cmc/data-science
Personal data science learning files.
clone: git clone https://gitbay.org/cmc/data-science.git
main: notebooks/Segmenting_and_Clustering_Neighbourhoods_in_Toronto.ipynb · raw
1{
2 "cells": [
3 {
4 "cell_type": "markdown",
5 "metadata": {},
6 "source": [
7 "# Segmenting and Clustering Neighbourhoods in Toronto\n",
8 "---\n",
9 "# Part 1\n",
10 "Import libraries"
11 ]
12 },
13 {
14 "cell_type": "code",
15 "execution_count": 68,
16 "metadata": {},
17 "outputs": [],
18 "source": [
19 "import pandas as pd\n",
20 "import numpy as np\n",
21 "import requests"
22 ]
23 },
24 {
25 "cell_type": "markdown",
26 "metadata": {},
27 "source": [
28 "Get the HTML page of Wikipedia and use read_html we convert the html data into list of Data frame objects.\n",
29 "\n",
30 "Remove cells which have neighbourhood as \"Not assigned.\""
31 ]
32 },
33 {
34 "cell_type": "code",
35 "execution_count": 69,
36 "metadata": {},
37 "outputs": [
38 {
39 "data": {
40 "text/html": [
41 "<div>\n",
42 "<style scoped>\n",
43 " .dataframe tbody tr th:only-of-type {\n",
44 " vertical-align: middle;\n",
45 " }\n",
46 "\n",
47 " .dataframe tbody tr th {\n",
48 " vertical-align: top;\n",
49 " }\n",
50 "\n",
51 " .dataframe thead th {\n",
52 " text-align: right;\n",
53 " }\n",
54 "</style>\n",
55 "<table border=\"1\" class=\"dataframe\">\n",
56 " <thead>\n",
57 " <tr style=\"text-align: right;\">\n",
58 " <th></th>\n",
59 " <th>Postal Code</th>\n",
60 " <th>Borough</th>\n",
61 " <th>Neighbourhood</th>\n",
62 " </tr>\n",
63 " </thead>\n",
64 " <tbody>\n",
65 " <tr>\n",
66 " <th>0</th>\n",
67 " <td>M3A</td>\n",
68 " <td>North York</td>\n",
69 " <td>Parkwoods</td>\n",
70 " </tr>\n",
71 " <tr>\n",
72 " <th>1</th>\n",
73 " <td>M4A</td>\n",
74 " <td>North York</td>\n",
75 " <td>Victoria Village</td>\n",
76 " </tr>\n",
77 " <tr>\n",
78 " <th>2</th>\n",
79 " <td>M5A</td>\n",
80 " <td>Downtown Toronto</td>\n",
81 " <td>Regent Park, Harbourfront</td>\n",
82 " </tr>\n",
83 " <tr>\n",
84 " <th>3</th>\n",
85 " <td>M6A</td>\n",
86 " <td>North York</td>\n",
87 " <td>Lawrence Manor, Lawrence Heights</td>\n",
88 " </tr>\n",
89 " <tr>\n",
90 " <th>4</th>\n",
91 " <td>M7A</td>\n",
92 " <td>Downtown Toronto</td>\n",
93 " <td>Queen's Park, Ontario Provincial Government</td>\n",
94 " </tr>\n",
95 " </tbody>\n",
96 "</table>\n",
97 "</div>"
98 ],
99 "text/plain": [
100 " Postal Code Borough Neighbourhood\n",
101 "0 M3A North York Parkwoods\n",
102 "1 M4A North York Victoria Village\n",
103 "2 M5A Downtown Toronto Regent Park, Harbourfront\n",
104 "3 M6A North York Lawrence Manor, Lawrence Heights\n",
105 "4 M7A Downtown Toronto Queen's Park, Ontario Provincial Government"
106 ]
107 },
108 "execution_count": 69,
109 "metadata": {},
110 "output_type": "execute_result"
111 }
112 ],
113 "source": [
114 "wiki = 'https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M'\n",
115 "wiki_page = requests.get(wiki)\n",
116 "\n",
117 "wiki_raw = pd.read_html(wiki_page.content, header = 0)[0]\n",
118 "df = wiki_raw[wiki_raw.Neighbourhood != 'Not assigned']\n",
119 "df.reset_index(inplace=True, drop=True)\n",
120 "df.head()"
121 ]
122 },
123 {
124 "cell_type": "code",
125 "execution_count": 70,
126 "metadata": {},
127 "outputs": [
128 {
129 "data": {
130 "text/html": [
131 "<div>\n",
132 "<style scoped>\n",
133 " .dataframe tbody tr th:only-of-type {\n",
134 " vertical-align: middle;\n",
135 " }\n",
136 "\n",
137 " .dataframe tbody tr th {\n",
138 " vertical-align: top;\n",
139 " }\n",
140 "\n",
141 " .dataframe thead th {\n",
142 " text-align: right;\n",
143 " }\n",
144 "</style>\n",
145 "<table border=\"1\" class=\"dataframe\">\n",
146 " <thead>\n",
147 " <tr style=\"text-align: right;\">\n",
148 " <th></th>\n",
149 " <th>Borough</th>\n",
150 " <th>Neighbourhood</th>\n",
151 " </tr>\n",
152 " <tr>\n",
153 " <th>Postal Code</th>\n",
154 " <th></th>\n",
155 " <th></th>\n",
156 " </tr>\n",
157 " </thead>\n",
158 " <tbody>\n",
159 " <tr>\n",
160 " <th>M1B</th>\n",
161 " <td>Scarborough</td>\n",
162 " <td>Malvern, Rouge</td>\n",
163 " </tr>\n",
164 " <tr>\n",
165 " <th>M1C</th>\n",
166 " <td>Scarborough</td>\n",
167 " <td>Rouge Hill, Port Union, Highland Creek</td>\n",
168 " </tr>\n",
169 " <tr>\n",
170 " <th>M1E</th>\n",
171 " <td>Scarborough</td>\n",
172 " <td>Guildwood, Morningside, West Hill</td>\n",
173 " </tr>\n",
174 " <tr>\n",
175 " <th>M1G</th>\n",
176 " <td>Scarborough</td>\n",
177 " <td>Woburn</td>\n",
178 " </tr>\n",
179 " <tr>\n",
180 " <th>M1H</th>\n",
181 " <td>Scarborough</td>\n",
182 " <td>Cedarbrae</td>\n",
183 " </tr>\n",
184 " <tr>\n",
185 " <th>...</th>\n",
186 " <td>...</td>\n",
187 " <td>...</td>\n",
188 " </tr>\n",
189 " <tr>\n",
190 " <th>M9N</th>\n",
191 " <td>York</td>\n",
192 " <td>Weston</td>\n",
193 " </tr>\n",
194 " <tr>\n",
195 " <th>M9P</th>\n",
196 " <td>Etobicoke</td>\n",
197 " <td>Westmount</td>\n",
198 " </tr>\n",
199 " <tr>\n",
200 " <th>M9R</th>\n",
201 " <td>Etobicoke</td>\n",
202 " <td>Kingsview Village, St. Phillips, Martin Grove ...</td>\n",
203 " </tr>\n",
204 " <tr>\n",
205 " <th>M9V</th>\n",
206 " <td>Etobicoke</td>\n",
207 " <td>South Steeles, Silverstone, Humbergate, Jamest...</td>\n",
208 " </tr>\n",
209 " <tr>\n",
210 " <th>M9W</th>\n",
211 " <td>Etobicoke</td>\n",
212 " <td>Northwest, West Humber - Clairville</td>\n",
213 " </tr>\n",
214 " </tbody>\n",
215 "</table>\n",
216 "<p>103 rows × 2 columns</p>\n",
217 "</div>"
218 ],
219 "text/plain": [
220 " Borough Neighbourhood\n",
221 "Postal Code \n",
222 "M1B Scarborough Malvern, Rouge\n",
223 "M1C Scarborough Rouge Hill, Port Union, Highland Creek\n",
224 "M1E Scarborough Guildwood, Morningside, West Hill\n",
225 "M1G Scarborough Woburn\n",
226 "M1H Scarborough Cedarbrae\n",
227 "... ... ...\n",
228 "M9N York Weston\n",
229 "M9P Etobicoke Westmount\n",
230 "M9R Etobicoke Kingsview Village, St. Phillips, Martin Grove ...\n",
231 "M9V Etobicoke South Steeles, Silverstone, Humbergate, Jamest...\n",
232 "M9W Etobicoke Northwest, West Humber - Clairville\n",
233 "\n",
234 "[103 rows x 2 columns]"
235 ]
236 },
237 "execution_count": 70,
238 "metadata": {},
239 "output_type": "execute_result"
240 }
241 ],
242 "source": [
243 "df.groupby(['Postal Code']).first()"
244 ]
245 },
246 {
247 "cell_type": "code",
248 "execution_count": 71,
249 "metadata": {},
250 "outputs": [
251 {
252 "data": {
253 "text/plain": [
254 "103"
255 ]
256 },
257 "execution_count": 71,
258 "metadata": {},
259 "output_type": "execute_result"
260 }
261 ],
262 "source": [
263 "len(df['Postal Code'].unique())"
264 ]
265 },
266 {
267 "cell_type": "code",
268 "execution_count": 72,
269 "metadata": {},
270 "outputs": [
271 {
272 "data": {
273 "text/html": [
274 "<div>\n",
275 "<style scoped>\n",
276 " .dataframe tbody tr th:only-of-type {\n",
277 " vertical-align: middle;\n",
278 " }\n",
279 "\n",
280 " .dataframe tbody tr th {\n",
281 " vertical-align: top;\n",
282 " }\n",
283 "\n",
284 " .dataframe thead th {\n",
285 " text-align: right;\n",
286 " }\n",
287 "</style>\n",
288 "<table border=\"1\" class=\"dataframe\">\n",
289 " <thead>\n",
290 " <tr style=\"text-align: right;\">\n",
291 " <th></th>\n",
292 " <th>Postal Code</th>\n",
293 " <th>Borough</th>\n",
294 " <th>Neighbourhood</th>\n",
295 " </tr>\n",
296 " </thead>\n",
297 " <tbody>\n",
298 " </tbody>\n",
299 "</table>\n",
300 "</div>"
301 ],
302 "text/plain": [
303 "Empty DataFrame\n",
304 "Columns: [Postal Code, Borough, Neighbourhood]\n",
305 "Index: []"
306 ]
307 },
308 "execution_count": 72,
309 "metadata": {},
310 "output_type": "execute_result"
311 }
312 ],
313 "source": [
314 "df[df['Borough'] == 'Not assigned']"
315 ]
316 },
317 {
318 "cell_type": "code",
319 "execution_count": 73,
320 "metadata": {},
321 "outputs": [
322 {
323 "data": {
324 "text/plain": [
325 "(103, 3)"
326 ]
327 },
328 "execution_count": 73,
329 "metadata": {},
330 "output_type": "execute_result"
331 }
332 ],
333 "source": [
334 "df.shape"
335 ]
336 },
337 {
338 "cell_type": "markdown",
339 "metadata": {},
340 "source": [
341 "---\n",
342 "# Part 2"
343 ]
344 },
345 {
346 "cell_type": "code",
347 "execution_count": 74,
348 "metadata": {},
349 "outputs": [
350 {
351 "name": "stdout",
352 "output_type": "stream",
353 "text": [
354 "Requirement already satisfied: geocoder in c:\\users\\my_user\\anaconda3\\lib\\site-packages (1.38.1)\n",
355 "Requirement already satisfied: future in c:\\users\\my_user\\anaconda3\\lib\\site-packages (from geocoder) (0.18.2)\n",
356 "Requirement already satisfied: ratelim in c:\\users\\my_user\\anaconda3\\lib\\site-packages (from geocoder) (0.1.6)\n",
357 "Requirement already satisfied: requests in c:\\users\\my_user\\anaconda3\\lib\\site-packages (from geocoder) (2.22.0)\n",
358 "Requirement already satisfied: click in c:\\users\\my_user\\anaconda3\\lib\\site-packages (from geocoder) (7.0)\n",
359 "Requirement already satisfied: six in c:\\users\\my_user\\anaconda3\\lib\\site-packages (from geocoder) (1.14.0)\n",
360 "Requirement already satisfied: decorator in c:\\users\\my_user\\anaconda3\\lib\\site-packages (from ratelim->geocoder) (4.4.1)\n",
361 "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in c:\\users\\my_user\\anaconda3\\lib\\site-packages (from requests->geocoder) (1.25.8)\n",
362 "Requirement already satisfied: idna<2.9,>=2.5 in c:\\users\\my_user\\anaconda3\\lib\\site-packages (from requests->geocoder) (2.8)\n",
363 "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\my_user\\anaconda3\\lib\\site-packages (from requests->geocoder) (2019.11.28)\n",
364 "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in c:\\users\\my_user\\anaconda3\\lib\\site-packages (from requests->geocoder) (3.0.4)\n",
365 "Note: you may need to restart the kernel to use updated packages.\n"
366 ]
367 }
368 ],
369 "source": [
370 "pip install geocoder"
371 ]
372 },
373 {
374 "cell_type": "code",
375 "execution_count": 75,
376 "metadata": {},
377 "outputs": [],
378 "source": [
379 "import geocoder"
380 ]
381 },
382 {
383 "cell_type": "code",
384 "execution_count": 76,
385 "metadata": {},
386 "outputs": [
387 {
388 "data": {
389 "text/html": [
390 "<div>\n",
391 "<style scoped>\n",
392 " .dataframe tbody tr th:only-of-type {\n",
393 " vertical-align: middle;\n",
394 " }\n",
395 "\n",
396 " .dataframe tbody tr th {\n",
397 " vertical-align: top;\n",
398 " }\n",
399 "\n",
400 " .dataframe thead th {\n",
401 " text-align: right;\n",
402 " }\n",
403 "</style>\n",
404 "<table border=\"1\" class=\"dataframe\">\n",
405 " <thead>\n",
406 " <tr style=\"text-align: right;\">\n",
407 " <th></th>\n",
408 " <th>Postal Code</th>\n",
409 " <th>Latitude</th>\n",
410 " <th>Longitude</th>\n",
411 " </tr>\n",
412 " </thead>\n",
413 " <tbody>\n",
414 " <tr>\n",
415 " <th>0</th>\n",
416 " <td>M1B</td>\n",
417 " <td>43.806686</td>\n",
418 " <td>-79.194353</td>\n",
419 " </tr>\n",
420 " <tr>\n",
421 " <th>1</th>\n",
422 " <td>M1C</td>\n",
423 " <td>43.784535</td>\n",
424 " <td>-79.160497</td>\n",
425 " </tr>\n",
426 " <tr>\n",
427 " <th>2</th>\n",
428 " <td>M1E</td>\n",
429 " <td>43.763573</td>\n",
430 " <td>-79.188711</td>\n",
431 " </tr>\n",
432 " <tr>\n",
433 " <th>3</th>\n",
434 " <td>M1G</td>\n",
435 " <td>43.770992</td>\n",
436 " <td>-79.216917</td>\n",
437 " </tr>\n",
438 " <tr>\n",
439 " <th>4</th>\n",
440 " <td>M1H</td>\n",
441 " <td>43.773136</td>\n",
442 " <td>-79.239476</td>\n",
443 " </tr>\n",
444 " </tbody>\n",
445 "</table>\n",
446 "</div>"
447 ],
448 "text/plain": [
449 " Postal Code Latitude Longitude\n",
450 "0 M1B 43.806686 -79.194353\n",
451 "1 M1C 43.784535 -79.160497\n",
452 "2 M1E 43.763573 -79.188711\n",
453 "3 M1G 43.770992 -79.216917\n",
454 "4 M1H 43.773136 -79.239476"
455 ]
456 },
457 "execution_count": 76,
458 "metadata": {},
459 "output_type": "execute_result"
460 }
461 ],
462 "source": [
463 "url = 'http://cocl.us/Geospatial_data'\n",
464 "df_geo = pd.read_csv(url)\n",
465 "df_geo.head()"
466 ]
467 },
468 {
469 "cell_type": "code",
470 "execution_count": 77,
471 "metadata": {},
472 "outputs": [
473 {
474 "data": {
475 "text/plain": [
476 "Postal Code object\n",
477 "Latitude float64\n",
478 "Longitude float64\n",
479 "dtype: object"
480 ]
481 },
482 "execution_count": 77,
483 "metadata": {},
484 "output_type": "execute_result"
485 }
486 ],
487 "source": [
488 "df_geo.dtypes"
489 ]
490 },
491 {
492 "cell_type": "code",
493 "execution_count": 78,
494 "metadata": {},
495 "outputs": [
496 {
497 "data": {
498 "text/plain": [
499 "Postal Code object\n",
500 "Borough object\n",
501 "Neighbourhood object\n",
502 "dtype: object"
503 ]
504 },
505 "execution_count": 78,
506 "metadata": {},
507 "output_type": "execute_result"
508 }
509 ],
510 "source": [
511 "df.dtypes"
512 ]
513 },
514 {
515 "cell_type": "code",
516 "execution_count": 79,
517 "metadata": {},
518 "outputs": [
519 {
520 "data": {
521 "text/plain": [
522 "(103, 3)"
523 ]
524 },
525 "execution_count": 79,
526 "metadata": {},
527 "output_type": "execute_result"
528 }
529 ],
530 "source": [
531 "df.shape"
532 ]
533 },
534 {
535 "cell_type": "code",
536 "execution_count": 80,
537 "metadata": {},
538 "outputs": [
539 {
540 "data": {
541 "text/plain": [
542 "(103, 3)"
543 ]
544 },
545 "execution_count": 80,
546 "metadata": {},
547 "output_type": "execute_result"
548 }
549 ],
550 "source": [
551 "df_geo.shape"
552 ]
553 },
554 {
555 "cell_type": "code",
556 "execution_count": 81,
557 "metadata": {},
558 "outputs": [
559 {
560 "data": {
561 "text/html": [
562 "<div>\n",
563 "<style scoped>\n",
564 " .dataframe tbody tr th:only-of-type {\n",
565 " vertical-align: middle;\n",
566 " }\n",
567 "\n",
568 " .dataframe tbody tr th {\n",
569 " vertical-align: top;\n",
570 " }\n",
571 "\n",
572 " .dataframe thead th {\n",
573 " text-align: right;\n",
574 " }\n",
575 "</style>\n",
576 "<table border=\"1\" class=\"dataframe\">\n",
577 " <thead>\n",
578 " <tr style=\"text-align: right;\">\n",
579 " <th></th>\n",
580 " <th>Postal Code</th>\n",
581 " <th>Borough</th>\n",
582 " <th>Neighbourhood</th>\n",
583 " <th>Latitude</th>\n",
584 " <th>Longitude</th>\n",
585 " </tr>\n",
586 " </thead>\n",
587 " <tbody>\n",
588 " <tr>\n",
589 " <th>0</th>\n",
590 " <td>M3A</td>\n",
591 " <td>North York</td>\n",
592 " <td>Parkwoods</td>\n",
593 " <td>43.753259</td>\n",
594 " <td>-79.329656</td>\n",
595 " </tr>\n",
596 " <tr>\n",
597 " <th>1</th>\n",
598 " <td>M4A</td>\n",
599 " <td>North York</td>\n",
600 " <td>Victoria Village</td>\n",
601 " <td>43.725882</td>\n",
602 " <td>-79.315572</td>\n",
603 " </tr>\n",
604 " <tr>\n",
605 " <th>2</th>\n",
606 " <td>M5A</td>\n",
607 " <td>Downtown Toronto</td>\n",
608 " <td>Regent Park, Harbourfront</td>\n",
609 " <td>43.654260</td>\n",
610 " <td>-79.360636</td>\n",
611 " </tr>\n",
612 " <tr>\n",
613 " <th>3</th>\n",
614 " <td>M6A</td>\n",
615 " <td>North York</td>\n",
616 " <td>Lawrence Manor, Lawrence Heights</td>\n",
617 " <td>43.718518</td>\n",
618 " <td>-79.464763</td>\n",
619 " </tr>\n",
620 " <tr>\n",
621 " <th>4</th>\n",
622 " <td>M7A</td>\n",
623 " <td>Downtown Toronto</td>\n",
624 " <td>Queen's Park, Ontario Provincial Government</td>\n",
625 " <td>43.662301</td>\n",
626 " <td>-79.389494</td>\n",
627 " </tr>\n",
628 " <tr>\n",
629 " <th>5</th>\n",
630 " <td>M9A</td>\n",
631 " <td>Etobicoke</td>\n",
632 " <td>Islington Avenue, Humber Valley Village</td>\n",
633 " <td>43.667856</td>\n",
634 " <td>-79.532242</td>\n",
635 " </tr>\n",
636 " <tr>\n",
637 " <th>6</th>\n",
638 " <td>M1B</td>\n",
639 " <td>Scarborough</td>\n",
640 " <td>Malvern, Rouge</td>\n",
641 " <td>43.806686</td>\n",
642 " <td>-79.194353</td>\n",
643 " </tr>\n",
644 " <tr>\n",
645 " <th>7</th>\n",
646 " <td>M3B</td>\n",
647 " <td>North York</td>\n",
648 " <td>Don Mills</td>\n",
649 " <td>43.745906</td>\n",
650 " <td>-79.352188</td>\n",
651 " </tr>\n",
652 " <tr>\n",
653 " <th>8</th>\n",
654 " <td>M4B</td>\n",
655 " <td>East York</td>\n",
656 " <td>Parkview Hill, Woodbine Gardens</td>\n",
657 " <td>43.706397</td>\n",
658 " <td>-79.309937</td>\n",
659 " </tr>\n",
660 " <tr>\n",
661 " <th>9</th>\n",
662 " <td>M5B</td>\n",
663 " <td>Downtown Toronto</td>\n",
664 " <td>Garden District, Ryerson</td>\n",
665 " <td>43.657162</td>\n",
666 " <td>-79.378937</td>\n",
667 " </tr>\n",
668 " <tr>\n",
669 " <th>10</th>\n",
670 " <td>M6B</td>\n",
671 " <td>North York</td>\n",
672 " <td>Glencairn</td>\n",
673 " <td>43.709577</td>\n",
674 " <td>-79.445073</td>\n",
675 " </tr>\n",
676 " <tr>\n",
677 " <th>11</th>\n",
678 " <td>M9B</td>\n",
679 " <td>Etobicoke</td>\n",
680 " <td>West Deane Park, Princess Gardens, Martin Grov...</td>\n",
681 " <td>43.650943</td>\n",
682 " <td>-79.554724</td>\n",
683 " </tr>\n",
684 " </tbody>\n",
685 "</table>\n",
686 "</div>"
687 ],
688 "text/plain": [
689 " Postal Code Borough \\\n",
690 "0 M3A North York \n",
691 "1 M4A North York \n",
692 "2 M5A Downtown Toronto \n",
693 "3 M6A North York \n",
694 "4 M7A Downtown Toronto \n",
695 "5 M9A Etobicoke \n",
696 "6 M1B Scarborough \n",
697 "7 M3B North York \n",
698 "8 M4B East York \n",
699 "9 M5B Downtown Toronto \n",
700 "10 M6B North York \n",
701 "11 M9B Etobicoke \n",
702 "\n",
703 " Neighbourhood Latitude Longitude \n",
704 "0 Parkwoods 43.753259 -79.329656 \n",
705 "1 Victoria Village 43.725882 -79.315572 \n",
706 "2 Regent Park, Harbourfront 43.654260 -79.360636 \n",
707 "3 Lawrence Manor, Lawrence Heights 43.718518 -79.464763 \n",
708 "4 Queen's Park, Ontario Provincial Government 43.662301 -79.389494 \n",
709 "5 Islington Avenue, Humber Valley Village 43.667856 -79.532242 \n",
710 "6 Malvern, Rouge 43.806686 -79.194353 \n",
711 "7 Don Mills 43.745906 -79.352188 \n",
712 "8 Parkview Hill, Woodbine Gardens 43.706397 -79.309937 \n",
713 "9 Garden District, Ryerson 43.657162 -79.378937 \n",
714 "10 Glencairn 43.709577 -79.445073 \n",
715 "11 West Deane Park, Princess Gardens, Martin Grov... 43.650943 -79.554724 "
716 ]
717 },
718 "execution_count": 81,
719 "metadata": {},
720 "output_type": "execute_result"
721 }
722 ],
723 "source": [
724 "df = df.join(df_geo.set_index('Postal Code'), on='Postal Code')\n",
725 "df.head(12)"
726 ]
727 },
728 {
729 "cell_type": "code",
730 "execution_count": 82,
731 "metadata": {},
732 "outputs": [
733 {
734 "data": {
735 "text/plain": [
736 "(103, 5)"
737 ]
738 },
739 "execution_count": 82,
740 "metadata": {},
741 "output_type": "execute_result"
742 }
743 ],
744 "source": [
745 "df.shape"
746 ]
747 },
748 {
749 "cell_type": "markdown",
750 "metadata": {},
751 "source": [
752 "---\n",
753 "# Part 3\n",
754 "Using the foursquere API to segment and cluster the neighborhoods of Toronto"
755 ]
756 },
757 {
758 "cell_type": "code",
759 "execution_count": 85,
760 "metadata": {},
761 "outputs": [
762 {
763 "name": "stdout",
764 "output_type": "stream",
765 "text": [
766 "Collecting package metadata (current_repodata.json): ...working... done\n",
767 "Solving environment: ...working... done\n",
768 "\n",
769 "# All requested packages already installed.\n",
770 "\n",
771 "Collecting geopy\n",
772 " Downloading geopy-2.0.0-py3-none-any.whl (111 kB)\n",
773 "Collecting geographiclib<2,>=1.49\n",
774 " Downloading geographiclib-1.50-py3-none-any.whl (38 kB)\n",
775 "Installing collected packages: geographiclib, geopy\n",
776 "Successfully installed geographiclib-1.50 geopy-2.0.0\n",
777 "The geograpical coordinate of Toronto are 43.6534817, -79.3839347.\n"
778 ]
779 }
780 ],
781 "source": [
782 "!conda install -c conda-forge geocoder --yes\n",
783 "import geocoder\n",
784 "!pip install geopy\n",
785 "from geopy.geocoders import Nominatim \n",
786 "\n",
787 "address = 'Toronto, Ontario'\n",
788 "\n",
789 "geolocator = Nominatim(user_agent=\"toronto_explorer\")\n",
790 "location = geolocator.geocode(address)\n",
791 "latitude = location.latitude\n",
792 "longitude = location.longitude\n",
793 "print('The geograpical coordinate of Toronto are {}, {}.'.format(latitude, longitude))"
794 ]
795 },
796 {
797 "cell_type": "markdown",
798 "metadata": {},
799 "source": [
800 "Printing the map"
801 ]
802 },
803 {
804 "cell_type": "code",
805 "execution_count": 89,
806 "metadata": {},
807 "outputs": [
808 {
809 "data": {
810 "text/html": [
811 "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    
        <script>
            L_NO_TOUCH = false;
            L_DISABLE_3D = false;
        </script>
    
