 POLYGON ((-79.32364 43.68337, -79.32477 43.683... 66 \n", "66 POLYGON ((-79.44576 43.79241, -79.44335 43.792... 36 \n", "67 POLYGON ((-79.53488 43.77269, -79.53441 43.772... 24 \n", "68 POLYGON ((-79.40772 43.65648, -79.40847 43.658... 79 \n", "70 POLYGON ((-79.40401 43.64719, -79.40419 43.647... 78 \n", "71 POLYGON ((-79.35056 43.69941, -79.35041 43.699... 58 \n", "74 POLYGON ((-79.42640 43.65360, -79.42744 43.656... 80 \n", "78 POLYGON ((-79.40493 43.73601, -79.40503 43.735... 39 \n", "83 POLYGON ((-79.52661 43.68233, -79.52705 43.682... 7 \n", "84 POLYGON ((-79.31743 43.69644, -79.31775 43.697... 60 \n", "91 POLYGON ((-79.22552 43.78925, -79.22549 43.789... 135 \n", "93 POLYGON ((-79.39008 43.72768, -79.39199 43.727... 105 \n", "94 POLYGON ((-79.43371 43.73615, -79.43626 43.734... 33 \n", "96 POLYGON ((-79.55959 43.63624, -79.55957 43.636... 12 \n", "97 POLYGON ((-79.49249 43.72010, -79.49185 43.720... 29 \n", "101 POLYGON ((-79.55959 43.63624, -79.55980 43.636... 13 \n", "107 POLYGON ((-79.37672 43.66242, -79.37658 43.662... 75 \n", "112 POLYGON ((-79.42008 43.79800, -79.41973 43.798... 50 \n", "119 POLYGON ((-79.45028 43.69569, -79.44934 43.695... 107 \n", "121 POLYGON ((-79.37749 43.71309, -79.37739 43.712... 99 \n", "122 POLYGON ((-79.55512 43.71510, -79.55504 43.714... 4 \n", "124 POLYGON ((-79.57751 43.73384, -79.57806 43.734... 3 \n", "125 POLYGON ((-79.31485 43.66674, -79.31356 43.667... 63 \n", "128 POLYGON ((-79.42556 43.70099, -79.42314 43.701... 101 \n", "129 POLYGON ((-79.52679 43.65093, -79.52688 43.650... 10 \n", "130 POLYGON ((-79.43998 43.76156, -79.44004 43.761... 38 \n", "138 POLYGON ((-79.44043 43.76340, -79.44052 43.763... 37 \n", "139 POLYGON ((-79.41225 43.76669, -79.41232 43.766... 51 \n", "\n", " name_y asthma_pct index_right OBJECTID \\\n", "4 Lawrence Park South 10.7 NaN NaN \n", "6 Henry Farm 6.7 NaN NaN \n", "10 Pleasant View 7.7 NaN NaN \n", "11 Steeles 6.5 NaN NaN \n", "13 Brookhaven-Amesbury 12.2 NaN NaN \n", "16 Yonge-Eglinton 10.8 NaN NaN \n", "18 Englemount-Lawrence 10.1 NaN NaN \n", "19 Bridle Path-Sunnybrook-York Mills 9.2 NaN NaN \n", "21 Danforth Village-East York 12.5 NaN NaN \n", "22 Elms-Old Rexdale 11.6 NaN NaN \n", "24 North St. James Town 8.9 NaN NaN \n", "25 Highland Creek 10.8 NaN NaN \n", "27 Don Valley Village 7.2 NaN NaN \n", "28 Mount Pleasant West 8.6 NaN NaN \n", "29 Westminster-Branson 7.3 NaN NaN \n", "41 Bay Street Corridor 7.3 NaN NaN \n", "42 Bathurst Manor 9.2 NaN NaN \n", "44 L'Amoreaux 8.1 NaN NaN \n", "45 Trinity-Bellwoods 9.5 NaN NaN \n", "47 Glenfield-Jane Heights 11.7 NaN NaN \n", "49 Eringate-Centennial-West Deane 11.2 NaN NaN \n", "54 Crescent Town 9.9 NaN NaN \n", "55 Humewood-Cedarvale 10.8 NaN NaN \n", "60 Rustic 11.5 NaN NaN \n", "62 Forest Hill North 8.9 NaN NaN \n", "63 Hillcrest Village 6.9 NaN NaN \n", "64 Humber Heights-Westmount 9.8 NaN NaN \n", "65 Danforth Village-Toronto 11.0 NaN NaN \n", "66 Newtonbrook West 7.2 NaN NaN \n", "67 Black Creek 11.5 NaN NaN \n", "68 University 8.1 NaN NaN \n", "70 Kensington-Chinatown 8.6 NaN NaN \n", "71 Old East York 13.7 NaN NaN \n", "74 Palmerston-Little Italy 10.4 NaN NaN \n", "78 Bedford Park-Nortown 10.2 NaN NaN \n", "83 Willowridge-Martingrove-Richview 9.9 NaN NaN \n", "84 Woodbine-Lumsden 13.1 NaN NaN \n", "91 Morningside 10.9 NaN NaN \n", "93 Lawrence Park North 11.5 NaN NaN \n", "94 Clanton Park 9.8 NaN NaN \n", "96 Markland Wood 10.6 NaN NaN \n", "97 Maple Leaf 10.2 NaN NaN \n", "101 Etobicoke West Mall 9.8 NaN NaN \n", "107 