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js"></script>
    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawcdn.githack.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <meta name="viewport" content="width=device-width,
                initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
            <style>
                #map_7c86dcf01f1b48c38e71dd46cb1247b8 {
                    position: relative;
                    width: 100.0%;
                    height: 100.0%;
                    left: 0.0%;
                    top: 0.0%;
                }
            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_7c86dcf01f1b48c38e71dd46cb1247b8" ></div>
        
</body>
<script>    
    
            var map_7c86dcf01f1b48c38e71dd46cb1247b8 = L.map(
                "map_7c86dcf01f1b48c38e71dd46cb1247b8",
                {
                    center: [43.6534817, -79.3839347],
                    crs: L.CRS.EPSG3857,
                    zoom: 10,
                    zoomControl: true,
                    preferCanvas: false,
                }
            );

            

        
    
            var tile_layer_19da9fc3c6b04a0a88c0f7e38dd6410a = L.tileLayer(
                "https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",
                {"attribution": "Data by \u0026copy; \u003ca href=\"http://openstreetmap.org\"\u003eOpenStreetMap\u003c/a\u003e, under \u003ca href=\"http://www.openstreetmap.org/copyright\"\u003eODbL\u003c/a\u003e.", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
            var circle_marker_549a32f1ec6c49caac2ad183c8fb0a4f = L.circleMarker(
                [43.7532586, -79.3296565],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_ae0ab33babb7494ead2ede33b5c69e18 = L.popup({"maxWidth": "100%"});

        
            var html_d384969fc26a4273bdcefa22b66e2023 = $(`<div id="html_d384969fc26a4273bdcefa22b66e2023" style="width: 100.0%; height: 100.0%;">Parkwoods, North York</div>`)[0];
            popup_ae0ab33babb7494ead2ede33b5c69e18.setContent(html_d384969fc26a4273bdcefa22b66e2023);
        

        circle_marker_549a32f1ec6c49caac2ad183c8fb0a4f.bindPopup(popup_ae0ab33babb7494ead2ede33b5c69e18)
        ;

        
    
    
            var circle_marker_05aa29f605d9484a9cf8268d23207f34 = L.circleMarker(
                [43.725882299999995, -79.31557159999998],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_b625f5828f65444ab4997e4d91f6bd6b = L.popup({"maxWidth": "100%"});

        
            var html_ab07d04c63844081a37ce148e3e8b259 = $(`<div id="html_ab07d04c63844081a37ce148e3e8b259" style="width: 100.0%; height: 100.0%;">Victoria Village, North York</div>`)[0];
            popup_b625f5828f65444ab4997e4d91f6bd6b.setContent(html_ab07d04c63844081a37ce148e3e8b259);
        

        circle_marker_05aa29f605d9484a9cf8268d23207f34.bindPopup(popup_b625f5828f65444ab4997e4d91f6bd6b)
        ;

        
    
    
            var circle_marker_1f49c7642648440fbfcea8128c2b84a0 = L.circleMarker(
                [43.6542599, -79.3606359],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_56c75370bf5342f5a415205fa0d2ce5b = L.popup({"maxWidth": "100%"});

        
            var html_cb8824976b294745ad6ccebbc2e4b60d = $(`<div id="html_cb8824976b294745ad6ccebbc2e4b60d" style="width: 100.0%; height: 100.0%;">Regent Park, Harbourfront, Downtown Toronto</div>`)[0];
            popup_56c75370bf5342f5a415205fa0d2ce5b.setContent(html_cb8824976b294745ad6ccebbc2e4b60d);
        

        circle_marker_1f49c7642648440fbfcea8128c2b84a0.bindPopup(popup_56c75370bf5342f5a415205fa0d2ce5b)
        ;

        
    
    
            var circle_marker_de857c1750c144beae0ecff3712a443b = L.circleMarker(
                [43.718517999999996, -79.46476329999999],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_d54d2e8cab2643baab0535e4c8992385 = L.popup({"maxWidth": "100%"});

        
            var html_c74f0342f7524f61a2b704896977ffca = $(`<div id="html_c74f0342f7524f61a2b704896977ffca" style="width: 100.0%; height: 100.0%;">Lawrence Manor, Lawrence Heights, North York</div>`)[0];
            popup_d54d2e8cab2643baab0535e4c8992385.setContent(html_c74f0342f7524f61a2b704896977ffca);
        

        circle_marker_de857c1750c144beae0ecff3712a443b.bindPopup(popup_d54d2e8cab2643baab0535e4c8992385)
        ;

        
    
    
            var circle_marker_966e022cf1a849d3b9f12459b53b2a4d = L.circleMarker(
                [43.6623015, -79.3894938],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_1c0270006a4c498393baa1fdf632a84e = L.popup({"maxWidth": "100%"});

        
            var html_fea3ee49dd764c72b1a6b33ad910c5e5 = $(`<div id="html_fea3ee49dd764c72b1a6b33ad910c5e5" style="width: 100.0%; height: 100.0%;">Queen&#39;s Park, Ontario Provincial Government, Downtown Toronto</div>`)[0];
            popup_1c0270006a4c498393baa1fdf632a84e.setContent(html_fea3ee49dd764c72b1a6b33ad910c5e5);
        

        circle_marker_966e022cf1a849d3b9f12459b53b2a4d.bindPopup(popup_1c0270006a4c498393baa1fdf632a84e)
        ;

        
    
    
            var circle_marker_5370bfb642c842f59d8c25afa2d78256 = L.circleMarker(
                [43.6678556, -79.53224240000002],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_20efd86879874d7e95d52352e97fb6ca = L.popup({"maxWidth": "100%"});

        
            var html_0f16e5a2a9d44d26a1965116b4f68e1f = $(`<div id="html_0f16e5a2a9d44d26a1965116b4f68e1f" style="width: 100.0%; height: 100.0%;">Islington Avenue, Humber Valley Village, Etobicoke</div>`)[0];
            popup_20efd86879874d7e95d52352e97fb6ca.setContent(html_0f16e5a2a9d44d26a1965116b4f68e1f);
        

        circle_marker_5370bfb642c842f59d8c25afa2d78256.bindPopup(popup_20efd86879874d7e95d52352e97fb6ca)
        ;

        
    
    
            var circle_marker_b5cae51002cf43269852fece1ba5b68c = L.circleMarker(
                [43.806686299999996, -79.19435340000001],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_3802a125adab4de3add9d4918a060d74 = L.popup({"maxWidth": "100%"});

        
            var html_cc4518cea9624f7ba03eb598c8a989f2 = $(`<div id="html_cc4518cea9624f7ba03eb598c8a989f2" style="width: 100.0%; height: 100.0%;">Malvern, Rouge, Scarborough</div>`)[0];
            popup_3802a125adab4de3add9d4918a060d74.setContent(html_cc4518cea9624f7ba03eb598c8a989f2);
        

        circle_marker_b5cae51002cf43269852fece1ba5b68c.bindPopup(popup_3802a125adab4de3add9d4918a060d74)
        ;

        
    
    
            var circle_marker_d5eff8118d084fb18d16f4e39015aad2 = L.circleMarker(
                [43.745905799999996, -79.352188],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_120d2349ea8c40329ed932fe3076c412 = L.popup({"maxWidth": "100%"});

        
            var html_3cf5b973b3744d0fa341c94a3b111f79 = $(`<div id="html_3cf5b973b3744d0fa341c94a3b111f79" style="width: 100.0%; height: 100.0%;">Don Mills, North York</div>`)[0];
            popup_120d2349ea8c40329ed932fe3076c412.setContent(html_3cf5b973b3744d0fa341c94a3b111f79);
        

        circle_marker_d5eff8118d084fb18d16f4e39015aad2.bindPopup(popup_120d2349ea8c40329ed932fe3076c412)
        ;

        
    
    
            var circle_marker_dccfc90415d549738b9290cbfbd31f4c = L.circleMarker(
                [43.7063972, -79.309937],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_b800ad5fd5f84d77b039ab5e9916ed00 = L.popup({"maxWidth": "100%"});

        
            var html_355a38ce1eb34e96ae75cd2946fb89c4 = $(`<div id="html_355a38ce1eb34e96ae75cd2946fb89c4" style="width: 100.0%; height: 100.0%;">Parkview Hill, Woodbine Gardens, East York</div>`)[0];
            popup_b800ad5fd5f84d77b039ab5e9916ed00.setContent(html_355a38ce1eb34e96ae75cd2946fb89c4);
        

        circle_marker_dccfc90415d549738b9290cbfbd31f4c.bindPopup(popup_b800ad5fd5f84d77b039ab5e9916ed00)
        ;

        
    
    
            var circle_marker_da77298bd3944e06b9bb1d6cc60d576f = L.circleMarker(
                [43.6571618, -79.37893709999999],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_3cb7ed1fdf864fed981206b73993c957 = L.popup({"maxWidth": "100%"});

        
            var html_4fc245bcd9914e6a93e22ab5b2966632 = $(`<div id="html_4fc245bcd9914e6a93e22ab5b2966632" style="width: 100.0%; height: 100.0%;">Garden District, Ryerson, Downtown Toronto</div>`)[0];
            popup_3cb7ed1fdf864fed981206b73993c957.setContent(html_4fc245bcd9914e6a93e22ab5b2966632);
        

        circle_marker_da77298bd3944e06b9bb1d6cc60d576f.bindPopup(popup_3cb7ed1fdf864fed981206b73993c957)
        ;

        
    
    
            var circle_marker_7db0e1098c7b4c4fb4f710ad13b52aad = L.circleMarker(
                [43.709577, -79.44507259999999],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_9c18c1db151c4e13a9c909fd3834e7e6 = L.popup({"maxWidth": "100%"});

        
            var html_d5721ce741504eb88bd2e1ca51383cfd = $(`<div id="html_d5721ce741504eb88bd2e1ca51383cfd" style="width: 100.0%; height: 100.0%;">Glencairn, North York</div>`)[0];
            popup_9c18c1db151c4e13a9c909fd3834e7e6.setContent(html_d5721ce741504eb88bd2e1ca51383cfd);
        

        circle_marker_7db0e1098c7b4c4fb4f710ad13b52aad.bindPopup(popup_9c18c1db151c4e13a9c909fd3834e7e6)
        ;

        
    
    
            var circle_marker_42502a719e8349948366c5defa1a92e4 = L.circleMarker(
                [43.6509432, -79.55472440000001],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_f5312d212d0e47cc89de3e9cdf1e22b9 = L.popup({"maxWidth": "100%"});

        
            var html_f68e5e0c50a64434ab5b449e8f4b282a = $(`<div id="html_f68e5e0c50a64434ab5b449e8f4b282a" style="width: 100.0%; height: 100.0%;">West Deane Park, Princess Gardens, Martin Grove, Islington, Cloverdale, Etobicoke</div>`)[0];
            popup_f5312d212d0e47cc89de3e9cdf1e22b9.setContent(html_f68e5e0c50a64434ab5b449e8f4b282a);
        

        circle_marker_42502a719e8349948366c5defa1a92e4.bindPopup(popup_f5312d212d0e47cc89de3e9cdf1e22b9)
        ;

        
    
    
            var circle_marker_6819886d87744e58b5ec936c494affaa = L.circleMarker(
                [43.7845351, -79.16049709999999],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_2fe47e1b1e13420cb85b8144987d5905 = L.popup({"maxWidth": "100%"});

        
            var html_3aeb7e3805d74252bb5573e79142f869 = $(`<div id="html_3aeb7e3805d74252bb5573e79142f869" style="width: 100.0%; height: 100.0%;">Rouge Hill, Port Union, Highland Creek, Scarborough</div>`)[0];
            popup_2fe47e1b1e13420cb85b8144987d5905.setContent(html_3aeb7e3805d74252bb5573e79142f869);
        

        circle_marker_6819886d87744e58b5ec936c494affaa.bindPopup(popup_2fe47e1b1e13420cb85b8144987d5905)
        ;

        
    
    
            var circle_marker_60f7468390e1432caa0be5763a275445 = L.circleMarker(
                [43.72589970000001, -79.340923],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_fcce32bd0276462fa74b2d3239b86202 = L.popup({"maxWidth": "100%"});

        
            var html_24fa7e3535e24cffbbd806752e04f562 = $(`<div id="html_24fa7e3535e24cffbbd806752e04f562" style="width: 100.0%; height: 100.0%;">Don Mills, North York</div>`)[0];
            popup_fcce32bd0276462fa74b2d3239b86202.setContent(html_24fa7e3535e24cffbbd806752e04f562);
        

        circle_marker_60f7468390e1432caa0be5763a275445.bindPopup(popup_fcce32bd0276462fa74b2d3239b86202)
        ;

        
    
    
            var circle_marker_7eb1ad2309454d8fa7a2d1558fac27b7 = L.circleMarker(
                [43.695343900000005, -79.3183887],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_9679f6342489419080245f7a31155a13 = L.popup({"maxWidth": "100%"});

        
            var html_ccdd1dee6fa04701a83b986fda459b4e = $(`<div id="html_ccdd1dee6fa04701a83b986fda459b4e" style="width: 100.0%; height: 100.0%;">Woodbine Heights, East York</div>`)[0];
            popup_9679f6342489419080245f7a31155a13.setContent(html_ccdd1dee6fa04701a83b986fda459b4e);
        

        circle_marker_7eb1ad2309454d8fa7a2d1558fac27b7.bindPopup(popup_9679f6342489419080245f7a31155a13)
        ;

        
    
    
            var circle_marker_1fd82e805d5e4d3eb11be6858ba665d7 = L.circleMarker(
                [43.6514939, -79.3754179],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_c040e7f0a5b1487eac8eb95755bca635 = L.popup({"maxWidth": "100%"});

        
            var html_27cd4eb204654ba588f3448a074a48b1 = $(`<div id="html_27cd4eb204654ba588f3448a074a48b1" style="width: 100.0%; height: 100.0%;">St. James Town, Downtown Toronto</div>`)[0];
            popup_c040e7f0a5b1487eac8eb95755bca635.setContent(html_27cd4eb204654ba588f3448a074a48b1);
        

        circle_marker_1fd82e805d5e4d3eb11be6858ba665d7.bindPopup(popup_c040e7f0a5b1487eac8eb95755bca635)
        ;

        
    
    
            var circle_marker_bf104a4cf28c4b248845bd3d2f26cc38 = L.circleMarker(
                [43.6937813, -79.42819140000002],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_16f5fb5fe38d462884a40afa28031e29 = L.popup({"maxWidth": "100%"});

        
            var html_6c96f0d4da55477298d5a138a5fccb42 = $(`<div id="html_6c96f0d4da55477298d5a138a5fccb42" style="width: 100.0%; height: 100.0%;">Humewood-Cedarvale, York</div>`)[0];
            popup_16f5fb5fe38d462884a40afa28031e29.setContent(html_6c96f0d4da55477298d5a138a5fccb42);
        

        circle_marker_bf104a4cf28c4b248845bd3d2f26cc38.bindPopup(popup_16f5fb5fe38d462884a40afa28031e29)
        ;

        
    
    
            var circle_marker_0469d28b91344fc4b8666abeac3d1e8e = L.circleMarker(
                [43.6435152, -79.57720079999999],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_eecbb11687a744d5b8783bd8f1116237 = L.popup({"maxWidth": "100%"});

        
            var html_5c11974113ef424baeecafe62ae7e214 = $(`<div id="html_5c11974113ef424baeecafe62ae7e214" style="width: 100.0%; height: 100.0%;">Eringate, Bloordale Gardens, Old Burnhamthorpe, Markland Wood, Etobicoke</div>`)[0];
            popup_eecbb11687a744d5b8783bd8f1116237.setContent(html_5c11974113ef424baeecafe62ae7e214);
        

        circle_marker_0469d28b91344fc4b8666abeac3d1e8e.bindPopup(popup_eecbb11687a744d5b8783bd8f1116237)
        ;

        
    
    
            var circle_marker_ac590603f9f94feb808dd620350981d3 = L.circleMarker(
                [43.7635726, -79.1887115],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_7074ef27255b4d7995eb8530bd61f97b = L.popup({"maxWidth": "100%"});

        
            var html_6664a1bae0694d83bba68f42bd4d39d9 = $(`<div id="html_6664a1bae0694d83bba68f42bd4d39d9" style="width: 100.0%; height: 100.0%;">Guildwood, Morningside, West Hill, Scarborough</div>`)[0];
            popup_7074ef27255b4d7995eb8530bd61f97b.setContent(html_6664a1bae0694d83bba68f42bd4d39d9);
        

        circle_marker_ac590603f9f94feb808dd620350981d3.bindPopup(popup_7074ef27255b4d7995eb8530bd61f97b)
        ;

        
    
    
            var circle_marker_a69e3b6bb54e49348cfdf296cbd1d69b = L.circleMarker(
                [43.67635739999999, -79.2930312],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_b2b506e96705412494a0f2ea2ddc8b1c = L.popup({"maxWidth": "100%"});

        
            var html_6cc37fc0eab344eeaf6bf8be32c7f1ba = $(`<div id="html_6cc37fc0eab344eeaf6bf8be32c7f1ba" style="width: 100.0%; height: 100.0%;">The Beaches, East Toronto</div>`)[0];
            popup_b2b506e96705412494a0f2ea2ddc8b1c.setContent(html_6cc37fc0eab344eeaf6bf8be32c7f1ba);
        

        circle_marker_a69e3b6bb54e49348cfdf296cbd1d69b.bindPopup(popup_b2b506e96705412494a0f2ea2ddc8b1c)
        ;

        
    
    
            var circle_marker_e909f51a3ed245498e67191d1b09f94e = L.circleMarker(
                [43.644770799999996, -79.3733064],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_75390a4306dd41feaa3e95bb4f96f73b = L.popup({"maxWidth": "100%"});

        
            var html_31a46911f6ee4e53989c625dd735f958 = $(`<div id="html_31a46911f6ee4e53989c625dd735f958" style="width: 100.0%; height: 100.0%;">Berczy Park, Downtown Toronto</div>`)[0];
            popup_75390a4306dd41feaa3e95bb4f96f73b.setContent(html_31a46911f6ee4e53989c625dd735f958);
        

        circle_marker_e909f51a3ed245498e67191d1b09f94e.bindPopup(popup_75390a4306dd41feaa3e95bb4f96f73b)
        ;

        
    
    
            var circle_marker_2e5d7fd3b3e9462ab9555d831483667a = L.circleMarker(
                [43.6890256, -79.453512],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_3a23095c2c4449b08340c60614f40da9 = L.popup({"maxWidth": "100%"});

        
            var html_f5033901dec844f5ba7a04c2fcc2b479 = $(`<div id="html_f5033901dec844f5ba7a04c2fcc2b479" style="width: 100.0%; height: 100.0%;">Caledonia-Fairbanks, York</div>`)[0];
            popup_3a23095c2c4449b08340c60614f40da9.setContent(html_f5033901dec844f5ba7a04c2fcc2b479);
        

        circle_marker_2e5d7fd3b3e9462ab9555d831483667a.bindPopup(popup_3a23095c2c4449b08340c60614f40da9)
        ;

        
    
    
            var circle_marker_bc9a124f9d6c46c6bfc5e269b1acffd2 = L.circleMarker(
                [43.7709921, -79.21691740000001],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_4a68f83e9d264f7e89b0ae85fd04007e = L.popup({"maxWidth": "100%"});

        
            var html_0abbf65cd4fa44b7a1823593896ce730 = $(`<div id="html_0abbf65cd4fa44b7a1823593896ce730" style="width: 100.0%; height: 100.0%;">Woburn, Scarborough</div>`)[0];
            popup_4a68f83e9d264f7e89b0ae85fd04007e.setContent(html_0abbf65cd4fa44b7a1823593896ce730);
        

        circle_marker_bc9a124f9d6c46c6bfc5e269b1acffd2.bindPopup(popup_4a68f83e9d264f7e89b0ae85fd04007e)
        ;

        
    
    
            var circle_marker_154275cbec9046c4a3fdd78c37016e93 = L.circleMarker(
                [43.7090604, -79.3634517],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_b3f9ee86a86049c7a405cea3dffb89ec = L.popup({"maxWidth": "100%"});

        
            var html_97645036dd4f46b09d58ec9e0f846d13 = $(`<div id="html_97645036dd4f46b09d58ec9e0f846d13" style="width: 100.0%; height: 100.0%;">Leaside, East York</div>`)[0];
            popup_b3f9ee86a86049c7a405cea3dffb89ec.setContent(html_97645036dd4f46b09d58ec9e0f846d13);
        

        circle_marker_154275cbec9046c4a3fdd78c37016e93.bindPopup(popup_b3f9ee86a86049c7a405cea3dffb89ec)
        ;

        
    
    
            var circle_marker_361c3c9f4df34651bf1b3be946e00aa0 = L.circleMarker(
                [43.6579524, -79.3873826],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_c2b9d295cf3641db90081f1f16ae574b = L.popup({"maxWidth": "100%"});

        
            var html_1ee5084a3b4b4577b6a602124a465538 = $(`<div id="html_1ee5084a3b4b4577b6a602124a465538" style="width: 100.0%; height: 100.0%;">Central Bay Street, Downtown Toronto</div>`)[0];
            popup_c2b9d295cf3641db90081f1f16ae574b.setContent(html_1ee5084a3b4b4577b6a602124a465538);
        

        circle_marker_361c3c9f4df34651bf1b3be946e00aa0.bindPopup(popup_c2b9d295cf3641db90081f1f16ae574b)
        ;

        
    
    
            var circle_marker_ce128c4066e648fda89171c11054afc8 = L.circleMarker(
                [43.669542, -79.4225637],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_77a63a1189594186b949d7819c4a29aa = L.popup({"maxWidth": "100%"});

        
            var html_336e038310a9493d843d4585e59ced1e = $(`<div id="html_336e038310a9493d843d4585e59ced1e" style="width: 100.0%; height: 100.0%;">Christie, Downtown Toronto</div>`)[0];
            popup_77a63a1189594186b949d7819c4a29aa.setContent(html_336e038310a9493d843d4585e59ced1e);
        

        circle_marker_ce128c4066e648fda89171c11054afc8.bindPopup(popup_77a63a1189594186b949d7819c4a29aa)
        ;

        
    
    
            var circle_marker_2c6e4ae9d2ae4117ad89241cdeeac3c4 = L.circleMarker(
                [43.773136, -79.23947609999999],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_86a610bcb55f48168a2d2c7b59900dea = L.popup({"maxWidth": "100%"});

        
            var html_00b7285f21764084b108f81857f854f9 = $(`<div id="html_00b7285f21764084b108f81857f854f9" style="width: 100.0%; height: 100.0%;">Cedarbrae, Scarborough</div>`)[0];
            popup_86a610bcb55f48168a2d2c7b59900dea.setContent(html_00b7285f21764084b108f81857f854f9);
        

        circle_marker_2c6e4ae9d2ae4117ad89241cdeeac3c4.bindPopup(popup_86a610bcb55f48168a2d2c7b59900dea)
        ;

        
    
    
            var circle_marker_6cfeccd03aff478599e54f99e49b8113 = L.circleMarker(
                [43.8037622, -79.3634517],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_b8a91ffa899c41ceb51600cf198bc00b = L.popup({"maxWidth": "100%"});

        
            var html_5c64d75d9beb487b9b6d7f213d06ccc1 = $(`<div id="html_5c64d75d9beb487b9b6d7f213d06ccc1" style="width: 100.0%; height: 100.0%;">Hillcrest Village, North York</div>`)[0];
            popup_b8a91ffa899c41ceb51600cf198bc00b.setContent(html_5c64d75d9beb487b9b6d7f213d06ccc1);
        

        circle_marker_6cfeccd03aff478599e54f99e49b8113.bindPopup(popup_b8a91ffa899c41ceb51600cf198bc00b)
        ;

        
    
    
            var circle_marker_03d521dbb97f469cbf616a31afa91671 = L.circleMarker(
                [43.7543283, -79.4422593],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_9aed7ed9f97a4a078f8f58341bc03f9b = L.popup({"maxWidth": "100%"});

        
            var html_9808667648824fc7aa285b5c9fab7d91 = $(`<div id="html_9808667648824fc7aa285b5c9fab7d91" style="width: 100.0%; height: 100.0%;">Bathurst Manor, Wilson Heights, Downsview North, North York</div>`)[0];
            popup_9aed7ed9f97a4a078f8f58341bc03f9b.setContent(html_9808667648824fc7aa285b5c9fab7d91);
        

        circle_marker_03d521dbb97f469cbf616a31afa91671.bindPopup(popup_9aed7ed9f97a4a078f8f58341bc03f9b)
        ;

        
    
    
            var circle_marker_c42bba0753d44d25ad2831be7d10bbce = L.circleMarker(
                [43.7053689, -79.34937190000001],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_a433ff5198954def9eb38a55a8dd86cd = L.popup({"maxWidth": "100%"});

        
            var html_fdd223681a4443b6a1a43b39125120b3 = $(`<div id="html_fdd223681a4443b6a1a43b39125120b3" style="width: 100.0%; height: 100.0%;">Thorncliffe Park, East York</div>`)[0];
            popup_a433ff5198954def9eb38a55a8dd86cd.setContent(html_fdd223681a4443b6a1a43b39125120b3);
        

        circle_marker_c42bba0753d44d25ad2831be7d10bbce.bindPopup(popup_a433ff5198954def9eb38a55a8dd86cd)
        ;

        
    
    
            var circle_marker_54b5a67ff951411dbf1654a3f152f7bf = L.circleMarker(
                [43.65057120000001, -79.3845675],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_693e906e91604715a39313b8235777b8 = L.popup({"maxWidth": "100%"});

        
            var html_c2de89ff9a634da88b2a994c451900e9 = $(`<div id="html_c2de89ff9a634da88b2a994c451900e9" style="width: 100.0%; height: 100.0%;">Richmond, Adelaide, King, Downtown Toronto</div>`)[0];
            popup_693e906e91604715a39313b8235777b8.setContent(html_c2de89ff9a634da88b2a994c451900e9);
        

        circle_marker_54b5a67ff951411dbf1654a3f152f7bf.bindPopup(popup_693e906e91604715a39313b8235777b8)
        ;

        
    
    
            var circle_marker_b6f93ac9ce204329a49e9490a653582a = L.circleMarker(
                [43.66900510000001, -79.4422593],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_ac5ee59c5dab443198ba30582c9fe40e = L.popup({"maxWidth": "100%"});

        
            var html_4b17c3f93c454a91a4c70c6dc27cd229 = $(`<div id="html_4b17c3f93c454a91a4c70c6dc27cd229" style="width: 100.0%; height: 100.0%;">Dufferin, Dovercourt Village, West Toronto</div>`)[0];
            popup_ac5ee59c5dab443198ba30582c9fe40e.setContent(html_4b17c3f93c454a91a4c70c6dc27cd229);
        

        circle_marker_b6f93ac9ce204329a49e9490a653582a.bindPopup(popup_ac5ee59c5dab443198ba30582c9fe40e)
        ;

        
    
    
            var circle_marker_38edc4ebaba14d27a28420abd3a3719b = L.circleMarker(
                [43.7447342, -79.23947609999999],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_96ce28e8d5ea4b15bcce3b600324a2b0 = L.popup({"maxWidth": "100%"});

        
            var html_ac23511bc642442cbf9072aaabd21c1c = $(`<div id="html_ac23511bc642442cbf9072aaabd21c1c" style="width: 100.0%; height: 100.0%;">Scarborough Village, Scarborough</div>`)[0];
            popup_96ce28e8d5ea4b15bcce3b600324a2b0.setContent(html_ac23511bc642442cbf9072aaabd21c1c);
        

        circle_marker_38edc4ebaba14d27a28420abd3a3719b.bindPopup(popup_96ce28e8d5ea4b15bcce3b600324a2b0)
        ;

        
    
    
            var circle_marker_bb7f6a909e894d319129843819c10e2d = L.circleMarker(
                [43.7785175, -79.3465557],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_f3093f036b8645f183db07ebaaf57cb3 = L.popup({"maxWidth": "100%"});

        
            var html_d9ef88cbd5ff4dc9825d734168234fc3 = $(`<div id="html_d9ef88cbd5ff4dc9825d734168234fc3" style="width: 100.0%; height: 100.0%;">Fairview, Henry Farm, Oriole, North York</div>`)[0];
            popup_f3093f036b8645f183db07ebaaf57cb3.setContent(html_d9ef88cbd5ff4dc9825d734168234fc3);
        

        circle_marker_bb7f6a909e894d319129843819c10e2d.bindPopup(popup_f3093f036b8645f183db07ebaaf57cb3)
        ;

        
    
    
            var circle_marker_b210fe513d4940bfb2bf473090350c9a = L.circleMarker(
                [43.7679803, -79.48726190000001],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_698ffb81fbb24dc3bd28aa68bc4332c4 = L.popup({"maxWidth": "100%"});

        
            var html_dcc41bed15284ada984bc10058739925 = $(`<div id="html_dcc41bed15284ada984bc10058739925" style="width: 100.0%; height: 100.0%;">Northwood Park, York University, North York</div>`)[0];
            popup_698ffb81fbb24dc3bd28aa68bc4332c4.setContent(html_dcc41bed15284ada984bc10058739925);
        

        circle_marker_b210fe513d4940bfb2bf473090350c9a.bindPopup(popup_698ffb81fbb24dc3bd28aa68bc4332c4)
        ;

        
    
    
            var circle_marker_51da98b6d98d4bb89f9a96f1e193ac7c = L.circleMarker(
                [43.685347, -79.3381065],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_21407dd56df846b5b4da5f65fc002a33 = L.popup({"maxWidth": "100%"});

        
            var html_3efe57df50c64b1591242631332ca2b5 = $(`<div id="html_3efe57df50c64b1591242631332ca2b5" style="width: 100.0%; height: 100.0%;">East Toronto, Broadview North (Old East York), East York</div>`)[0];
            popup_21407dd56df846b5b4da5f65fc002a33.setContent(html_3efe57df50c64b1591242631332ca2b5);
        

        circle_marker_51da98b6d98d4bb89f9a96f1e193ac7c.bindPopup(popup_21407dd56df846b5b4da5f65fc002a33)
        ;

        
    
    
            var circle_marker_9fe687d094004b928482e1be2243ff46 = L.circleMarker(
                [43.6408157, -79.38175229999999],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_eff81308b574435cb0daf4b84a570ed4 = L.popup({"maxWidth": "100%"});

        
            var html_8dc70eb940444f85bec73f7643404484 = $(`<div id="html_8dc70eb940444f85bec73f7643404484" style="width: 100.0%; height: 100.0%;">Harbourfront East, Union Station, Toronto Islands, Downtown Toronto</div>`)[0];
            popup_eff81308b574435cb0daf4b84a570ed4.setContent(html_8dc70eb940444f85bec73f7643404484);
        

        circle_marker_9fe687d094004b928482e1be2243ff46.bindPopup(popup_eff81308b574435cb0daf4b84a570ed4)
        ;

        
    
    
            var circle_marker_7cd6f0e09dc647e180898e41a63339d1 = L.circleMarker(
                [43.647926700000006, -79.4197497],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_795a60d4d7094104ba307b4ed2822fa1 = L.popup({"maxWidth": "100%"});

        
            var html_65ebd1f3e5f942a2a8759936cae2bdd6 = $(`<div id="html_65ebd1f3e5f942a2a8759936cae2bdd6" style="width: 100.0%; height: 100.0%;">Little Portugal, Trinity, West Toronto</div>`)[0];
            popup_795a60d4d7094104ba307b4ed2822fa1.setContent(html_65ebd1f3e5f942a2a8759936cae2bdd6);
        

        circle_marker_7cd6f0e09dc647e180898e41a63339d1.bindPopup(popup_795a60d4d7094104ba307b4ed2822fa1)
        ;

        
    
    
            var circle_marker_1ea0bdf3cdb048d1962dc65f0d9c2f3e = L.circleMarker(
                [43.7279292, -79.26202940000002],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_69bec143cba74849b831d476e2af89aa = L.popup({"maxWidth": "100%"});

        
            var html_ec07337102c74023a755d0719e9f0a38 = $(`<div id="html_ec07337102c74023a755d0719e9f0a38" style="width: 100.0%; height: 100.0%;">Kennedy Park, Ionview, East Birchmount Park, Scarborough</div>`)[0];
            popup_69bec143cba74849b831d476e2af89aa.setContent(html_ec07337102c74023a755d0719e9f0a38);
        

        circle_marker_1ea0bdf3cdb048d1962dc65f0d9c2f3e.bindPopup(popup_69bec143cba74849b831d476e2af89aa)
        ;

        
    
    
            var circle_marker_27acf304f1a0463dbd84fa518d2e39d4 = L.circleMarker(
                [43.7869473, -79.385975],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_8e33c96ecb844de7bf05ac529d813030 = L.popup({"maxWidth": "100%"});

        
            var html_4121aa741a9041ef83c6d494a74d4bf9 = $(`<div id="html_4121aa741a9041ef83c6d494a74d4bf9" style="width: 100.0%; height: 100.0%;">Bayview Village, North York</div>`)[0];
            popup_8e33c96ecb844de7bf05ac529d813030.setContent(html_4121aa741a9041ef83c6d494a74d4bf9);
        

        circle_marker_27acf304f1a0463dbd84fa518d2e39d4.bindPopup(popup_8e33c96ecb844de7bf05ac529d813030)
        ;

        
    
    
            var circle_marker_27a8ff4dfdfc4647afcfe80deb98d173 = L.circleMarker(
                [43.737473200000004, -79.46476329999999],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_9837aa00599341c5adc1f1b1296ff379 = L.popup({"maxWidth": "100%"});

        
            var html_022051662a0841bf8da8da5a34fdc5f6 = $(`<div id="html_022051662a0841bf8da8da5a34fdc5f6" style="width: 100.0%; height: 100.0%;">Downsview, North York</div>`)[0];
            popup_9837aa00599341c5adc1f1b1296ff379.setContent(html_022051662a0841bf8da8da5a34fdc5f6);
        

        circle_marker_27a8ff4dfdfc4647afcfe80deb98d173.bindPopup(popup_9837aa00599341c5adc1f1b1296ff379)
        ;

        
    
    
            var circle_marker_e11f292399f2469f801075ed4b77b384 = L.circleMarker(
                [43.6795571, -79.352188],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_9d4bd40c1a5a47c4bde652dfe7e6b0ac = L.popup({"maxWidth": "100%"});

        
            var html_12862aa7413245cab6cdd1c9c6353206 = $(`<div id="html_12862aa7413245cab6cdd1c9c6353206" style="width: 100.0%; height: 100.0%;">The Danforth West, Riverdale, East Toronto</div>`)[0];
            popup_9d4bd40c1a5a47c4bde652dfe7e6b0ac.setContent(html_12862aa7413245cab6cdd1c9c6353206);
        

        circle_marker_e11f292399f2469f801075ed4b77b384.bindPopup(popup_9d4bd40c1a5a47c4bde652dfe7e6b0ac)
        ;

        
    
    
            var circle_marker_a102b8c100b547598423a04a0f34442d = L.circleMarker(
                [43.6471768, -79.38157640000001],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_f79ae330e70344778ad0346748ec3fa3 = L.popup({"maxWidth": "100%"});

        
            var html_7fd32b71a6ab408ba3b16a1142fef543 = $(`<div id="html_7fd32b71a6ab408ba3b16a1142fef543" style="width: 100.0%; height: 100.0%;">Toronto Dominion Centre, Design Exchange, Downtown Toronto</div>`)[0];
            popup_f79ae330e70344778ad0346748ec3fa3.setContent(html_7fd32b71a6ab408ba3b16a1142fef543);
        

        circle_marker_a102b8c100b547598423a04a0f34442d.bindPopup(popup_f79ae330e70344778ad0346748ec3fa3)
        ;