Church-Yonge Corridor 9.8 NaN NaN \n", "112 Newtonbrook East 6.6 NaN NaN \n", "119 Oakwood-Vaughan 10.7 NaN NaN \n", "121 Mount Pleasant East 10.5 NaN NaN \n", "122 Rexdale-Kipling 11.4 NaN NaN \n", "124 Thistletown-Beaumond Heights 10.0 NaN NaN \n", "125 The Beaches 11.4 NaN NaN \n", "128 Forest Hill South 10.3 NaN NaN \n", "129 Princess-Rosethorn 10.4 NaN NaN \n", "130 Lansing-Westgate 9.0 NaN NaN \n", "138 Willowdale West 8.0 NaN NaN \n", "139 Willowdale East 6.0 NaN NaN \n", "\n", " OGF_ID TRACKNID ... GEOACQTECH GEOACCURA GEOPROVIDE ATTCREDATE \\\n", "4 NaN NaN ... NaN NaN NaN NaN \n", "6 NaN NaN ... NaN NaN NaN NaN \n", "10 NaN NaN ... NaN NaN NaN NaN \n", "11 NaN NaN ... NaN NaN NaN NaN \n", "13 NaN NaN ... NaN NaN NaN NaN \n", "16 NaN NaN ... NaN NaN NaN NaN \n", "18 NaN NaN ... NaN NaN NaN NaN \n", "19 NaN NaN ... NaN NaN NaN NaN \n", "21 NaN NaN ... NaN NaN NaN NaN \n", "22 NaN NaN ... NaN NaN NaN NaN \n", "24 NaN NaN ... NaN NaN NaN NaN \n", "25 NaN NaN ... NaN NaN NaN NaN \n", "27 NaN NaN ... NaN NaN NaN NaN \n", "28 NaN NaN ... NaN NaN NaN NaN \n", "29 NaN NaN ... NaN NaN NaN NaN \n", "41 NaN NaN ... NaN NaN NaN NaN \n", "42 NaN NaN ... NaN NaN NaN NaN \n", "44 NaN NaN ... NaN NaN NaN NaN \n", "45 NaN NaN ... NaN NaN NaN NaN \n", "47 NaN NaN ... NaN NaN NaN NaN \n", "49 NaN NaN ... NaN NaN NaN NaN \n", "54 NaN NaN ... NaN NaN NaN NaN \n", "55 NaN NaN ... NaN NaN NaN NaN \n", "60 NaN NaN ... NaN NaN NaN NaN \n", "62 NaN NaN ... NaN NaN NaN NaN \n", "63 NaN NaN ... NaN NaN NaN NaN \n", "64 NaN NaN ... NaN NaN NaN NaN \n", "65 NaN NaN ... NaN NaN NaN NaN \n", "66 NaN NaN ... NaN NaN NaN NaN \n", "67 NaN NaN ... NaN NaN NaN NaN \n", "68 NaN NaN ... NaN NaN NaN NaN \n", "70 NaN NaN ... NaN NaN NaN NaN \n", "71 NaN NaN ... NaN NaN NaN NaN \n", "74 NaN NaN ... NaN NaN NaN NaN \n", "78 NaN NaN ... NaN NaN NaN NaN \n", "83 NaN NaN ... NaN NaN NaN NaN \n", "84 NaN NaN ... NaN NaN NaN NaN \n", "91 NaN NaN ... NaN NaN NaN NaN \n", "93 NaN NaN ... NaN NaN NaN NaN \n", "94 NaN NaN ... NaN NaN NaN NaN \n", "96 NaN NaN ... NaN NaN NaN NaN \n", "97 NaN NaN ... NaN NaN NaN NaN \n", "101 NaN NaN ... NaN NaN NaN NaN \n", "107 NaN NaN ... NaN NaN NaN NaN \n", "112 NaN NaN ... NaN NaN NaN NaN \n", "119 NaN NaN ... NaN NaN NaN NaN \n", "121 NaN NaN ... NaN NaN NaN NaN \n", "122 NaN NaN ... NaN NaN NaN NaN \n", "124 NaN NaN ... NaN NaN NaN NaN \n", "125 NaN NaN ... NaN NaN NaN NaN \n", "128 NaN NaN ... NaN NaN NaN NaN \n", "129 NaN NaN ... NaN NaN NaN NaN \n", "130 NaN NaN ... NaN NaN NaN NaN \n", "138 NaN NaN ... NaN NaN NaN NaN \n", "139 NaN NaN ... NaN NaN NaN NaN \n", "\n", " ATTREVDATE ATTACQTECH ATTPROVIDE EFFECTIVE_ SHAPE_Leng SHAPE_1_Le \n", "4 NaN NaN NaN NaN NaN NaN \n", "6 NaN NaN NaN NaN NaN NaN \n", "10 NaN NaN NaN NaN NaN NaN \n", "11 NaN NaN NaN NaN NaN NaN \n", "13 NaN NaN NaN NaN NaN NaN \n", "16 NaN NaN NaN NaN NaN NaN \n", "18 NaN NaN NaN NaN NaN NaN \n", "19 NaN NaN NaN NaN NaN NaN \n", "21 NaN NaN NaN NaN NaN NaN \n", "22 NaN NaN NaN NaN NaN NaN \n", "24 NaN NaN NaN NaN NaN NaN \n", "25 NaN NaN NaN NaN NaN NaN \n", "27 NaN NaN NaN NaN NaN NaN \n", "28 NaN NaN NaN NaN NaN NaN \n", "29 NaN NaN NaN NaN NaN NaN \n", "41 NaN NaN NaN NaN NaN NaN \n", "42 NaN NaN NaN NaN NaN NaN \n", "44 NaN NaN NaN NaN NaN NaN \n", "45 NaN NaN NaN NaN NaN NaN \n", "47 NaN NaN NaN NaN NaN NaN \n", "49 NaN NaN NaN NaN NaN NaN \n", "54 NaN NaN NaN NaN NaN NaN \n", "55 NaN NaN NaN NaN NaN NaN \n", "60 NaN NaN NaN NaN NaN NaN \n", "62 NaN NaN NaN NaN NaN NaN \n", "63 NaN NaN NaN NaN NaN NaN \n", "64 NaN NaN NaN NaN NaN NaN \n", "65 NaN NaN NaN NaN NaN NaN \n", "66 NaN NaN NaN NaN NaN NaN \n", "67 NaN NaN NaN NaN NaN NaN \n", "68 NaN NaN NaN NaN NaN NaN \n", "70 NaN NaN NaN NaN NaN NaN \n", "71 NaN NaN NaN NaN NaN NaN \n", "74 NaN NaN NaN NaN NaN NaN \n", "78 NaN NaN NaN NaN NaN NaN \n", "83 NaN NaN NaN NaN NaN NaN \n", "84 NaN NaN NaN NaN NaN NaN \n", "91 NaN NaN NaN NaN NaN NaN \n", "93 NaN NaN NaN NaN NaN NaN \n", "94 NaN NaN NaN NaN NaN NaN \n", "96 NaN NaN NaN NaN NaN NaN \n", "97 NaN NaN NaN NaN NaN NaN \n", "101 NaN NaN NaN NaN NaN NaN \n", "107 NaN NaN NaN NaN NaN NaN \n", "112 NaN NaN NaN NaN NaN NaN \n", "119 NaN NaN NaN NaN NaN NaN \n", "121 NaN NaN NaN NaN NaN NaN \n", "122 NaN NaN NaN NaN NaN NaN \n", "124 NaN NaN NaN NaN NaN NaN \n", "125 NaN NaN NaN NaN NaN NaN \n", "128 NaN NaN NaN NaN NaN NaN \n", "129 NaN NaN NaN NaN NaN NaN \n", "130 NaN NaN NaN NaN NaN NaN \n", "138 NaN NaN NaN NaN NaN NaN \n", "139 NaN NaN NaN NaN NaN NaN \n", "\n", "[55 rows x 69 columns]" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "join_left_df.loc[join_left_df['TRACKNID'].isnull()]" ] }, { "cell_type": "markdown", "id": "5dcc8518", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Woah!\n", "\n", "Now we have 2528 rows... that's way more rows than neighbourhoods. What happened?\n", "\n", "Spatial join creates a new row for every instance of 'intersection'. So if railway 1 and railway 2 both go through neighbourhood a, then there will be two rows with neighbourhood a with one row joined with railway a data and the other joined with railway b data. \n", "\n", "Also, notice that neighbourhoods that didn't have any railway go through them were appended with NaNs. This is saying there is no data about railways for these neighbourhoods because there were none there.\n", "\n", "Because we just want to know what neighbourhoods have *ANY* railway go through them, we can take the joined results and remove duplicate rows of each neighbourhood." ] }, { "cell_type": "code", "execution_count": 59, "id": "8b62fae7", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "(140, 69)" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "no_duplicates_gdf = join_left_df.copy()\n", "no_duplicates_gdf = no_duplicates_gdf.drop_duplicates('Neighbid')\n", "no_duplicates_gdf.shape\n" ] }, { "cell_type": "markdown", "id": "f3e4c7e6", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Let's check this new, no duplicate geodataframe to see if looks right.\n", "\n", "We can plot the map using \"index_right\" which is the index from the railway layer. The values are meaningless, but it shows us where there ARE values and where there are not. " ] }, { "cell_type": "code", "execution_count": 60, "id": "b5849aa1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "no_duplicates_gdf.plot(column = \"index_right\")" ] }, { "cell_type": "markdown", "id": "eac9e560", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### This looks good, based on visual inspection\n", "\n", "But we need a column that tells us there IS or there IS NOT a railway in each neighbourhood. We can go back to some of the skills we learned earlier in the course to do this. \n", "\n", "We will first create two series of TRUE and FALSE values to show where a value exists in the \"index_right\" column.\n", "\n", "The series `rail_present` will be true if there is a value in the column - implying a railway goes through the neighbourhood, and false otherwise.