        
    
    
            var circle_marker_b6e6fd04a7d64bce891c3cf8bf8814af = L.circleMarker(
                [43.6368472, -79.42819140000002],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_17ad341e999940c9812605f0f694e0ef = L.popup({"maxWidth": "100%"});

        
            var html_163960124aa74610beb45b230efacf0d = $(`<div id="html_163960124aa74610beb45b230efacf0d" style="width: 100.0%; height: 100.0%;">Brockton, Parkdale Village, Exhibition Place, West Toronto</div>`)[0];
            popup_17ad341e999940c9812605f0f694e0ef.setContent(html_163960124aa74610beb45b230efacf0d);
        

        circle_marker_b6e6fd04a7d64bce891c3cf8bf8814af.bindPopup(popup_17ad341e999940c9812605f0f694e0ef)
        ;

        
    
    
            var circle_marker_9c32cf572d924686aff722c3a73bfb89 = L.circleMarker(
                [43.711111700000004, -79.2845772],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_e1824cc52a0440c497d1cac9d305f364 = L.popup({"maxWidth": "100%"});

        
            var html_eeaf62b51bc54016bfd4ed04ac511330 = $(`<div id="html_eeaf62b51bc54016bfd4ed04ac511330" style="width: 100.0%; height: 100.0%;">Golden Mile, Clairlea, Oakridge, Scarborough</div>`)[0];
            popup_e1824cc52a0440c497d1cac9d305f364.setContent(html_eeaf62b51bc54016bfd4ed04ac511330);
        

        circle_marker_9c32cf572d924686aff722c3a73bfb89.bindPopup(popup_e1824cc52a0440c497d1cac9d305f364)
        ;

        
    
    
            var circle_marker_7b3617129ae44a5c9148f6c068f55ff2 = L.circleMarker(
                [43.7574902, -79.37471409999999],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_72fcc114c23447da9f92b3b6b18109ec = L.popup({"maxWidth": "100%"});

        
            var html_20c1cfb14a344683ba6dbbdcbf0b5edb = $(`<div id="html_20c1cfb14a344683ba6dbbdcbf0b5edb" style="width: 100.0%; height: 100.0%;">York Mills, Silver Hills, North York</div>`)[0];
            popup_72fcc114c23447da9f92b3b6b18109ec.setContent(html_20c1cfb14a344683ba6dbbdcbf0b5edb);
        

        circle_marker_7b3617129ae44a5c9148f6c068f55ff2.bindPopup(popup_72fcc114c23447da9f92b3b6b18109ec)
        ;

        
    
    
            var circle_marker_4124a62f39ec41d6a12fc1ef0a3abff6 = L.circleMarker(
                [43.7390146, -79.5069436],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_b5034e0027dd4184a1e4c2c36d063f46 = L.popup({"maxWidth": "100%"});

        
            var html_729beb6cf61d41298f799e903dee363c = $(`<div id="html_729beb6cf61d41298f799e903dee363c" style="width: 100.0%; height: 100.0%;">Downsview, North York</div>`)[0];
            popup_b5034e0027dd4184a1e4c2c36d063f46.setContent(html_729beb6cf61d41298f799e903dee363c);
        

        circle_marker_4124a62f39ec41d6a12fc1ef0a3abff6.bindPopup(popup_b5034e0027dd4184a1e4c2c36d063f46)
        ;

        
    
    
            var circle_marker_60c3d03f8be04cfa83077935180b4046 = L.circleMarker(
                [43.6689985, -79.31557159999998],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_6274549a83fe4cc6bcac7a6056a76579 = L.popup({"maxWidth": "100%"});

        
            var html_e316575dd55c441dbf7d44dde74c8d04 = $(`<div id="html_e316575dd55c441dbf7d44dde74c8d04" style="width: 100.0%; height: 100.0%;">India Bazaar, The Beaches West, East Toronto</div>`)[0];
            popup_6274549a83fe4cc6bcac7a6056a76579.setContent(html_e316575dd55c441dbf7d44dde74c8d04);
        

        circle_marker_60c3d03f8be04cfa83077935180b4046.bindPopup(popup_6274549a83fe4cc6bcac7a6056a76579)
        ;

        
    
    
            var circle_marker_d3780d8fc3a94cf9a16b855605bcad57 = L.circleMarker(
                [43.6481985, -79.37981690000001],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_48bacee924d8491eb3992b5fced7e834 = L.popup({"maxWidth": "100%"});

        
            var html_8a8a46823f934562a8ed9df531e1b529 = $(`<div id="html_8a8a46823f934562a8ed9df531e1b529" style="width: 100.0%; height: 100.0%;">Commerce Court, Victoria Hotel, Downtown Toronto</div>`)[0];
            popup_48bacee924d8491eb3992b5fced7e834.setContent(html_8a8a46823f934562a8ed9df531e1b529);
        

        circle_marker_d3780d8fc3a94cf9a16b855605bcad57.bindPopup(popup_48bacee924d8491eb3992b5fced7e834)
        ;

        
    
    
            var circle_marker_6f5586ad66d7411ba85483abe51d9b5d = L.circleMarker(
                [43.713756200000006, -79.4900738],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_5301e5b34bf644e0bc17eb3e3c0ff9f2 = L.popup({"maxWidth": "100%"});

        
            var html_fab65b8c5d0c4e3f9b73dd1bdf3066a8 = $(`<div id="html_fab65b8c5d0c4e3f9b73dd1bdf3066a8" style="width: 100.0%; height: 100.0%;">North Park, Maple Leaf Park, Upwood Park, North York</div>`)[0];
            popup_5301e5b34bf644e0bc17eb3e3c0ff9f2.setContent(html_fab65b8c5d0c4e3f9b73dd1bdf3066a8);
        

        circle_marker_6f5586ad66d7411ba85483abe51d9b5d.bindPopup(popup_5301e5b34bf644e0bc17eb3e3c0ff9f2)
        ;

        
    
    
            var circle_marker_6577308a37a84c29815c0032158a2fdd = L.circleMarker(
                [43.7563033, -79.56596329999999],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_31dc8b694a2c4a7b88f8c6bd10d50768 = L.popup({"maxWidth": "100%"});

        
            var html_5300f56f2ecb4cd08f01d0977f73b22a = $(`<div id="html_5300f56f2ecb4cd08f01d0977f73b22a" style="width: 100.0%; height: 100.0%;">Humber Summit, North York</div>`)[0];
            popup_31dc8b694a2c4a7b88f8c6bd10d50768.setContent(html_5300f56f2ecb4cd08f01d0977f73b22a);
        

        circle_marker_6577308a37a84c29815c0032158a2fdd.bindPopup(popup_31dc8b694a2c4a7b88f8c6bd10d50768)
        ;

        
    
    
            var circle_marker_d7b655926a664b3395e63afade2ee1c0 = L.circleMarker(
                [43.716316, -79.23947609999999],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_76824bfad3e6458fbe2f5e5b924ee86f = L.popup({"maxWidth": "100%"});

        
            var html_2974a1de6f584a07bdbb50f407ab0175 = $(`<div id="html_2974a1de6f584a07bdbb50f407ab0175" style="width: 100.0%; height: 100.0%;">Cliffside, Cliffcrest, Scarborough Village West, Scarborough</div>`)[0];
            popup_76824bfad3e6458fbe2f5e5b924ee86f.setContent(html_2974a1de6f584a07bdbb50f407ab0175);
        

        circle_marker_d7b655926a664b3395e63afade2ee1c0.bindPopup(popup_76824bfad3e6458fbe2f5e5b924ee86f)
        ;

        
    
    
            var circle_marker_28a6ae7ec3a04488be3d406cb01f789b = L.circleMarker(
                [43.789053, -79.40849279999999],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_79adb14c5eb24fa4b2cd74e606ad3c18 = L.popup({"maxWidth": "100%"});

        
            var html_70d894e0b38c4844b97177ff6ff3aac5 = $(`<div id="html_70d894e0b38c4844b97177ff6ff3aac5" style="width: 100.0%; height: 100.0%;">Willowdale, Newtonbrook, North York</div>`)[0];
            popup_79adb14c5eb24fa4b2cd74e606ad3c18.setContent(html_70d894e0b38c4844b97177ff6ff3aac5);
        

        circle_marker_28a6ae7ec3a04488be3d406cb01f789b.bindPopup(popup_79adb14c5eb24fa4b2cd74e606ad3c18)
        ;

        
    
    
            var circle_marker_ed9c16fe48ad44679b71beac536044e5 = L.circleMarker(
                [43.7284964, -79.49569740000001],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_1462d82b2e7b439faaab94013833e031 = L.popup({"maxWidth": "100%"});

        
            var html_a2594e6acca34f9b9b1ca5dad6f3bbd5 = $(`<div id="html_a2594e6acca34f9b9b1ca5dad6f3bbd5" style="width: 100.0%; height: 100.0%;">Downsview, North York</div>`)[0];
            popup_1462d82b2e7b439faaab94013833e031.setContent(html_a2594e6acca34f9b9b1ca5dad6f3bbd5);
        

        circle_marker_ed9c16fe48ad44679b71beac536044e5.bindPopup(popup_1462d82b2e7b439faaab94013833e031)
        ;

        
    
    
            var circle_marker_0b6a68481e954613a2fc9b954c36e4fb = L.circleMarker(
                [43.6595255, -79.340923],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_2ff70597fa234a66a0ddf1de745d7192 = L.popup({"maxWidth": "100%"});

        
            var html_3b489ceedfa74a579513d5dacdb30d4b = $(`<div id="html_3b489ceedfa74a579513d5dacdb30d4b" style="width: 100.0%; height: 100.0%;">Studio District, East Toronto</div>`)[0];
            popup_2ff70597fa234a66a0ddf1de745d7192.setContent(html_3b489ceedfa74a579513d5dacdb30d4b);
        

        circle_marker_0b6a68481e954613a2fc9b954c36e4fb.bindPopup(popup_2ff70597fa234a66a0ddf1de745d7192)
        ;

        
    
    
            var circle_marker_2008c3b97296498e8405ff7acc3c8e9d = L.circleMarker(
                [43.7332825, -79.4197497],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_eaafedbd30564c559e8c5ec55d0ad9a8 = L.popup({"maxWidth": "100%"});

        
            var html_2a090b8a892e4ae9a32ff2bf21cc7e6b = $(`<div id="html_2a090b8a892e4ae9a32ff2bf21cc7e6b" style="width: 100.0%; height: 100.0%;">Bedford Park, Lawrence Manor East, North York</div>`)[0];
            popup_eaafedbd30564c559e8c5ec55d0ad9a8.setContent(html_2a090b8a892e4ae9a32ff2bf21cc7e6b);
        

        circle_marker_2008c3b97296498e8405ff7acc3c8e9d.bindPopup(popup_eaafedbd30564c559e8c5ec55d0ad9a8)
        ;

        
    
    
            var circle_marker_f6f9b2d2bc3e46a3acabbb60a2545011 = L.circleMarker(
                [43.6911158, -79.47601329999999],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_f376ae2099ee4e1eb3979c41689de713 = L.popup({"maxWidth": "100%"});

        
            var html_1c7634bf30294ac18b367bd132c91573 = $(`<div id="html_1c7634bf30294ac18b367bd132c91573" style="width: 100.0%; height: 100.0%;">Del Ray, Mount Dennis, Keelsdale and Silverthorn, York</div>`)[0];
            popup_f376ae2099ee4e1eb3979c41689de713.setContent(html_1c7634bf30294ac18b367bd132c91573);
        

        circle_marker_f6f9b2d2bc3e46a3acabbb60a2545011.bindPopup(popup_f376ae2099ee4e1eb3979c41689de713)
        ;

        
    
    
            var circle_marker_619456709ff94de4b0c7672919c94b21 = L.circleMarker(
                [43.7247659, -79.53224240000002],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_ffe165abdf0048e9a668517b87d16706 = L.popup({"maxWidth": "100%"});

        
            var html_b384112e82b34d888f48fd4fe5ceb28d = $(`<div id="html_b384112e82b34d888f48fd4fe5ceb28d" style="width: 100.0%; height: 100.0%;">Humberlea, Emery, North York</div>`)[0];
            popup_ffe165abdf0048e9a668517b87d16706.setContent(html_b384112e82b34d888f48fd4fe5ceb28d);
        

        circle_marker_619456709ff94de4b0c7672919c94b21.bindPopup(popup_ffe165abdf0048e9a668517b87d16706)
        ;

        
    
    
            var circle_marker_c7f3b727684e4b0695897ac0e14e4037 = L.circleMarker(
                [43.692657000000004, -79.2648481],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_4af5a0db7cfb49c6b424b78d004109ab = L.popup({"maxWidth": "100%"});

        
            var html_79353313fa9e445e9d8a8b018efa36b4 = $(`<div id="html_79353313fa9e445e9d8a8b018efa36b4" style="width: 100.0%; height: 100.0%;">Birch Cliff, Cliffside West, Scarborough</div>`)[0];
            popup_4af5a0db7cfb49c6b424b78d004109ab.setContent(html_79353313fa9e445e9d8a8b018efa36b4);
        

        circle_marker_c7f3b727684e4b0695897ac0e14e4037.bindPopup(popup_4af5a0db7cfb49c6b424b78d004109ab)
        ;

        
    
    
            var circle_marker_6014c24c3b4e47e78f8844f1f5b0de0a = L.circleMarker(
                [43.7701199, -79.40849279999999],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_ec4e86c2dfb1408d909d4fed58424a95 = L.popup({"maxWidth": "100%"});

        
            var html_45873c81392a4260aecf05f86c6b4cd5 = $(`<div id="html_45873c81392a4260aecf05f86c6b4cd5" style="width: 100.0%; height: 100.0%;">Willowdale, Willowdale East, North York</div>`)[0];
            popup_ec4e86c2dfb1408d909d4fed58424a95.setContent(html_45873c81392a4260aecf05f86c6b4cd5);
        

        circle_marker_6014c24c3b4e47e78f8844f1f5b0de0a.bindPopup(popup_ec4e86c2dfb1408d909d4fed58424a95)
        ;

        
    
    
            var circle_marker_65014ab97e8941b59ebbb97fc3a34678 = L.circleMarker(
                [43.7616313, -79.52099940000001],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_bcdcd85d464e41ea84c4e2fdbf23d1de = L.popup({"maxWidth": "100%"});

        
            var html_029caf18aace498f942451dffc17c0c5 = $(`<div id="html_029caf18aace498f942451dffc17c0c5" style="width: 100.0%; height: 100.0%;">Downsview, North York</div>`)[0];
            popup_bcdcd85d464e41ea84c4e2fdbf23d1de.setContent(html_029caf18aace498f942451dffc17c0c5);
        

        circle_marker_65014ab97e8941b59ebbb97fc3a34678.bindPopup(popup_bcdcd85d464e41ea84c4e2fdbf23d1de)
        ;

        
    
    
            var circle_marker_2abd1be6dfd145959cbec5ad6273a857 = L.circleMarker(
                [43.7280205, -79.3887901],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_bf9f8456f573437a8f44c22f16d98d82 = L.popup({"maxWidth": "100%"});

        
            var html_cc6172d325f54882ba5a51cc91ad6113 = $(`<div id="html_cc6172d325f54882ba5a51cc91ad6113" style="width: 100.0%; height: 100.0%;">Lawrence Park, Central Toronto</div>`)[0];
            popup_bf9f8456f573437a8f44c22f16d98d82.setContent(html_cc6172d325f54882ba5a51cc91ad6113);
        

        circle_marker_2abd1be6dfd145959cbec5ad6273a857.bindPopup(popup_bf9f8456f573437a8f44c22f16d98d82)
        ;

        
    
    
            var circle_marker_071e15eb79464744b08207150d86d23f = L.circleMarker(
                [43.7116948, -79.41693559999999],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_34f1bd0294d3410dbf6eb66e1227b168 = L.popup({"maxWidth": "100%"});

        
            var html_e9c9b25c5923470daaf0dd7b59adf1a5 = $(`<div id="html_e9c9b25c5923470daaf0dd7b59adf1a5" style="width: 100.0%; height: 100.0%;">Roselawn, Central Toronto</div>`)[0];
            popup_34f1bd0294d3410dbf6eb66e1227b168.setContent(html_e9c9b25c5923470daaf0dd7b59adf1a5);
        

        circle_marker_071e15eb79464744b08207150d86d23f.bindPopup(popup_34f1bd0294d3410dbf6eb66e1227b168)
        ;

        
    
    
            var circle_marker_1bb166071f4b4561a913abac0713b89e = L.circleMarker(
                [43.67318529999999, -79.48726190000001],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_acc7dc5eead3421ebc62dfa84b9d172b = L.popup({"maxWidth": "100%"});

        
            var html_4d16ec07660b49ed9903aadbd8763805 = $(`<div id="html_4d16ec07660b49ed9903aadbd8763805" style="width: 100.0%; height: 100.0%;">Runnymede, The Junction North, York</div>`)[0];
            popup_acc7dc5eead3421ebc62dfa84b9d172b.setContent(html_4d16ec07660b49ed9903aadbd8763805);
        

        circle_marker_1bb166071f4b4561a913abac0713b89e.bindPopup(popup_acc7dc5eead3421ebc62dfa84b9d172b)
        ;

        
    
    
            var circle_marker_2a24f71fe89242a89a3d7b6e17690323 = L.circleMarker(
                [43.706876, -79.51818840000001],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_efbd22fd8cb44543ab2264228f512534 = L.popup({"maxWidth": "100%"});

        
            var html_e99ced52664a4e92853e9a8525757e6a = $(`<div id="html_e99ced52664a4e92853e9a8525757e6a" style="width: 100.0%; height: 100.0%;">Weston, York</div>`)[0];
            popup_efbd22fd8cb44543ab2264228f512534.setContent(html_e99ced52664a4e92853e9a8525757e6a);
        

        circle_marker_2a24f71fe89242a89a3d7b6e17690323.bindPopup(popup_efbd22fd8cb44543ab2264228f512534)
        ;

        
    
    
            var circle_marker_8875c300d75d4558af04dfbd45baf82c = L.circleMarker(
                [43.7574096, -79.27330400000001],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_8c08f957a68041248db3e20cf555f244 = L.popup({"maxWidth": "100%"});

        
            var html_4515e860b69b46358bf74d1814350fdd = $(`<div id="html_4515e860b69b46358bf74d1814350fdd" style="width: 100.0%; height: 100.0%;">Dorset Park, Wexford Heights, Scarborough Town Centre, Scarborough</div>`)[0];
            popup_8c08f957a68041248db3e20cf555f244.setContent(html_4515e860b69b46358bf74d1814350fdd);
        

        circle_marker_8875c300d75d4558af04dfbd45baf82c.bindPopup(popup_8c08f957a68041248db3e20cf555f244)
        ;

        
    
    
            var circle_marker_c0f923064df243a3b2c53b36a93b21f5 = L.circleMarker(
                [43.752758299999996, -79.4000493],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_705fd5669f544a86b3526d585e1b50e4 = L.popup({"maxWidth": "100%"});

        
            var html_5e68f1b1e27f4a2393e8d0c9b7edf818 = $(`<div id="html_5e68f1b1e27f4a2393e8d0c9b7edf818" style="width: 100.0%; height: 100.0%;">York Mills West, North York</div>`)[0];
            popup_705fd5669f544a86b3526d585e1b50e4.setContent(html_5e68f1b1e27f4a2393e8d0c9b7edf818);
        

        circle_marker_c0f923064df243a3b2c53b36a93b21f5.bindPopup(popup_705fd5669f544a86b3526d585e1b50e4)
        ;

        
    
    
            var circle_marker_059d4ba79bd04c3ba8fe6e11ffade0c1 = L.circleMarker(
                [43.7127511, -79.3901975],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_a49a4747027840daa8badcb46f1760ec = L.popup({"maxWidth": "100%"});

        
            var html_1f76cda9555244e3bbc3abd48bbf239a = $(`<div id="html_1f76cda9555244e3bbc3abd48bbf239a" style="width: 100.0%; height: 100.0%;">Davisville North, Central Toronto</div>`)[0];
            popup_a49a4747027840daa8badcb46f1760ec.setContent(html_1f76cda9555244e3bbc3abd48bbf239a);
        

        circle_marker_059d4ba79bd04c3ba8fe6e11ffade0c1.bindPopup(popup_a49a4747027840daa8badcb46f1760ec)
        ;

        
    
    
            var circle_marker_0982e363686b4bd7bede782c80c96404 = L.circleMarker(
                [43.6969476, -79.41130720000001],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_e6d18821a6434f13842c83ee6de53c06 = L.popup({"maxWidth": "100%"});

        
            var html_7bb87600053e4bbb83e4b8adf469a943 = $(`<div id="html_7bb87600053e4bbb83e4b8adf469a943" style="width: 100.0%; height: 100.0%;">Forest Hill North &amp; West, Forest Hill Road Park, Central Toronto</div>`)[0];
            popup_e6d18821a6434f13842c83ee6de53c06.setContent(html_7bb87600053e4bbb83e4b8adf469a943);
        

        circle_marker_0982e363686b4bd7bede782c80c96404.bindPopup(popup_e6d18821a6434f13842c83ee6de53c06)
        ;