\n", "\n", "The series `rail_not_present` will be true if there is a NaN value in the row where the railway info is, and false otherwise." ] }, { "cell_type": "code", "execution_count": 61, "id": "d8d5e207", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True 85\n", "False 55\n", "Name: index_right, dtype: int64" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rail_present = no_duplicates_gdf[\"index_right\"] >= 0\n", "rail_present.value_counts()" ] }, { "cell_type": "code", "execution_count": 62, "id": "a1ddaa14", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "False 85\n", "True 55\n", "Name: index_right, dtype: int64" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rail_not_present = no_duplicates_gdf[\"index_right\"].isnull()\n", "rail_not_present.value_counts()" ] }, { "cell_type": "markdown", "id": "2c4185d2", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Let's clean things up a little and create the final geodataframe we want to work with\n", "\n", "We can clean things up and then create a map and a descriptive statistics plot to show our findings." ] }, { "cell_type": "code", "execution_count": 63, "id": "f1845486", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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name_xNeighbidname_yasthma_pctindex_rightgeometryrail_present
0Casa Loma (96)96Casa Loma10.11280.0POLYGON ((-79.41469 43.67391, -79.41485 43.674...True
1Annex (95)95Annex9.51280.0POLYGON ((-79.39414 43.66872, -79.39588 43.668...True
2Caledonia-Fairbank (109)109Caledonia-Fairbank11.31305.0POLYGON ((-79.46021 43.68156, -79.46044 43.681...True
3Woodbine Corridor (64)64Woodbine Corridor13.01940.0POLYGON ((-79.31485 43.66674, -79.31660 43.666...True
4Lawrence Park South (103)103Lawrence Park South10.7NaNPOLYGON ((-79.41096 43.70408, -79.41165 43.703...False
\n", "
" ], "text/plain": [ " name_x Neighbid name_y asthma_pct \\\n", "0 Casa Loma (96) 96 Casa Loma 10.1 \n", "1 Annex (95) 95 Annex 9.5 \n", "2 Caledonia-Fairbank (109) 109 Caledonia-Fairbank 11.3 \n", "3 Woodbine Corridor (64) 64 Woodbine Corridor 13.0 \n", "4 Lawrence Park South (103) 103 Lawrence Park South 10.7 \n", "\n", " index_right geometry rail_present \n", "0 1280.0 POLYGON ((-79.41469 43.67391, -79.41485 43.674... True \n", "1 1280.0 POLYGON ((-79.39414 43.66872, -79.39588 43.668... True \n", "2 1305.0 POLYGON ((-79.46021 43.68156, -79.46044 43.681... True \n", "3 1940.0 POLYGON ((-79.31485 43.66674, -79.31660 43.666... True \n", "4 NaN POLYGON ((-79.41096 43.70408, -79.41165 43.703... False " ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#create list of columns relevant to our analysis\n", "columns_to_keep = [\"name_x\",\"Neighbid\",\"name_y\",\"asthma_pct\",\"index_right\",\"geometry\"]\n", "\n", "#create our final analysis geodataframe and create a column 'rail_present' that is true \n", "#if railways are in the neighbourhood and false if not:\n", "final_toronto_analysis = no_duplicates_gdf[columns_to_keep].copy()\n", "final_toronto_analysis.loc[rail_present, 'rail_present'] = True\n", "final_toronto_analysis.loc[rail_not_present, 'rail_present'] = False\n", "final_toronto_analysis.head()" ] }, { "cell_type": "code", "execution_count": 64, "id": "5342df3e", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0.98, 'Percent of Population with Asthma for Neighbourhoods with Railways')" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1,2, figsize = (15,7))\n", "\n", "final_toronto_analysis.boxplot(column=\"asthma_pct\", \n", " by = \"rail_present\", \n", " ax = axes[0])\n", "\n", "final_toronto_analysis.plot(column='asthma_pct', scheme='quantiles', \n", " k=2, cmap='Greens', edgecolor='grey', linewidth = 0.2, \n", " ax = axes[1], legend=True, \n", " legend_kwds={'loc': 4, 'title': 'Percent Asthmatic', \n", " 'title_fontsize': 14,'fontsize': 11})\n", "railways.plot(ax=axes[1], edgecolor='red',linewidth=0.5)\n", "\n", "axes[0].set_title(\"\")\n", "axes[0].set_ylabel(\"Asthma Percent\", fontsize = 15)\n", "axes[0].set_xlabel(\"Rail Present?