        
    
    
            var circle_marker_c9db95b111a9427184820b427199f538 = L.circleMarker(
                [43.6616083, -79.46476329999999],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_ce0e12f0775a41de9def9884b4674f62 = L.popup({"maxWidth": "100%"});

        
            var html_3840cb82dbf34a7ea45572559396a863 = $(`<div id="html_3840cb82dbf34a7ea45572559396a863" style="width: 100.0%; height: 100.0%;">High Park, The Junction South, West Toronto</div>`)[0];
            popup_ce0e12f0775a41de9def9884b4674f62.setContent(html_3840cb82dbf34a7ea45572559396a863);
        

        circle_marker_c9db95b111a9427184820b427199f538.bindPopup(popup_ce0e12f0775a41de9def9884b4674f62)
        ;

        
    
    
            var circle_marker_50dc480c9aca49bca24d720dedad0f77 = L.circleMarker(
                [43.696319, -79.53224240000002],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_3588b78d73b643c29dc72b83310d1e00 = L.popup({"maxWidth": "100%"});

        
            var html_286ad070bdc24ee3b37e2ad1a16a2393 = $(`<div id="html_286ad070bdc24ee3b37e2ad1a16a2393" style="width: 100.0%; height: 100.0%;">Westmount, Etobicoke</div>`)[0];
            popup_3588b78d73b643c29dc72b83310d1e00.setContent(html_286ad070bdc24ee3b37e2ad1a16a2393);
        

        circle_marker_50dc480c9aca49bca24d720dedad0f77.bindPopup(popup_3588b78d73b643c29dc72b83310d1e00)
        ;

        
    
    
            var circle_marker_a96f3c5dd46d4dc6927ad27b06ededd8 = L.circleMarker(
                [43.750071500000004, -79.2958491],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_2e34afa50c174b23982632253e6b195c = L.popup({"maxWidth": "100%"});

        
            var html_70095413b07f4bf28302fdba3d11f52f = $(`<div id="html_70095413b07f4bf28302fdba3d11f52f" style="width: 100.0%; height: 100.0%;">Wexford, Maryvale, Scarborough</div>`)[0];
            popup_2e34afa50c174b23982632253e6b195c.setContent(html_70095413b07f4bf28302fdba3d11f52f);
        

        circle_marker_a96f3c5dd46d4dc6927ad27b06ededd8.bindPopup(popup_2e34afa50c174b23982632253e6b195c)
        ;

        
    
    
            var circle_marker_f9794fdab5bd442fa2bec35af9e034b8 = L.circleMarker(
                [43.7827364, -79.4422593],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_b2f8bceb5ba4411d84929b32209a007e = L.popup({"maxWidth": "100%"});

        
            var html_3f16890a3d6347598c75147a48699272 = $(`<div id="html_3f16890a3d6347598c75147a48699272" style="width: 100.0%; height: 100.0%;">Willowdale, Willowdale West, North York</div>`)[0];
            popup_b2f8bceb5ba4411d84929b32209a007e.setContent(html_3f16890a3d6347598c75147a48699272);
        

        circle_marker_f9794fdab5bd442fa2bec35af9e034b8.bindPopup(popup_b2f8bceb5ba4411d84929b32209a007e)
        ;

        
    
    
            var circle_marker_ac26ebf45c48438ca666a7023d38477a = L.circleMarker(
                [43.7153834, -79.40567840000001],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_8f36e78909614965813bd35a2e69275e = L.popup({"maxWidth": "100%"});

        
            var html_5c540c74a0734b53a73d65eff23a6b72 = $(`<div id="html_5c540c74a0734b53a73d65eff23a6b72" style="width: 100.0%; height: 100.0%;">North Toronto West, Lawrence Park, Central Toronto</div>`)[0];
            popup_8f36e78909614965813bd35a2e69275e.setContent(html_5c540c74a0734b53a73d65eff23a6b72);
        

        circle_marker_ac26ebf45c48438ca666a7023d38477a.bindPopup(popup_8f36e78909614965813bd35a2e69275e)
        ;

        
    
    
            var circle_marker_cc294aea42024db2b38dbf0c9b9eb616 = L.circleMarker(
                [43.6727097, -79.40567840000001],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_185587d533df40088ca966b736093026 = L.popup({"maxWidth": "100%"});

        
            var html_c97a446b65624cc3913024542326f13e = $(`<div id="html_c97a446b65624cc3913024542326f13e" style="width: 100.0%; height: 100.0%;">The Annex, North Midtown, Yorkville, Central Toronto</div>`)[0];
            popup_185587d533df40088ca966b736093026.setContent(html_c97a446b65624cc3913024542326f13e);
        

        circle_marker_cc294aea42024db2b38dbf0c9b9eb616.bindPopup(popup_185587d533df40088ca966b736093026)
        ;

        
    
    
            var circle_marker_7f4cb25c212f4c73bfa01fe9514894d9 = L.circleMarker(
                [43.6489597, -79.456325],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_0b32ece9e34045a7b3c98380f5b7c62a = L.popup({"maxWidth": "100%"});

        
            var html_c92a27487cfc4814917cddf8298e043d = $(`<div id="html_c92a27487cfc4814917cddf8298e043d" style="width: 100.0%; height: 100.0%;">Parkdale, Roncesvalles, West Toronto</div>`)[0];
            popup_0b32ece9e34045a7b3c98380f5b7c62a.setContent(html_c92a27487cfc4814917cddf8298e043d);
        

        circle_marker_7f4cb25c212f4c73bfa01fe9514894d9.bindPopup(popup_0b32ece9e34045a7b3c98380f5b7c62a)
        ;

        
    
    
            var circle_marker_7eba62c3ead945c8ae0d05d162e061d0 = L.circleMarker(
                [43.6369656, -79.61581899999999],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_dbea2ba6a4124add98458117cb13475e = L.popup({"maxWidth": "100%"});

        
            var html_051eef2a88b0445a9bf39d3c05ec7e8c = $(`<div id="html_051eef2a88b0445a9bf39d3c05ec7e8c" style="width: 100.0%; height: 100.0%;">Canada Post Gateway Processing Centre, Mississauga</div>`)[0];
            popup_dbea2ba6a4124add98458117cb13475e.setContent(html_051eef2a88b0445a9bf39d3c05ec7e8c);
        

        circle_marker_7eba62c3ead945c8ae0d05d162e061d0.bindPopup(popup_dbea2ba6a4124add98458117cb13475e)
        ;

        
    
    
            var circle_marker_ecc906816a6b401d806f78fa61945c74 = L.circleMarker(
                [43.6889054, -79.55472440000001],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_992887e5f5304314aa0e0cf3b47d8a8b = L.popup({"maxWidth": "100%"});

        
            var html_f7e2f73054a34cb0b4c4f36b9d2449aa = $(`<div id="html_f7e2f73054a34cb0b4c4f36b9d2449aa" style="width: 100.0%; height: 100.0%;">Kingsview Village, St. Phillips, Martin Grove Gardens, Richview Gardens, Etobicoke</div>`)[0];
            popup_992887e5f5304314aa0e0cf3b47d8a8b.setContent(html_f7e2f73054a34cb0b4c4f36b9d2449aa);
        

        circle_marker_ecc906816a6b401d806f78fa61945c74.bindPopup(popup_992887e5f5304314aa0e0cf3b47d8a8b)
        ;

        
    
    
            var circle_marker_d997a1808fee410d8b2746a23be2c9db = L.circleMarker(
                [43.7942003, -79.26202940000002],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_27a48f951b53416089d67908a55e3e13 = L.popup({"maxWidth": "100%"});

        
            var html_46e72c5716c94e28a0038e8aa10fbad4 = $(`<div id="html_46e72c5716c94e28a0038e8aa10fbad4" style="width: 100.0%; height: 100.0%;">Agincourt, Scarborough</div>`)[0];
            popup_27a48f951b53416089d67908a55e3e13.setContent(html_46e72c5716c94e28a0038e8aa10fbad4);
        

        circle_marker_d997a1808fee410d8b2746a23be2c9db.bindPopup(popup_27a48f951b53416089d67908a55e3e13)
        ;

        
    
    
            var circle_marker_b0f1869ddf4447caa406e060cd996a78 = L.circleMarker(
                [43.7043244, -79.3887901],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_b4b00188cd014321bf658783ea93d0bd = L.popup({"maxWidth": "100%"});

        
            var html_dd005ec4b5fe48ff8a9f926258cff134 = $(`<div id="html_dd005ec4b5fe48ff8a9f926258cff134" style="width: 100.0%; height: 100.0%;">Davisville, Central Toronto</div>`)[0];
            popup_b4b00188cd014321bf658783ea93d0bd.setContent(html_dd005ec4b5fe48ff8a9f926258cff134);
        

        circle_marker_b0f1869ddf4447caa406e060cd996a78.bindPopup(popup_b4b00188cd014321bf658783ea93d0bd)
        ;

        
    
    
            var circle_marker_1527e018f8b546259f977ab23c789a2b = L.circleMarker(
                [43.6626956, -79.4000493],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_73d137d36d844f22b502299a65b633da = L.popup({"maxWidth": "100%"});

        
            var html_472306c3c7bb47fa873f6c20551ac665 = $(`<div id="html_472306c3c7bb47fa873f6c20551ac665" style="width: 100.0%; height: 100.0%;">University of Toronto, Harbord, Downtown Toronto</div>`)[0];
            popup_73d137d36d844f22b502299a65b633da.setContent(html_472306c3c7bb47fa873f6c20551ac665);
        

        circle_marker_1527e018f8b546259f977ab23c789a2b.bindPopup(popup_73d137d36d844f22b502299a65b633da)
        ;

        
    
    
            var circle_marker_a6435912783840448a7a85416a87ab9f = L.circleMarker(
                [43.6515706, -79.4844499],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_05894cba797f47ee89fdeda4e237b736 = L.popup({"maxWidth": "100%"});

        
            var html_e98834b6de4c4908b71908e0953cd7c9 = $(`<div id="html_e98834b6de4c4908b71908e0953cd7c9" style="width: 100.0%; height: 100.0%;">Runnymede, Swansea, West Toronto</div>`)[0];
            popup_05894cba797f47ee89fdeda4e237b736.setContent(html_e98834b6de4c4908b71908e0953cd7c9);
        

        circle_marker_a6435912783840448a7a85416a87ab9f.bindPopup(popup_05894cba797f47ee89fdeda4e237b736)
        ;

        
    
    
            var circle_marker_5ebe7f39d5b44c86bdbcbe16262d8b5f = L.circleMarker(
                [43.7816375, -79.3043021],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_59b23a56a38a4e408f35189cdaeb7257 = L.popup({"maxWidth": "100%"});

        
            var html_55e2ce0fae6249d28369155d94e8b51a = $(`<div id="html_55e2ce0fae6249d28369155d94e8b51a" style="width: 100.0%; height: 100.0%;">Clarks Corners, Tam O&#39;Shanter, Sullivan, Scarborough</div>`)[0];
            popup_59b23a56a38a4e408f35189cdaeb7257.setContent(html_55e2ce0fae6249d28369155d94e8b51a);
        

        circle_marker_5ebe7f39d5b44c86bdbcbe16262d8b5f.bindPopup(popup_59b23a56a38a4e408f35189cdaeb7257)
        ;

        
    
    
            var circle_marker_133ec251be6c45968833e8966ad62ae5 = L.circleMarker(
                [43.6895743, -79.38315990000001],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_66f56411f16b41e385bf3d596bc17069 = L.popup({"maxWidth": "100%"});

        
            var html_f627d6e108564fcfbb08a7c1fe4832ef = $(`<div id="html_f627d6e108564fcfbb08a7c1fe4832ef" style="width: 100.0%; height: 100.0%;">Moore Park, Summerhill East, Central Toronto</div>`)[0];
            popup_66f56411f16b41e385bf3d596bc17069.setContent(html_f627d6e108564fcfbb08a7c1fe4832ef);
        

        circle_marker_133ec251be6c45968833e8966ad62ae5.bindPopup(popup_66f56411f16b41e385bf3d596bc17069)
        ;

        
    
    
            var circle_marker_90aa93561743494180b81c2603cbf0c4 = L.circleMarker(
                [43.6532057, -79.4000493],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_21d16f9ad2b54b7c98a48061e3b725d4 = L.popup({"maxWidth": "100%"});

        
            var html_ccdbdd451ed74b7d8489cf6e5d1cc323 = $(`<div id="html_ccdbdd451ed74b7d8489cf6e5d1cc323" style="width: 100.0%; height: 100.0%;">Kensington Market, Chinatown, Grange Park, Downtown Toronto</div>`)[0];
            popup_21d16f9ad2b54b7c98a48061e3b725d4.setContent(html_ccdbdd451ed74b7d8489cf6e5d1cc323);
        

        circle_marker_90aa93561743494180b81c2603cbf0c4.bindPopup(popup_21d16f9ad2b54b7c98a48061e3b725d4)
        ;

        
    
    
            var circle_marker_0ae77aceca0d43e0ba232f489d084d28 = L.circleMarker(
                [43.8152522, -79.2845772],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_6b17124775f643d19761ada3d07c4e4a = L.popup({"maxWidth": "100%"});

        
            var html_4eeaefbec56640488dceabd72a0bdce9 = $(`<div id="html_4eeaefbec56640488dceabd72a0bdce9" style="width: 100.0%; height: 100.0%;">Milliken, Agincourt North, Steeles East, L&#39;Amoreaux East, Scarborough</div>`)[0];
            popup_6b17124775f643d19761ada3d07c4e4a.setContent(html_4eeaefbec56640488dceabd72a0bdce9);
        

        circle_marker_0ae77aceca0d43e0ba232f489d084d28.bindPopup(popup_6b17124775f643d19761ada3d07c4e4a)
        ;

        
    
    
            var circle_marker_19af9c75a7494eaa8447d289dacd4274 = L.circleMarker(
                [43.68641229999999, -79.4000493],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_451ec46162ff4135813cb352000c870c = L.popup({"maxWidth": "100%"});

        
            var html_3e0ce322e9c2473aa8ca3de3c2dfecdf = $(`<div id="html_3e0ce322e9c2473aa8ca3de3c2dfecdf" style="width: 100.0%; height: 100.0%;">Summerhill West, Rathnelly, South Hill, Forest Hill SE, Deer Park, Central Toronto</div>`)[0];
            popup_451ec46162ff4135813cb352000c870c.setContent(html_3e0ce322e9c2473aa8ca3de3c2dfecdf);
        

        circle_marker_19af9c75a7494eaa8447d289dacd4274.bindPopup(popup_451ec46162ff4135813cb352000c870c)
        ;

        
    
    
            var circle_marker_64af8126fc62463f9a7fe144f77c6140 = L.circleMarker(
                [43.6289467, -79.3944199],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_ab1904da7b4449f5891008c4ce4673d2 = L.popup({"maxWidth": "100%"});

        
            var html_0d2b373796e341c283fd3eab9eb8121a = $(`<div id="html_0d2b373796e341c283fd3eab9eb8121a" style="width: 100.0%; height: 100.0%;">CN Tower, King and Spadina, Railway Lands, Harbourfront West, Bathurst Quay, South Niagara, Island airport, Downtown Toronto</div>`)[0];
            popup_ab1904da7b4449f5891008c4ce4673d2.setContent(html_0d2b373796e341c283fd3eab9eb8121a);
        

        circle_marker_64af8126fc62463f9a7fe144f77c6140.bindPopup(popup_ab1904da7b4449f5891008c4ce4673d2)
        ;

        
    
    
            var circle_marker_de3ba39fabdd42449a4ada1e2b55daf1 = L.circleMarker(
                [43.6056466, -79.50132070000001],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_7276b4b313694c9e825a8018965014b3 = L.popup({"maxWidth": "100%"});

        
            var html_b39fc7dd4817422e9a39b62882d6133e = $(`<div id="html_b39fc7dd4817422e9a39b62882d6133e" style="width: 100.0%; height: 100.0%;">New Toronto, Mimico South, Humber Bay Shores, Etobicoke</div>`)[0];
            popup_7276b4b313694c9e825a8018965014b3.setContent(html_b39fc7dd4817422e9a39b62882d6133e);
        

        circle_marker_de3ba39fabdd42449a4ada1e2b55daf1.bindPopup(popup_7276b4b313694c9e825a8018965014b3)
        ;

        
    
    
            var circle_marker_aa0e33739a7049c69126c08554f0c40b = L.circleMarker(
                [43.739416399999996, -79.5884369],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_4d4ea3626df4459fa9fd4b43de42375d = L.popup({"maxWidth": "100%"});

        
            var html_4eef7b4d56c54cb1adbdbcd30bfd1732 = $(`<div id="html_4eef7b4d56c54cb1adbdbcd30bfd1732" style="width: 100.0%; height: 100.0%;">South Steeles, Silverstone, Humbergate, Jamestown, Mount Olive, Beaumond Heights, Thistletown, Albion Gardens, Etobicoke</div>`)[0];
            popup_4d4ea3626df4459fa9fd4b43de42375d.setContent(html_4eef7b4d56c54cb1adbdbcd30bfd1732);
        

        circle_marker_aa0e33739a7049c69126c08554f0c40b.bindPopup(popup_4d4ea3626df4459fa9fd4b43de42375d)
        ;

        
    
    
            var circle_marker_1a690e1b3c464d83a94cf708a6e7da2b = L.circleMarker(
                [43.799525200000005, -79.3183887],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_a0fba5c5a446455a99c24e602534a4cf = L.popup({"maxWidth": "100%"});

        
            var html_787d84e981804cb4a0e3a4af66ff3c18 = $(`<div id="html_787d84e981804cb4a0e3a4af66ff3c18" style="width: 100.0%; height: 100.0%;">Steeles West, L&#39;Amoreaux West, Scarborough</div>`)[0];
            popup_a0fba5c5a446455a99c24e602534a4cf.setContent(html_787d84e981804cb4a0e3a4af66ff3c18);
        

        circle_marker_1a690e1b3c464d83a94cf708a6e7da2b.bindPopup(popup_a0fba5c5a446455a99c24e602534a4cf)
        ;

        
    
    
            var circle_marker_8e11b5cf7c5b4f2380cb14d791f7b287 = L.circleMarker(
                [43.6795626, -79.37752940000001],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_1dddb6d9cb984691876f880ca0887258 = L.popup({"maxWidth": "100%"});

        
            var html_7d7470f850154658979db3bb4223cb3a = $(`<div id="html_7d7470f850154658979db3bb4223cb3a" style="width: 100.0%; height: 100.0%;">Rosedale, Downtown Toronto</div>`)[0];
            popup_1dddb6d9cb984691876f880ca0887258.setContent(html_7d7470f850154658979db3bb4223cb3a);
        

        circle_marker_8e11b5cf7c5b4f2380cb14d791f7b287.bindPopup(popup_1dddb6d9cb984691876f880ca0887258)
        ;

        
    
    
            var circle_marker_5979b0cce12941bfa3f9845d317d9d11 = L.circleMarker(
                [43.6464352, -79.37484599999999],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_bc4515b7e42c42f08209531e5b0be49c = L.popup({"maxWidth": "100%"});

        
            var html_2fbc73291b3149998355fe5ddb3176e3 = $(`<div id="html_2fbc73291b3149998355fe5ddb3176e3" style="width: 100.0%; height: 100.0%;">Stn A PO Boxes, Downtown Toronto</div>`)[0];
            popup_bc4515b7e42c42f08209531e5b0be49c.setContent(html_2fbc73291b3149998355fe5ddb3176e3);
        

        circle_marker_5979b0cce12941bfa3f9845d317d9d11.bindPopup(popup_bc4515b7e42c42f08209531e5b0be49c)
        ;

        
    
    
            var circle_marker_9fd4a643459f4e14b2a64d552c8e37d7 = L.circleMarker(
                [43.60241370000001, -79.54348409999999],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_7872622826ca4422bb1c55b0a96a1f7d = L.popup({"maxWidth": "100%"});

        
            var html_6f0889fbfff74bf5bf52cd8bd9301f99 = $(`<div id="html_6f0889fbfff74bf5bf52cd8bd9301f99" style="width: 100.0%; height: 100.0%;">Alderwood, Long Branch, Etobicoke</div>`)[0];
            popup_7872622826ca4422bb1c55b0a96a1f7d.setContent(html_6f0889fbfff74bf5bf52cd8bd9301f99);
        

        circle_marker_9fd4a643459f4e14b2a64d552c8e37d7.bindPopup(popup_7872622826ca4422bb1c55b0a96a1f7d)
        ;

        
    
    
            var circle_marker_175a50e12adf448ba14a2b461da33015 = L.circleMarker(
                [43.706748299999994, -79.5940544],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_fdb87bb76e564f9d8efab73f12f80e71 = L.popup({"maxWidth": "100%"});

        
            var html_e358e1dc774747b99e6389d468f7c09b = $(`<div id="html_e358e1dc774747b99e6389d468f7c09b" style="width: 100.0%; height: 100.0%;">Northwest, West Humber - Clairville, Etobicoke</div>`)[0];
            popup_fdb87bb76e564f9d8efab73f12f80e71.setContent(html_e358e1dc774747b99e6389d468f7c09b);
        

        circle_marker_175a50e12adf448ba14a2b461da33015.bindPopup(popup_fdb87bb76e564f9d8efab73f12f80e71)
        ;

        
    
    
            var circle_marker_48ed11dc83c94dcea0d20bb3281fa23e = L.circleMarker(
                [43.836124700000006, -79.20563609999999],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_5462e2de0ae640fa8a367c268c01c6db = L.popup({"maxWidth": "100%"});

        
            var html_cd54b48f41834cb48e0f6dee83c8797b = $(`<div id="html_cd54b48f41834cb48e0f6dee83c8797b" style="width: 100.0%; height: 100.0%;">Upper Rouge, Scarborough</div>`)[0];
            popup_5462e2de0ae640fa8a367c268c01c6db.setContent(html_cd54b48f41834cb48e0f6dee83c8797b);
        

        circle_marker_48ed11dc83c94dcea0d20bb3281fa23e.bindPopup(popup_5462e2de0ae640fa8a367c268c01c6db)
        ;

        
    
    
            var circle_marker_df1808012ba04dcb8d28a757a6e29d17 = L.circleMarker(
                [43.667967, -79.3676753],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_98ff9303343a493587c4ac07df780ea5 = L.popup({"maxWidth": "100%"});

        
            var html_f6c3f9ab6add496c909449e851a51ebf = $(`<div id="html_f6c3f9ab6add496c909449e851a51ebf" style="width: 100.0%; height: 100.0%;">St. James Town, Cabbagetown, Downtown Toronto</div>`)[0];
            popup_98ff9303343a493587c4ac07df780ea5.setContent(html_f6c3f9ab6add496c909449e851a51ebf);
        

        circle_marker_df1808012ba04dcb8d28a757a6e29d17.bindPopup(popup_98ff9303343a493587c4ac07df780ea5)
        ;

        
    
    
            var circle_marker_9511b9a7b73748ba884444ac73788873 = L.circleMarker(
                [43.6484292, -79.3822802],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_8ac1fa5d83544b99b09357243213f5c6 = L.popup({"maxWidth": "100%"});

        
            var html_7756cad1f9b94395bb481d792ab5c6e8 = $(`<div id="html_7756cad1f9b94395bb481d792ab5c6e8" style="width: 100.0%; height: 100.0%;">First Canadian Place, Underground city, Downtown Toronto</div>`)[0];
            popup_8ac1fa5d83544b99b09357243213f5c6.setContent(html_7756cad1f9b94395bb481d792ab5c6e8);
        

        circle_marker_9511b9a7b73748ba884444ac73788873.bindPopup(popup_8ac1fa5d83544b99b09357243213f5c6)
        ;

        
    
    
            var circle_marker_6aaa7fa8d73441318456169c97a47b9e = L.circleMarker(
                [43.653653600000005, -79.5069436],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_d724518ed0f54c32b527d673d960aff1 = L.popup({"maxWidth": "100%"});

        
            var html_c685b7cd8470469f883699a6d697e52a = $(`<div id="html_c685b7cd8470469f883699a6d697e52a" style="width: 100.0%; height: 100.0%;">The Kingsway, Montgomery Road, Old Mill North, Etobicoke</div>`)[0];
            popup_d724518ed0f54c32b527d673d960aff1.setContent(html_c685b7cd8470469f883699a6d697e52a);
        

        circle_marker_6aaa7fa8d73441318456169c97a47b9e.bindPopup(popup_d724518ed0f54c32b527d673d960aff1)
        ;

        
    
    
            var circle_marker_05df4d42a8bb4488b398c6aa58031dd8 = L.circleMarker(
                [43.6658599, -79.38315990000001],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_d72b63e2b4334861bb7e8b3e83cfc76e = L.popup({"maxWidth": "100%"});

        
            var html_7ef6c02e86d746fc943463b216f2849a = $(`<div id="html_7ef6c02e86d746fc943463b216f2849a" style="width: 100.0%; height: 100.0%;">Church and Wellesley, Downtown Toronto</div>`)[0];
            popup_d72b63e2b4334861bb7e8b3e83cfc76e.setContent(html_7ef6c02e86d746fc943463b216f2849a);
        

        circle_marker_05df4d42a8bb4488b398c6aa58031dd8.bindPopup(popup_d72b63e2b4334861bb7e8b3e83cfc76e)
        ;

        
    
    
            var circle_marker_1640bef8a4ab41b0ad11b7fa5ab6ba3c = L.circleMarker(
                [43.6627439, -79.321558],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_ad9c40d7a05b4eaba594e721ccfabd0f = L.popup({"maxWidth": "100%"});

        
            var html_1af7a19a17a2454fb2dfa0feadc24227 = $(`<div id="html_1af7a19a17a2454fb2dfa0feadc24227" style="width: 100.0%; height: 100.0%;">Business reply mail Processing Centre, South Central Letter Processing Plant Toronto, East Toronto</div>`)[0];
            popup_ad9c40d7a05b4eaba594e721ccfabd0f.setContent(html_1af7a19a17a2454fb2dfa0feadc24227);
        

        circle_marker_1640bef8a4ab41b0ad11b7fa5ab6ba3c.bindPopup(popup_ad9c40d7a05b4eaba594e721ccfabd0f)
        ;

        
    
    
            var circle_marker_f8863b9ed29e468d88888363df973ec5 = L.circleMarker(
                [43.6362579, -79.49850909999999],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_c625d9ca8793479395ada20bde17c316 = L.popup({"maxWidth": "100%"});

        
            var html_f1bbf0a0ced64d07b2750c524a23a20f = $(`<div id="html_f1bbf0a0ced64d07b2750c524a23a20f" style="width: 100.0%; height: 100.0%;">Old Mill South, King&#39;s Mill Park, Sunnylea, Humber Bay, Mimico NE, The Queensway East, Royal York South East, Kingsway Park South East, Etobicoke</div>`)[0];
            popup_c625d9ca8793479395ada20bde17c316.setContent(html_f1bbf0a0ced64d07b2750c524a23a20f);
        

        circle_marker_f8863b9ed29e468d88888363df973ec5.bindPopup(popup_c625d9ca8793479395ada20bde17c316)
        ;

        
    
    
            var circle_marker_9c0ac243921c489589a3abfc19545d68 = L.circleMarker(
                [43.6288408, -79.52099940000001],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7c86dcf01f1b48c38e71dd46cb1247b8);
        
    
        var popup_039366f234df4806b8c70e4932b8b438 = L.popup({"maxWidth": "100%"});

        
            var html_2f906c92191849ad83410dc1b9e9e6e5 = $(`<div id="html_2f906c92191849ad83410dc1b9e9e6e5" style="width: 100.0%; height: 100.0%;">Mimico NW, The Queensway West, South of Bloor, Kingsway Park South West, Royal York South West, Etobicoke</div>`)[0];
            popup_039366f234df4806b8c70e4932b8b438.setContent(html_2f906c92191849ad83410dc1b9e9e6e5);
        

        circle_marker_9c0ac243921c489589a3abfc19545d68.bindPopup(popup_039366f234df4806b8c70e4932b8b438)
        ;

        
    