\", fontsize = 15)\n", "\n", "fig.suptitle(\"Percent of Population with Asthma for Neighbourhoods with Railways\", \n", " fontsize = 20, fontweight = \"bold\")" ] }, { "cell_type": "markdown", "id": "607daa6e", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "It seems that the presence of railway in neighborhood is related to higher asthma rate! \n", "\n", "But is it a **significant** relationship?\n", "\n", "Remember the comparison between two groups before!\n", "\n", "Let's do a hypothesis testing using shuffling method.\n", "\n", "- Null hypothesis: There is no differences of asthma rates between neighborhoods with railways and without railways.\n", "\n", "- Alternative hypothesis: Neighborhoods with railways have higher asthma rates than the neighborhoods without railways.\n", "\n", "Let's do a exercise." ] }, { "cell_type": "code", "execution_count": 65, "id": "b2a8bf97", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The number of simulated differences greater than the observed difference is: 11\n", "The number of simulated differences smaller than the observed difference is: 13\n", "The p-value is: 0.0048\n" ] } ], "source": [ "# Simulation\n", "simulated_diffs = []\n", "\n", "for _ in range(5000):\n", " simulated = final_toronto_analysis['rail_present'].sample(frac=1, replace = False).reset_index(drop = True)\n", " mean_railway = final_toronto_analysis.loc[simulated == True, 'asthma_pct'].mean()\n", " mean_norailway = final_toronto_analysis.loc[simulated == False, 'asthma_pct'].mean()\n", " sim_diff = mean_railway - mean_norailway\n", " simulated_diffs.append(sim_diff)\n", "\n", "# Calculate observed difference\n", "obs_mean_railway = final_toronto_analysis.loc[final_toronto_analysis['rail_present'] == True, 'asthma_pct'].mean()\n", "obs_mean_norailway = final_toronto_analysis.loc[final_toronto_analysis['rail_present'] == False, 'asthma_pct'].mean()\n", "\n", "obs_diff = obs_mean_railway - obs_mean_norailway\n", "\n", "# Calculate p-value\n", "simulated_diffs_df = pd.DataFrame({'sim_diffs' : simulated_diffs})\n", "\n", "numgreater = (simulated_diffs_df['sim_diffs'] >= obs_diff).sum()\n", "print('The number of simulated differences greater than the observed difference is:', numgreater)\n", "\n", "numsmaller = (simulated_diffs_df['sim_diffs'] < -1 * obs_diff).sum()\n", "print('The number of simulated differences smaller than the observed difference is:', numsmaller)\n", "\n", "pvalue = (numgreater + numsmaller)/ 5000\n", "\n", "print('The p-value is:', pvalue)" ] }, { "cell_type": "markdown", "id": "3d3d5155", "metadata": {}, "source": [ "Great! We can say the asthma rates in neighborhoods with railways are significantly higher than the rates in neighborhoods without railways.\n", "\n", "But is this a causal relationship?" ] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.8.8" }, "vscode": { "interpreter": { "hash": "901b79e026e03396fd1ffa7133844e9ea80e258ce34c66e1aabb5896bcb18463" } } }, "nbformat": 4, "nbformat_minor": 5 }