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
812 ],
813 "text/plain": [
814 "<folium.folium.Map at 0x1a0657a4808>"
815 ]
816 },
817 "execution_count": 89,
818 "metadata": {},
819 "output_type": "execute_result"
820 }
821 ],
822 "source": [
823 "import folium\n",
824 "\n",
825 "# create map of Toronto using latitude and longitude values\n",
826 "map_Toronto = folium.Map(location=[latitude, longitude], zoom_start=10)\n",
827 "\n",
828 "# add markers to map\n",
829 "for lat, lng, borough, neighborhood in zip(df['Latitude'], df['Longitude'], df['Borough'], df['Neighbourhood']):\n",
830 " label = '{}, {}'.format(neighborhood, borough)\n",
831 " label = folium.Popup(label, parse_html=True)\n",
832 " folium.CircleMarker(\n",
833 " [lat, lng],\n",
834 " radius=5,\n",
835 " popup=label,\n",
836 " color='blue',\n",
837 " fill=True,\n",
838 " fill_color='#3186cc',\n",
839 " fill_opacity=0.7,\n",
840 " ).add_to(map_Toronto) \n",
841 " \n",
842 "map_Toronto"
843 ]
844 },
845 {
846 "cell_type": "markdown",
847 "metadata": {},
848 "source": [
849 "Define Foursquare parameters"
850 ]
851 },
852 {
853 "cell_type": "code",
854 "execution_count": 90,
855 "metadata": {},
856 "outputs": [],
857 "source": [
858 "CLIENT_ID = 'MPMD3J0GGDV0HKDJFEDRK0USSGW0MQUD0DMN3C4ZAMWT2XTN'\n",
859 "CLIENT_SECRET = 'YVCSGVSCX02EFWITMI3RDOTUSJEHV4APRMLBFCN5CKWXCTPJ'"
860 ]
861 },
862 {
863 "cell_type": "code",
864 "execution_count": 91,
865 "metadata": {},
866 "outputs": [
867 {
868 "name": "stdout",
869 "output_type": "stream",
870 "text": [
871 "Your credentails:\n",
872 "CLIENT_ID: MPMD3J0GGDV0HKDJFEDRK0USSGW0MQUD0DMN3C4ZAMWT2XTN\n",
873 "CLIENT_SECRET:YVCSGVSCX02EFWITMI3RDOTUSJEHV4APRMLBFCN5CKWXCTPJ\n"
874 ]
875 }
876 ],
877 "source": [
878 "VERSION = '20180604' # Foursquare API version\n",
879 "\n",
880 "print('Your credentails:')\n",
881 "print('CLIENT_ID: ' + CLIENT_ID)\n",
882 "print('CLIENT_SECRET:' + CLIENT_SECRET)"
883 ]
884 },
885 {
886 "cell_type": "markdown",
887 "metadata": {},
888 "source": [
889 "Explore the data, and get the venues in 500 meters range from our first entry"
890 ]
891 },
892 {
893 "cell_type": "code",
894 "execution_count": 93,
895 "metadata": {},
896 "outputs": [
897 {
898 "name": "stdout",
899 "output_type": "stream",
900 "text": [
901 "Latitude and longitude values of Parkwoods are 43.7532586, -79.3296565.\n"
902 ]
903 }
904 ],
905 "source": [
906 "neighborhood_latitude = df.loc[0, 'Latitude'] # neighborhood latitude value\n",
907 "neighborhood_longitude = df.loc[0, 'Longitude'] # neighborhood longitude value\n",
908 "\n",
909 "neighborhood_name = df.loc[0, 'Neighbourhood'] # neighborhood name\n",
910 "\n",
911 "print('Latitude and longitude values of {} are {}, {}.'.format(neighborhood_name, \n",
912 " neighborhood_latitude, \n",
913 " neighborhood_longitude))"
914 ]
915 },
916 {
917 "cell_type": "markdown",
918 "metadata": {},
919 "source": [
920 "Create the GET request URL"
921 ]
922 },
923 {
924 "cell_type": "code",
925 "execution_count": 94,
926 "metadata": {},
927 "outputs": [
928 {
929 "data": {
930 "text/plain": [
931 "'https://api.foursquare.com/v2/venues/explore?&client_id=MPMD3J0GGDV0HKDJFEDRK0USSGW0MQUD0DMN3C4ZAMWT2XTN&client_secret=YVCSGVSCX02EFWITMI3RDOTUSJEHV4APRMLBFCN5CKWXCTPJ&v=20180604&ll=43.7532586,-79.3296565&radius=500&limit=100'"
932 ]
933 },
934 "execution_count": 94,
935 "metadata": {},
936 "output_type": "execute_result"
937 }
938 ],
939 "source": [
940 "LIMIT = 100\n",
941 "radius = 500\n",
942 "url = 'https://api.foursquare.com/v2/venues/explore?&client_id={}&client_secret={}&v={}&ll={},{}&radius={}&limit={}'.format(\n",
943 " CLIENT_ID, \n",
944 " CLIENT_SECRET, \n",
945 " VERSION, \n",
946 " neighborhood_latitude, \n",
947 " neighborhood_longitude, \n",
948 " radius, \n",
949 " LIMIT)\n",
950 "url"
951 ]
952 },
953 {
954 "cell_type": "code",
955 "execution_count": 95,
956 "metadata": {},
957 "outputs": [
958 {
959 "data": {
960 "text/plain": [
961 "{'meta': {'code': 200, 'requestId': '5f1dab2fb0d9d01cac2a7fbc'},\n",
962 " 'response': {'warning': {'text': \"There aren't a lot of results near you. Try something more general, reset your filters, or expand the search area.\"},\n",
963 " 'headerLocation': 'Parkwoods - Donalda',\n",
964 " 'headerFullLocation': 'Parkwoods - Donalda, Toronto',\n",
965 " 'headerLocationGranularity': 'neighborhood',\n",
966 " 'totalResults': 2,\n",
967 " 'suggestedBounds': {'ne': {'lat': 43.757758604500005,\n",
968 " 'lng': -79.32343823984928},\n",
969 " 'sw': {'lat': 43.7487585955, 'lng': -79.33587476015072}},\n",
970 " 'groups': [{'type': 'Recommended Places',\n",
971 " 'name': 'recommended',\n",
972 " 'items': [{'reasons': {'count': 0,\n",
973 " 'items': [{'summary': 'This spot is popular',\n",
974 " 'type': 'general',\n",
975 " 'reasonName': 'globalInteractionReason'}]},\n",
976 " 'venue': {'id': '4e8d9dcdd5fbbbb6b3003c7b',\n",
977 " 'name': 'Brookbanks Park',\n",
978 " 'location': {'address': 'Toronto',\n",
979 " 'lat': 43.751976046055574,\n",
980 " 'lng': -79.33214044722958,\n",
981 " 'labeledLatLngs': [{'label': 'display',\n",
982 " 'lat': 43.751976046055574,\n",
983 " 'lng': -79.33214044722958}],\n",
984 " 'distance': 245,\n",
985 " 'cc': 'CA',\n",
986 " 'city': 'Toronto',\n",
987 " 'state': 'ON',\n",
988 " 'country': 'Canada',\n",
989 " 'formattedAddress': ['Toronto', 'Toronto ON', 'Canada']},\n",
990 " 'categories': [{'id': '4bf58dd8d48988d163941735',\n",
991 " 'name': 'Park',\n",
992 " 'pluralName': 'Parks',\n",
993 " 'shortName': 'Park',\n",
994 " 'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/parks_outdoors/park_',\n",
995 " 'suffix': '.png'},\n",
996 " 'primary': True}],\n",
997 " 'photos': {'count': 0, 'groups': []}},\n",
998 " 'referralId': 'e-0-4e8d9dcdd5fbbbb6b3003c7b-0'},\n",
999 " {'reasons': {'count': 0,\n",
1000 " 'items': [{'summary': 'This spot is popular',\n",
1001 " 'type': 'general',\n",
1002 " 'reasonName': 'globalInteractionReason'}]},\n",
1003 " 'venue': {'id': '4cb11e2075ebb60cd1c4caad',\n",
1004 " 'name': 'Variety Store',\n",
1005 " 'location': {'address': '29 Valley Woods Road',\n",
1006 " 'lat': 43.75197441585782,\n",
1007 " 'lng': -79.33311418516017,\n",
1008 " 'labeledLatLngs': [{'label': 'display',\n",
1009 " 'lat': 43.75197441585782,\n",
1010 " 'lng': -79.33311418516017}],\n",
1011 " 'distance': 312,\n",
1012 " 'cc': 'CA',\n",
1013 " 'city': 'Toronto',\n",
1014 " 'state': 'ON',\n",
1015 " 'country': 'Canada',\n",
1016 " 'formattedAddress': ['29 Valley Woods Road', 'Toronto ON', 'Canada']},\n",
1017 " 'categories': [{'id': '4bf58dd8d48988d1f9941735',\n",
1018 " 'name': 'Food & Drink Shop',\n",
1019 " 'pluralName': 'Food & Drink Shops',\n",
1020 " 'shortName': 'Food & Drink',\n",
1021 " 'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/foodanddrink_',\n",
1022 " 'suffix': '.png'},\n",
1023 " 'primary': True}],\n",
1024 " 'photos': {'count': 0, 'groups': []}},\n",
1025 " 'referralId': 'e-0-4cb11e2075ebb60cd1c4caad-1'}]}]}}"
1026 ]
1027 },
1028 "execution_count": 95,
1029 "metadata": {},
1030 "output_type": "execute_result"
1031 }
1032 ],
1033 "source": [
1034 "results = requests.get(url).json()\n",
1035 "results"
1036 ]
1037 },
1038 {
1039 "cell_type": "code",
1040 "execution_count": 96,
1041 "metadata": {},
1042 "outputs": [],
1043 "source": [
1044 "# function that extracts the category of the venue\n",
1045 "def get_category_type(row):\n",
1046 " try:\n",
1047 " categories_list = row['categories']\n",
1048 " except:\n",
1049 " categories_list = row['venue.categories']\n",
1050 " \n",
1051 " if len(categories_list) == 0:\n",
1052 " return None\n",
1053 " else:\n",
1054 " return categories_list[0]['name']"
1055 ]
1056 },
1057 {
1058 "cell_type": "code",
1059 "execution_count": 97,
1060 "metadata": {},
1061 "outputs": [
1062 {
1063 "name": "stderr",
1064 "output_type": "stream",
1065 "text": [
1066 "C:\\Users\\my_user\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:6: FutureWarning: pandas.io.json.json_normalize is deprecated, use pandas.json_normalize instead\n",
1067 " \n"
1068 ]
1069 },
1070 {
1071 "data": {
1072 "text/html": [
1073 "<div>\n",
1074 "<style scoped>\n",
1075 " .dataframe tbody tr th:only-of-type {\n",
1076 " vertical-align: middle;\n",
1077 " }\n",
1078 "\n",
1079 " .dataframe tbody tr th {\n",
1080 " vertical-align: top;\n",
1081 " }\n",
1082 "\n",
1083 " .dataframe thead th {\n",
1084 " text-align: right;\n",
1085 " }\n",
1086 "</style>\n",
1087 "<table border=\"1\" class=\"dataframe\">\n",
1088 " <thead>\n",
1089 " <tr style=\"text-align: right;\">\n",
1090 " <th></th>\n",
1091 " <th>name</th>\n",
1092 " <th>categories</th>\n",
1093 " <th>lat</th>\n",
1094 " <th>lng</th>\n",
1095 " </tr>\n",
1096 " </thead>\n",
1097 " <tbody>\n",
1098 " <tr>\n",
1099 " <th>0</th>\n",
1100 " <td>Brookbanks Park</td>\n",
1101 " <td>Park</td>\n",
1102 " <td>43.751976</td>\n",
1103 " <td>-79.332140</td>\n",
1104 " </tr>\n",
1105 " <tr>\n",
1106 " <th>1</th>\n",
1107 " <td>Variety Store</td>\n",
1108 " <td>Food & Drink Shop</td>\n",
1109 " <td>43.751974</td>\n",
1110 " <td>-79.333114</td>\n",
1111 " </tr>\n",
1112 " </tbody>\n",
1113 "</table>\n",
1114 "</div>"
1115 ],
1116 "text/plain": [
1117 " name categories lat lng\n",
1118 "0 Brookbanks Park Park 43.751976 -79.332140\n",
1119 "1 Variety Store Food & Drink Shop 43.751974 -79.333114"
1120 ]
1121 },
1122 "execution_count": 97,
1123 "metadata": {},
1124 "output_type": "execute_result"
1125 }
1126 ],
1127 "source": [
1128 "import json\n",
1129 "from pandas.io.json import json_normalize\n",
1130 "\n",
1131 "venues = results['response']['groups'][0]['items']\n",
1132 " \n",
1133 "nearby_venues = json_normalize(venues) # flatten JSON\n",
1134 "\n",
1135 "# filter columns\n",
1136 "filtered_columns = ['venue.name', 'venue.categories', 'venue.location.lat', 'venue.location.lng']\n",
1137 "nearby_venues =nearby_venues.loc[:, filtered_columns]\n",
1138 "\n",
1139 "# filter the category for each row\n",
1140 "nearby_venues['venue.categories'] = nearby_venues.apply(get_category_type, axis=1)\n",
1141 "\n",
1142 "# clean columns\n",
1143 "nearby_venues.columns = [col.split(\".\")[-1] for col in nearby_venues.columns]\n",
1144 "\n",
1145 "nearby_venues.head()"
1146 ]
1147 },
1148 {
1149 "cell_type": "markdown",
1150 "metadata": {},
1151 "source": [
1152 "Generalize to obtain the venues from all neighbourhoods in Toronto"
1153 ]
1154 },
1155 {
1156 "cell_type": "code",
1157 "execution_count": 98,
1158 "metadata": {},
1159 "outputs": [],
1160 "source": [
1161 "def getNearbyVenues(names, latitudes, longitudes, radius=500):\n",
1162 " \n",
1163 " venues_list=[]\n",
1164 " for name, lat, lng in zip(names, latitudes, longitudes):\n",
1165 " print(name)\n",
1166 " \n",
1167 " # create the API request URL\n",
1168 " url = 'https://api.foursquare.com/v2/venues/explore?&client_id={}&client_secret={}&v={}&ll={},{}&radius={}&limit={}'.format(\n",
1169 " CLIENT_ID, \n",
1170 " CLIENT_SECRET, \n",
1171 " VERSION, \n",
1172 " lat, \n",
1173 " lng, \n",
1174 " radius, \n",
1175 " LIMIT)\n",
1176 " \n",
1177 " # make the GET request\n",
1178 " results = requests.get(url).json()[\"response\"]['groups'][0]['items']\n",
1179 " \n",
1180 " # return only relevant information for each nearby venue\n",
1181 " venues_list.append([(\n",
1182 " name, \n",
1183 " lat, \n",
1184 " lng, \n",
1185 " v['venue']['name'], \n",
1186 " v['venue']['location']['lat'], \n",
1187 " v['venue']['location']['lng'], \n",
1188 " v['venue']['categories'][0]['name']) for v in results])\n",
1189 "\n",
1190 " nearby_venues = pd.DataFrame([item for venue_list in venues_list for item in venue_list])\n",
1191 " nearby_venues.columns = ['Neighbourhood', \n",
1192 " 'Neighborhood Latitude', \n",
1193 " 'Neighborhood Longitude', \n",
1194 " 'Venue', \n",
1195 " 'Venue Latitude', \n",
1196 " 'Venue Longitude', \n",
1197 " 'Venue Category']\n",
1198 " \n",
1199 " return(nearby_venues)"
1200 ]
1201 },
1202 {
1203 "cell_type": "code",
1204 "execution_count": 100,
1205 "metadata": {},
1206 "outputs": [
1207 {
1208 "name": "stdout",
1209 "output_type": "stream",
1210 "text": [
1211 "Parkwoods\n",
1212 "Victoria Village\n",
1213 "Regent Park, Harbourfront\n",
1214 "Lawrence Manor, Lawrence Heights\n",
1215 "Queen's Park, Ontario Provincial Government\n",
1216 "Islington Avenue, Humber Valley Village\n",
1217 "Malvern, Rouge\n",
1218 "Don Mills\n",
1219 "Parkview Hill, Woodbine Gardens\n",
1220 "Garden District, Ryerson\n",
1221 "Glencairn\n",
1222 "West Deane Park, Princess Gardens, Martin Grove, Islington, Cloverdale\n",
1223 "Rouge Hill, Port Union, Highland Creek\n",
1224 "Don Mills\n",
1225 "Woodbine Heights\n",
1226 "St. James Town\n",
1227 "Humewood-Cedarvale\n",
1228 "Eringate, Bloordale Gardens, Old Burnhamthorpe, Markland Wood\n",
1229 "Guildwood, Morningside, West Hill\n",
1230 "The Beaches\n",
1231 "Berczy Park\n",
1232 "Caledonia-Fairbanks\n",
1233 "Woburn\n",
1234 "Leaside\n",
1235 "Central Bay Street\n",
1236 "my_usertie\n",
1237 "Cedarbrae\n",
1238 "Hillcrest Village\n",
1239 "Bathurst Manor, Wilson Heights, Downsview North\n",
1240 "Thorncliffe Park\n",
1241 "Richmond, Adelaide, King\n",
1242 "Dufferin, Dovercourt Village\n",
1243 "Scarborough Village\n",
1244 "Fairview, Henry Farm, Oriole\n",
1245 "Northwood Park, York University\n",
1246 "East Toronto, Broadview North (Old East York)\n",
1247 "Harbourfront East, Union Station, Toronto Islands\n",
1248 "Little Portugal, Trinity\n",
1249 "Kennedy Park, Ionview, East Birchmount Park\n",
1250 "Bayview Village\n",
1251 "Downsview\n",
1252 "The Danforth West, Riverdale\n",
1253 "Toronto Dominion Centre, Design Exchange\n",
1254 "Brockton, Parkdale Village, Exhibition Place\n",
1255 "Golden Mile, Clairlea, Oakridge\n",
1256 "York Mills, Silver Hills\n",
1257 "Downsview\n",
1258 "India Bazaar, The Beaches West\n",
1259 "Commerce Court, Victoria Hotel\n",
1260 "North Park, Maple Leaf Park, Upwood Park\n",
1261 "Humber Summit\n",
1262 "Cliffside, Cliffcrest, Scarborough Village West\n",
1263 "Willowdale, Newtonbrook\n",
1264 "Downsview\n",
1265 "Studio District\n",
1266 "Bedford Park, Lawrence Manor East\n",
1267 "Del Ray, Mount Dennis, Keelsdale and Silverthorn\n",
1268 "Humberlea, Emery\n",
1269 "Birch Cliff, Cliffside West\n",
1270 "Willowdale, Willowdale East\n",
1271 "Downsview\n",
1272 "Lawrence Park\n",
1273 "Roselawn\n",
1274 "Runnymede, The Junction North\n",
1275 "Weston\n",
1276 "Dorset Park, Wexford Heights, Scarborough Town Centre\n",
1277 "York Mills West\n",
1278 "Davisville North\n",
1279 "Forest Hill North & West, Forest Hill Road Park\n",
1280 "High Park, The Junction South\n",
1281 "Westmount\n",
1282 "Wexford, Maryvale\n",
1283 "Willowdale, Willowdale West\n",
1284 "North Toronto West, Lawrence Park\n",
1285 "The Annex, North Midtown, Yorkville\n",
1286 "Parkdale, Roncesvalles\n",
1287 "Canada Post Gateway Processing Centre\n",
1288 "Kingsview Village, St. Phillips, Martin Grove Gardens, Richview Gardens\n",
1289 "Agincourt\n",
1290 "Davisville\n",
1291 "University of Toronto, Harbord\n",
1292 "Runnymede, Swansea\n",
1293 "Clarks Corners, Tam O'Shanter, Sullivan\n",
1294 "Moore Park, Summerhill East\n",
1295 "Kensington Market, Chinatown, Grange Park\n",
1296 "Milliken, Agincourt North, Steeles East, L'Amoreaux East\n",
1297 "Summerhill West, Rathnelly, South Hill, Forest Hill SE, Deer Park\n",
1298 "CN Tower, King and Spadina, Railway Lands, Harbourfront West, Bathurst Quay, South Niagara, Island airport\n",
1299 "New Toronto, Mimico South, Humber Bay Shores\n",
1300 "South Steeles, Silverstone, Humbergate, Jamestown, Mount Olive, Beaumond Heights, Thistletown, Albion Gardens\n",
1301 "Steeles West, L'Amoreaux West\n",
1302 "Rosedale\n",
1303 "Stn A PO Boxes\n",
1304 "Alderwood, Long Branch\n",
1305 "Northwest, West Humber - Clairville\n",
1306 "Upper Rouge\n",
1307 "St. James Town, Cabbagetown\n",
1308 "First Canadian Place, Underground city\n",
1309 "The Kingsway, Montgomery Road, Old Mill North\n",
1310 "Church and Wellesley\n",
1311 "Business reply mail Processing Centre, South Central Letter Processing Plant Toronto\n",
1312 "Old Mill South, King's Mill Park, Sunnylea, Humber Bay, Mimico NE, The Queensway East, Royal York South East, Kingsway Park South East\n",
1313 "Mimico NW, The Queensway West, South of Bloor, Kingsway Park South West, Royal York South West\n"
1314 ]
1315 }
1316 ],
1317 "source": [
1318 "toronto_venues = getNearbyVenues(names=df['Neighbourhood'],\n",
1319 " latitudes=df['Latitude'],\n",
1320 " longitudes=df['Longitude']\n",
1321 " )"
1322 ]
1323 },
1324 {
1325 "cell_type": "markdown",
1326 "metadata": {},
1327 "source": [
1328 "Checking the size of df"
1329 ]
1330 },
1331 {
1332 "cell_type": "code",
1333 "execution_count": 101,
1334 "metadata": {},
1335 "outputs": [
1336 {
1337 "name": "stdout",
1338 "output_type": "stream",
1339 "text": [
1340 "(2153, 7)\n"
1341 ]
1342 },
1343 {
1344 "data": {
1345 "text/html": [
1346 "<div>\n",
1347 "<style scoped>\n",
1348 " .dataframe tbody tr th:only-of-type {\n",
1349 " vertical-align: middle;\n",
1350 " }\n",
1351 "\n",
1352 " .dataframe tbody tr th {\n",
1353 " vertical-align: top;\n",
1354 " }\n",
1355 "\n",
1356 " .dataframe thead th {\n",
1357 " text-align: right;\n",
1358 " }\n",
1359 "</style>\n",
1360 "<table border=\"1\" class=\"dataframe\">\n",
1361 " <thead>\n",
1362 " <tr style=\"text-align: right;\">\n",
1363 " <th></th>\n",
1364 " <th>Neighbourhood</th>\n",
1365 " <th>Neighborhood Latitude</th>\n",
1366 " <th>Neighborhood Longitude</th>\n",
1367 " <th>Venue</th>\n",
1368 " <th>Venue Latitude</th>\n",
1369 " <th>Venue Longitude</th>\n",
1370 " <th>Venue Category</th>\n",
1371 " </tr>\n",
1372 " </thead>\n",
1373 " <tbody>\n",
1374 " <tr>\n",
1375 " <th>0</th>\n",
1376 " <td>Parkwoods</td>\n",
1377 " <td>43.753259</td>\n",
1378 " <td>-79.329656</td>\n",
1379 " <td>Brookbanks Park</td>\n",
1380 " <td>43.751976</td>\n",
1381 " <td>-79.332140</td>\n",
1382 " <td>Park</td>\n",
1383 " </tr>\n",
1384 " <tr>\n",
1385 " <th>1</th>\n",
1386 " <td>Parkwoods</td>\n",
1387 " <td>43.753259</td>\n",
1388 " <td>-79.329656</td>\n",
1389 " <td>Variety Store</td>\n",
1390 " <td>43.751974</td>\n",
1391 " <td>-79.333114</td>\n",
1392 " <td>Food & Drink Shop</td>\n",
1393 " </tr>\n",
1394 " <tr>\n",
1395 " <th>2</th>\n",
1396 " <td>Victoria Village</td>\n",
1397 " <td>43.725882</td>\n",
1398 " <td>-79.315572</td>\n",
1399 " <td>Victoria Village Arena</td>\n",
1400 " <td>43.723481</td>\n",
1401 " <td>-79.315635</td>\n",
1402 " <td>Hockey Arena</td>\n",
1403 " </tr>\n",
1404 " <tr>\n",
1405 " <th>3</th>\n",
1406 " <td>Victoria Village</td>\n",
1407 " <td>43.725882</td>\n",
1408 " <td>-79.315572</td>\n",
1409 " <td>Portugril</td>\n",
1410 " <td>43.725819</td>\n",
1411 " <td>-79.312785</td>\n",
1412 " <td>Portuguese Restaurant</td>\n",
1413 " </tr>\n",
1414 " <tr>\n",
1415 " <th>4</th>\n",
1416 " <td>Victoria Village</td>\n",
1417 " <td>43.725882</td>\n",
1418 " <td>-79.315572</td>\n",
1419 " <td>Tim Hortons</td>\n",
1420 " <td>43.725517</td>\n",
1421 " <td>-79.313103</td>\n",
1422 " <td>Coffee Shop</td>\n",
1423 " </tr>\n",
1424 " </tbody>\n",
1425 "</table>\n",
1426 "</div>"
1427 ],
1428 "text/plain": [
1429 " Neighbourhood Neighborhood Latitude Neighborhood Longitude \\\n",
1430 "0 Parkwoods 43.753259 -79.329656 \n",
1431 "1 Parkwoods 43.753259 -79.329656 \n",
1432 "2 Victoria Village 43.725882 -79.315572 \n",
1433 "3 Victoria Village 43.725882 -79.315572 \n",
1434 "4 Victoria Village 43.725882 -79.315572 \n",
1435 "\n",
1436 " Venue Venue Latitude Venue Longitude \\\n",
1437 "0 Brookbanks Park 43.751976 -79.332140 \n",
1438 "1 Variety Store 43.751974 -79.333114 \n",
1439 "2 Victoria Village Arena 43.723481 -79.315635 \n",
1440 "3 Portugril 43.725819 -79.312785 \n",
1441 "4 Tim Hortons 43.725517 -79.313103 \n",
1442 "\n",
1443 " Venue Category \n",
1444 "0 Park \n",
1445 "1 Food & Drink Shop \n",
1446 "2 Hockey Arena \n",
1447 "3 Portuguese Restaurant \n",
1448 "4 Coffee Shop "
1449 ]
1450 },
1451 "execution_count": 101,
1452 "metadata": {},
1453 "output_type": "execute_result"
1454 }
1455 ],
1456 "source": [
1457 "print(toronto_venues.shape)\n",
1458 "toronto_venues.head()"
1459 ]
1460 },
1461 {
1462 "cell_type": "markdown",
1463 "metadata": {},
1464 "source": [
1465 "Checking how many venues there are for each venue"
1466 ]
1467 },
1468 {
1469 "cell_type": "code",
1470 "execution_count": 102,
1471 "metadata": {},
1472 "outputs": [
1473 {
1474 "data": {
1475 "text/html": [
1476 "<div>\n",
1477 "<style scoped>\n",
1478 " .dataframe tbody tr th:only-of-type {\n",
1479 " vertical-align: middle;\n",
1480 " }\n",
1481 "\n",
1482 " .dataframe tbody tr th {\n",
1483 " vertical-align: top;\n",
1484 " }\n",
1485 "\n",
1486 " .dataframe thead th {\n",
1487 " text-align: right;\n",
1488 " }\n",
1489 "</style>\n",
1490 "<table border=\"1\" class=\"dataframe\">\n",
1491 " <thead>\n",
1492 " <tr style=\"text-align: right;\">\n",
1493 " <th></th>\n",
1494 " <th>Neighborhood Latitude</th>\n",
1495 " <th>Neighborhood Longitude</th>\n",
1496 " <th>Venue</th>\n",
1497 " <th>Venue Latitude</th>\n",
1498 " <th>Venue Longitude</th>\n",
1499 " <th>Venue Category</th>\n",
1500 " </tr>\n",
1501 " <tr>\n",
1502 " <th>Neighbourhood</th>\n",
1503 " <th></th>\n",
1504 " <th></th>\n",
1505 " <th></th>\n",
1506 " <th></th>\n",
1507 " <th></th>\n",
1508 " <th></th>\n",
1509 " </tr>\n",
1510 " </thead>\n",
1511 " <tbody>\n",
1512 " <tr>\n",
1513 " <th>Agincourt</th>\n",
1514 " <td>4</td>\n",
1515 " <td>4</td>\n",
1516 " <td>4</td>\n",
1517 " <td>4</td>\n",
1518 " <td>4</td>\n",
1519 " <td>4</td>\n",
1520 " </tr>\n",
1521 " <tr>\n",
1522 " <th>Alderwood, Long Branch</th>\n",
1523 " <td>8</td>\n",
1524 " <td>8</td>\n",
1525 " <td>8</td>\n",
1526 " <td>8</td>\n",
1527 " <td>8</td>\n",
1528 " <td>8</td>\n",
1529 " </tr>\n",
1530 " <tr>\n",
1531 " <th>Bathurst Manor, Wilson Heights, Downsview North</th>\n",
1532 " <td>21</td>\n",
1533 " <td>21</td>\n",
1534 " <td>21</td>\n",
1535 " <td>21</td>\n",
1536 " <td>21</td>\n",
1537 " <td>21</td>\n",
1538 " </tr>\n",
1539 " <tr>\n",
1540 " <th>Bayview Village</th>\n",
1541 " <td>4</td>\n",
1542 " <td>4</td>\n",
1543 " <td>4</td>\n",
1544 " <td>4</td>\n",
1545 " <td>4</td>\n",
1546 " <td>4</td>\n",
1547 " </tr>\n",
1548 " <tr>\n",
1549 " <th>Bedford Park, Lawrence Manor East</th>\n",
1550 " <td>25</td>\n",
1551 " <td>25</td>\n",
1552 " <td>25</td>\n",
1553 " <td>25</td>\n",
1554 " <td>25</td>\n",
1555 " <td>25</td>\n",
1556 " </tr>\n",
1557 " <tr>\n",
1558 " <th>...</th>\n",
1559 " <td>...</td>\n",
1560 " <td>...</td>\n",
1561 " <td>...</td>\n",
1562 " <td>...</td>\n",
1563 " <td>...</td>\n",
1564 " <td>...</td>\n",
1565 " </tr>\n",
1566 " <tr>\n",
1567 " <th>Willowdale, Willowdale East</th>\n",
1568 " <td>34</td>\n",
1569 " <td>34</td>\n",
1570 " <td>34</td>\n",
1571 " <td>34</td>\n",
1572 " <td>34</td>\n",
1573 " <td>34</td>\n",
1574 " </tr>\n",
1575 " <tr>\n",
1576 " <th>Willowdale, Willowdale West</th>\n",
1577 " <td>6</td>\n",
1578 " <td>6</td>\n",
1579 " <td>6</td>\n",
1580 " <td>6</td>\n",
1581 " <td>6</td>\n",
1582 " <td>6</td>\n",
1583 " </tr>\n",
1584 " <tr>\n",
1585 " <th>Woburn</th>\n",
1586 " <td>4</td>\n",
1587 " <td>4</td>\n",
1588 " <td>4</td>\n",
1589 " <td>4</td>\n",
1590 " <td>4</td>\n",
1591 " <td>4</td>\n",
1592 " </tr>\n",
1593 " <tr>\n",
1594 " <th>Woodbine Heights</th>\n",
1595 " <td>9</td>\n",
1596 " <td>9</td>\n",
1597 " <td>9</td>\n",
1598 " <td>9</td>\n",
1599 " <td>9</td>\n",
1600 " <td>9</td>\n",
1601 " </tr>\n",
1602 " <tr>\n",
1603 " <th>York Mills West</th>\n",
1604 " <td>3</td>\n",
1605 " <td>3</td>\n",
1606 " <td>3</td>\n",
1607 " <td>3</td>\n",
1608 " <td>3</td>\n",
1609 " <td>3</td>\n",
1610 " </tr>\n",
1611 " </tbody>\n",
1612 "</table>\n",
1613 "<p>96 rows × 6 columns</p>\n",
1614 "</div>"
1615 ],
1616 "text/plain": [
1617 " Neighborhood Latitude \\\n",
1618 "Neighbourhood \n",
1619 "Agincourt 4 \n",
1620 "Alderwood, Long Branch 8 \n",
1621 "Bathurst Manor, Wilson Heights, Downsview North 21 \n",
1622 "Bayview Village 4 \n",
1623 "Bedford Park, Lawrence Manor East 25 \n",
1624 "... ... \n",
1625 "Willowdale, Willowdale East 34 \n",
1626 "Willowdale, Willowdale West 6 \n",
1627 "Woburn 4 \n",
1628 "Woodbine Heights 9 \n",
1629 "York Mills West 3 \n",
1630 "\n",
1631 " Neighborhood Longitude \\\n",
1632 "Neighbourhood \n",
1633 "Agincourt 4 \n",
1634 "Alderwood, Long Branch 8 \n",
1635 "Bathurst Manor, Wilson Heights, Downsview North 21 \n",
1636 "Bayview Village 4 \n",
1637 "Bedford Park, Lawrence Manor East 25 \n",
1638 "... ... \n",
1639 "Willowdale, Willowdale East 34 \n",
1640 "Willowdale, Willowdale West 6 \n",
1641 "Woburn 4 \n",
1642 "Woodbine Heights 9 \n",
1643 "York Mills West 3 \n",
1644 "\n",
1645 " Venue Venue Latitude \\\n",
1646 "Neighbourhood \n",
1647 "Agincourt 4 4 \n",
1648 "Alderwood, Long Branch 8 8 \n",
1649 "Bathurst Manor, Wilson Heights, Downsview North 21 21 \n",
1650 "Bayview Village 4 4 \n",
1651 "Bedford Park, Lawrence Manor East 25 25 \n",
1652 "... ... ... \n",
1653 "Willowdale, Willowdale East 34 34 \n",
1654 "Willowdale, Willowdale West 6 6 \n",
1655 "Woburn 4 4 \n",
1656 "Woodbine Heights 9 9 \n",
1657 "York Mills West 3 3 \n",
1658 "\n",
1659 " Venue Longitude \\\n",
1660 "Neighbourhood \n",
1661 "Agincourt 4 \n",
1662 "Alderwood, Long Branch 8 \n",
1663 "Bathurst Manor, Wilson Heights, Downsview North 21 \n",
1664 "Bayview Village 4 \n",
1665 "Bedford Park, Lawrence Manor East 25 \n",
1666 "... ... \n",
1667 "Willowdale, Willowdale East 34 \n",
1668 "Willowdale, Willowdale West 6 \n",
1669 "Woburn 4 \n",
1670 "Woodbine Heights 9 \n",
1671 "York Mills West 3 \n",
1672 "\n",
1673 " Venue Category \n",
1674 "Neighbourhood \n",
1675 "Agincourt 4 \n",
1676 "Alderwood, Long Branch 8 \n",
1677 "Bathurst Manor, Wilson Heights, Downsview North 21 \n",
1678 "Bayview Village 4 \n",
1679 "Bedford Park, Lawrence Manor East 25 \n",
1680 "... ... \n",
1681 "Willowdale, Willowdale East 34 \n",
1682 "Willowdale, Willowdale West 6 \n",
1683 "Woburn 4 \n",
1684 "Woodbine Heights 9 \n",
1685 "York Mills West 3 \n",
1686 "\n",
1687 "[96 rows x 6 columns]"
1688 ]
1689 },
1690 "execution_count": 102,
1691 "metadata": {},
1692 "output_type": "execute_result"
1693 }
1694 ],
1695 "source": [
1696 "toronto_venues.groupby('Neighbourhood').count()"
1697 ]
1698 },
1699 {
1700 "cell_type": "markdown",
1701 "metadata": {},
1702 "source": [
1703 "How many categorys can we find?"
1704 ]
1705 },
1706 {
1707 "cell_type": "code",
1708 "execution_count": 103,
1709 "metadata": {},
1710 "outputs": [
1711 {
1712 "data": {
1713 "text/html": [
1714 "<div>\n",
1715 "<style scoped>\n",
1716 " .dataframe tbody tr th:only-of-type {\n",
1717 " vertical-align: middle;\n",
1718 " }\n",
1719 "\n",
1720 " .dataframe tbody tr th {\n",
1721 " vertical-align: top;\n",
1722 " }\n",
1723 "\n",
1724 " .dataframe thead th {\n",
1725 " text-align: right;\n",
1726 " }\n",
1727 "</style>\n",
1728 "<table border=\"1\" class=\"dataframe\">\n",
1729 " <thead>\n",
1730 " <tr style=\"text-align: right;\">\n",
1731 " <th></th>\n",
1732 " <th>Neighbourhood</th>\n",
1733 " <th>Accessories Store</th>\n",
1734 " <th>Afghan Restaurant</th>\n",
1735 " <th>Airport</th>\n",
1736 " <th>Airport Food Court</th>\n",
1737 " <th>Airport Lounge</th>\n",
1738 " <th>Airport Service</th>\n",
1739 " <th>Airport Terminal</th>\n",
1740 " <th>American Restaurant</th>\n",
1741 " <th>Antique Shop</th>\n",
1742 " <th>...</th>\n",
1743 " <th>Vegetarian / Vegan Restaurant</th>\n",
1744 " <th>Video Game Store</th>\n",
1745 " <th>Video Store</th>\n",
1746 " <th>Vietnamese Restaurant</th>\n",
1747 " <th>Warehouse Store</th>\n",
1748 " <th>Wine Bar</th>\n",
1749 " <th>Wine Shop</th>\n",
1750 " <th>Wings Joint</th>\n",
1751 " <th>Women's Store</th>\n",
1752 " <th>Yoga Studio</th>\n",
1753 " </tr>\n",
1754 " </thead>\n",
1755 " <tbody>\n",
1756 " <tr>\n",
1757 " <th>0</th>\n",
1758 " <td>Parkwoods</td>\n",
1759 " <td>0</td>\n",
1760 " <td>0</td>\n",
1761 " <td>0</td>\n",
1762 " <td>0</td>\n",
1763 " <td>0</td>\n",
1764 " <td>0</td>\n",
1765 " <td>0</td>\n",
1766 " <td>0</td>\n",
1767 " <td>0</td>\n",
1768 " <td>...</td>\n",
1769 " <td>0</td>\n",
1770 " <td>0</td>\n",
1771 " <td>0</td>\n",
1772 " <td>0</td>\n",
1773 " <td>0</td>\n",
1774 " <td>0</td>\n",
1775 " <td>0</td>\n",
1776 " <td>0</td>\n",
1777 " <td>0</td>\n",
1778 " <td>0</td>\n",
1779 " </tr>\n",
1780 " <tr>\n",
1781 " <th>1</th>\n",
1782 " <td>Parkwoods</td>\n",
1783 " <td>0</td>\n",
1784 " <td>0</td>\n",
1785 " <td>0</td>\n",
1786 " <td>0</td>\n",
1787 " <td>0</td>\n",
1788 " <td>0</td>\n",
1789 " <td>0</td>\n",
1790 " <td>0</td>\n",
1791 " <td>0</td>\n",
1792 " <td>...</td>\n",
1793 " <td>0</td>\n",
1794 " <td>0</td>\n",
1795 " <td>0</td>\n",
1796 " <td>0</td>\n",
1797 " <td>0</td>\n",
1798 " <td>0</td>\n",
1799 " <td>0</td>\n",
1800 " <td>0</td>\n",
1801 " <td>0</td>\n",
1802 " <td>0</td>\n",
1803 " </tr>\n",
1804 " <tr>\n",
1805 " <th>2</th>\n",
1806 " <td>Victoria Village</td>\n",
1807 " <td>0</td>\n",
1808 " <td>0</td>\n",
1809 " <td>0</td>\n",
1810 " <td>0</td>\n",
1811 " <td>0</td>\n",
1812 " <td>0</td>\n",
1813 " <td>0</td>\n",
1814 " <td>0</td>\n",
1815 " <td>0</td>\n",
1816 " <td>...</td>\n",
1817 " <td>0</td>\n",
1818 " <td>0</td>\n",
1819 " <td>0</td>\n",
1820 " <td>0</td>\n",
1821 " <td>0</td>\n",
1822 " <td>0</td>\n",
1823 " <td>0</td>\n",
1824 " <td>0</td>\n",
1825 " <td>0</td>\n",
1826 " <td>0</td>\n",
1827 " </tr>\n",
1828 " <tr>\n",
1829 " <th>3</th>\n",
1830 " <td>Victoria Village</td>\n",
1831 " <td>0</td>\n",
1832 " <td>0</td>\n",
1833 " <td>0</td>\n",
1834 " <td>0</td>\n",
1835 " <td>0</td>\n",
1836 " <td>0</td>\n",
1837 " <td>0</td>\n",
1838 " <td>0</td>\n",
1839 " <td>0</td>\n",
1840 " <td>...</td>\n",
1841 " <td>0</td>\n",
1842 " <td>0</td>\n",
1843 " <td>0</td>\n",
1844 " <td>0</td>\n",
1845 " <td>0</td>\n",
1846 " <td>0</td>\n",
1847 " <td>0</td>\n",
1848 " <td>0</td>\n",
1849 " <td>0</td>\n",
1850 " <td>0</td>\n",
1851 " </tr>\n",
1852 " <tr>\n",
1853 " <th>4</th>\n",
1854 " <td>Victoria Village</td>\n",
1855 " <td>0</td>\n",
1856 " <td>0</td>\n",
1857 " <td>0</td>\n",
1858 " <td>0</td>\n",
1859 " <td>0</td>\n",
1860 " <td>0</td>\n",
1861 " <td>0</td>\n",
1862 " <td>0</td>\n",
1863 " <td>0</td>\n",
1864 " <td>...</td>\n",
1865 " <td>0</td>\n",
1866 " <td>0</td>\n",
1867 " <td>0</td>\n",
1868 " <td>0</td>\n",
1869 " <td>0</td>\n",
1870 " <td>0</td>\n",
1871 " <td>0</td>\n",
1872 " <td>0</td>\n",
1873 " <td>0</td>\n",
1874 " <td>0</td>\n",
1875 " </tr>\n",
1876 " </tbody>\n",
1877 "</table>\n",
1878 "<p>5 rows × 270 columns</p>\n",
1879 "</div>"
1880 ],
1881 "text/plain": [
1882 " Neighbourhood Accessories Store Afghan Restaurant Airport \\\n",
1883 "0 Parkwoods 0 0 0 \n",
1884 "1 Parkwoods 0 0 0 \n",
1885 "2 Victoria Village 0 0 0 \n",
1886 "3 Victoria Village 0 0 0 \n",
1887 "4 Victoria Village 0 0 0 \n",
1888 "\n",
1889 " Airport Food Court Airport Lounge Airport Service Airport Terminal \\\n",
1890 "0 0 0 0 0 \n",
1891 "1 0 0 0 0 \n",
1892 "2 0 0 0 0 \n",
1893 "3 0 0 0 0 \n",
1894 "4 0 0 0 0 \n",
1895 "\n",
1896 " American Restaurant Antique Shop ... Vegetarian / Vegan Restaurant \\\n",
1897 "0 0 0 ... 0 \n",
1898 "1 0 0 ... 0 \n",
1899 "2 0 0 ... 0 \n",
1900 "3 0 0 ... 0 \n",
1901 "4 0 0 ... 0 \n",
1902 "\n",
1903 " Video Game Store Video Store Vietnamese Restaurant Warehouse Store \\\n",
1904 "0 0 0 0 0 \n",
1905 "1 0 0 0 0 \n",
1906 "2 0 0 0 0 \n",
1907 "3 0 0 0 0 \n",
1908 "4 0 0 0 0 \n",
1909 "\n",
1910 " Wine Bar Wine Shop Wings Joint Women's Store Yoga Studio \n",
1911 "0 0 0 0 0 0 \n",
1912 "1 0 0 0 0 0 \n",
1913 "2 0 0 0 0 0 \n",
1914 "3 0 0 0 0 0 \n",
1915 "4 0 0 0 0 0 \n",
1916 "\n",
1917 "[5 rows x 270 columns]"
1918 ]
1919 },
1920 "execution_count": 103,
1921 "metadata": {},
1922 "output_type": "execute_result"
1923 }
1924 ],
1925 "source": [
1926 "# one hot encoding\n",
1927 "toronto_onehot = pd.get_dummies(toronto_venues[['Venue Category']], prefix=\"\", prefix_sep=\"\")\n",
1928 "\n",
1929 "# add neighborhood column back to dataframe\n",
1930 "toronto_onehot['Neighbourhood'] = toronto_venues['Neighbourhood'] \n",
1931 "\n",
1932 "# move neighborhood column to the first column\n",
1933 "fixed_columns = [toronto_onehot.columns[-1]] + list(toronto_onehot.columns[:-1])\n",
1934 "toronto_onehot = toronto_onehot[fixed_columns]\n",
1935 "\n",
1936 "toronto_onehot.head()"
1937 ]
1938 },
1939 {
1940 "cell_type": "code",
1941 "execution_count": 104,
1942 "metadata": {},
1943 "outputs": [
1944 {
1945 "data": {
1946 "text/plain": [
1947 "(2153, 270)"
1948 ]
1949 },
1950 "execution_count": 104,
1951 "metadata": {},
1952 "output_type": "execute_result"
1953 }
1954 ],
1955 "source": [
1956 "toronto_onehot.shape"
1957 ]
1958 },
1959 {
1960 "cell_type": "code",
1961 "execution_count": 105,
1962 "metadata": {},
1963 "outputs": [
1964 {
1965 "data": {
1966 "text/html": [
1967 "<div>\n",
1968 "<style scoped>\n",
1969 " .dataframe tbody tr th:only-of-type {\n",
1970 " vertical-align: middle;\n",
1971 " }\n",
1972 "\n",
1973 " .dataframe tbody tr th {\n",
1974 " vertical-align: top;\n",
1975 " }\n",
1976 "\n",
1977 " .dataframe thead th {\n",
1978 " text-align: right;\n",
1979 " }\n",
1980 "</style>\n",
1981 "<table border=\"1\" class=\"dataframe\">\n",
1982 " <thead>\n",
1983 " <tr style=\"text-align: right;\">\n",
1984 " <th></th>\n",
1985 " <th>Neighbourhood</th>\n",
1986 " <th>Accessories Store</th>\n",
1987 " <th>Afghan Restaurant</th>\n",
1988 " <th>Airport</th>\n",
1989 " <th>Airport Food Court</th>\n",
1990 " <th>Airport Lounge</th>\n",
1991 " <th>Airport Service</th>\n",
1992 " <th>Airport Terminal</th>\n",
1993 " <th>American Restaurant</th>\n",
1994 " <th>Antique Shop</th>\n",
1995 " <th>...</th>\n",
1996 " <th>Vegetarian / Vegan Restaurant</th>\n",
1997 " <th>Video Game Store</th>\n",
1998 " <th>Video Store</th>\n",
1999 " <th>Vietnamese Restaurant</th>\n",
2000 " <th>Warehouse Store</th>\n",
2001 " <th>Wine Bar</th>\n",
2002 " <th>Wine Shop</th>\n",
2003 " <th>Wings Joint</th>\n",
2004 " <th>Women's Store</th>\n",
2005 " <th>Yoga Studio</th>\n",
2006 " </tr>\n",
2007 " </thead>\n",
2008 " <tbody>\n",
2009 " <tr>\n",
2010 " <th>0</th>\n",
2011 " <td>Agincourt</td>\n",
2012 " <td>0.0</td>\n",
2013 " <td>0.0</td>\n",
2014 " <td>0.0</td>\n",
2015 " <td>0.0</td>\n",
2016 " <td>0.0</td>\n",
2017 " <td>0.0</td>\n",
2018 " <td>0.0</td>\n",
2019 " <td>0.00</td>\n",
2020 " <td>0.0</td>\n",
2021 " <td>...</td>\n",
2022 " <td>0.0</td>\n",
2023 " <td>0.0</td>\n",
2024 " <td>0.0</td>\n",
2025 " <td>0.0</td>\n",
2026 " <td>0.0</td>\n",
2027 " <td>0.0</td>\n",
2028 " <td>0.0</td>\n",
2029 " <td>0.0</td>\n",
2030 " <td>0.00</td>\n",
2031 " <td>0.0</td>\n",
2032 " </tr>\n",
2033 " <tr>\n",
2034 " <th>1</th>\n",
2035 " <td>Alderwood, Long Branch</td>\n",
2036 " <td>0.0</td>\n",
2037 " <td>0.0</td>\n",
2038 " <td>0.0</td>\n",
2039 " <td>0.0</td>\n",
2040 " <td>0.0</td>\n",
2041 " <td>0.0</td>\n",
2042 " <td>0.0</td>\n",
2043 " <td>0.00</td>\n",
2044 " <td>0.0</td>\n",
2045 " <td>...</td>\n",
2046 " <td>0.0</td>\n",
2047 " <td>0.0</td>\n",
2048 " <td>0.0</td>\n",
2049 " <td>0.0</td>\n",
2050 " <td>0.0</td>\n",
2051 " <td>0.0</td>\n",
2052 " <td>0.0</td>\n",
2053 " <td>0.0</td>\n",
2054 " <td>0.00</td>\n",
2055 " <td>0.0</td>\n",
2056 " </tr>\n",
2057 " <tr>\n",
2058 " <th>2</th>\n",
2059 " <td>Bathurst Manor, Wilson Heights, Downsview North</td>\n",
2060 " <td>0.0</td>\n",
2061 " <td>0.0</td>\n",
2062 " <td>0.0</td>\n",
2063 " <td>0.0</td>\n",
2064 " <td>0.0</td>\n",
2065 " <td>0.0</td>\n",
2066 " <td>0.0</td>\n",
2067 " <td>0.00</td>\n",
2068 " <td>0.0</td>\n",
2069 " <td>...</td>\n",
2070 " <td>0.0</td>\n",
2071 " <td>0.0</td>\n",
2072 " <td>0.0</td>\n",
2073 " <td>0.0</td>\n",
2074 " <td>0.0</td>\n",
2075 " <td>0.0</td>\n",
2076 " <td>0.0</td>\n",
2077 " <td>0.0</td>\n",
2078 " <td>0.00</td>\n",
2079 " <td>0.0</td>\n",
2080 " </tr>\n",
2081 " <tr>\n",
2082 " <th>3</th>\n",
2083 " <td>Bayview Village</td>\n",
2084 " <td>0.0</td>\n",
2085 " <td>0.0</td>\n",
2086 " <td>0.0</td>\n",
2087 " <td>0.0</td>\n",
2088 " <td>0.0</td>\n",
2089 " <td>0.0</td>\n",
2090 " <td>0.0</td>\n",
2091 " <td>0.00</td>\n",
2092 " <td>0.0</td>\n",
2093 " <td>...</td>\n",
2094 " <td>0.0</td>\n",
2095 " <td>0.0</td>\n",
2096 " <td>0.0</td>\n",
2097 " <td>0.0</td>\n",
2098 " <td>0.0</td>\n",
2099 " <td>0.0</td>\n",
2100 " <td>0.0</td>\n",
2101 " <td>0.0</td>\n",
2102 " <td>0.00</td>\n",
2103 " <td>0.0</td>\n",
2104 " </tr>\n",
2105 " <tr>\n",
2106 " <th>4</th>\n",
2107 " <td>Bedford Park, Lawrence Manor East</td>\n",
2108 " <td>0.0</td>\n",
2109 " <td>0.0</td>\n",
2110 " <td>0.0</td>\n",
2111 " <td>0.0</td>\n",
2112 " <td>0.0</td>\n",
2113 " <td>0.0</td>\n",
2114 " <td>0.0</td>\n",
2115 " <td>0.04</td>\n",
2116 " <td>0.0</td>\n",
2117 " <td>...</td>\n",
2118 " <td>0.0</td>\n",
2119 " <td>0.0</td>\n",
2120 " <td>0.0</td>\n",
2121 " <td>0.0</td>\n",
2122 " <td>0.0</td>\n",
2123 " <td>0.0</td>\n",
2124 " <td>0.0</td>\n",
2125 " <td>0.0</td>\n",
2126 " <td>0.04</td>\n",
2127 " <td>0.0</td>\n",
2128 " </tr>\n",
2129 " </tbody>\n",
2130 "</table>\n",
2131 "<p>5 rows × 270 columns</p>\n",
2132 "</div>"
2133 ],
2134 "text/plain": [
2135 " Neighbourhood Accessories Store \\\n",
2136 "0 Agincourt 0.0 \n",
2137 "1 Alderwood, Long Branch 0.0 \n",
2138 "2 Bathurst Manor, Wilson Heights, Downsview North 0.0 \n",
2139 "3 Bayview Village 0.0 \n",
2140 "4 Bedford Park, Lawrence Manor East 0.0 \n",
2141 "\n",
2142 " Afghan Restaurant Airport Airport Food Court Airport Lounge \\\n",
2143 "0 0.0 0.0 0.0 0.0 \n",
2144 "1 0.0 0.0 0.0 0.0 \n",
2145 "2 0.0 0.0 0.0 0.0 \n",
2146 "3 0.0 0.0 0.0 0.0 \n",
2147 "4 0.0 0.0 0.0 0.0 \n",
2148 "\n",
2149 " Airport Service Airport Terminal American Restaurant Antique Shop ... \\\n",
2150 "0 0.0 0.0 0.00 0.0 ... \n",
2151 "1 0.0 0.0 0.00 0.0 ... \n",
2152 "2 0.0 0.0 0.00 0.0 ... \n",
2153 "3 0.0 0.0 0.00 0.0 ... \n",
2154 "4 0.0 0.0 0.04 0.0 ... \n",
2155 "\n",
2156 " Vegetarian / Vegan Restaurant Video Game Store Video Store \\\n",
2157 "0 0.0 0.0 0.0 \n",
2158 "1 0.0 0.0 0.0 \n",
2159 "2 0.0 0.0 0.0 \n",
2160 "3 0.0 0.0 0.0 \n",
2161 "4 0.0 0.0 0.0 \n",
2162 "\n",
2163 " Vietnamese Restaurant Warehouse Store Wine Bar Wine Shop Wings Joint \\\n",
2164 "0 0.0 0.0 0.0 0.0 0.0 \n",
2165 "1 0.0 0.0 0.0 0.0 0.0 \n",
2166 "2 0.0 0.0 0.0 0.0 0.0 \n",
2167 "3 0.0 0.0 0.0 0.0 0.0 \n",
2168 "4 0.0 0.0 0.0 0.0 0.0 \n",
2169 "\n",
2170 " Women's Store Yoga Studio \n",
2171 "0 0.00 0.0 \n",
2172 "1 0.00 0.0 \n",
2173 "2 0.00 0.0 \n",
2174 "3 0.00 0.0 \n",
2175 "4 0.04 0.0 \n",
2176 "\n",
2177 "[5 rows x 270 columns]"
2178 ]
2179 },
2180 "execution_count": 105,
2181 "metadata": {},
2182 "output_type": "execute_result"
2183 }
2184 ],
2185 "source": [
2186 "toronto_grouped = toronto_onehot.groupby('Neighbourhood').mean().reset_index()\n",
2187 "toronto_grouped.head()"
2188 ]
2189 },
2190 {
2191 "cell_type": "code",
2192 "execution_count": 106,
2193 "metadata": {},
2194 "outputs": [
2195 {
2196 "data": {
2197 "text/plain": [
2198 "(96, 270)"
2199 ]
2200 },
2201 "execution_count": 106,
2202 "metadata": {},
2203 "output_type": "execute_result"
2204 }
2205 ],
2206 "source": [
2207 "toronto_grouped.shape"
2208 ]
2209 },
2210 {
2211 "cell_type": "markdown",
2212 "metadata": {},
2213 "source": [
2214 "Getting the top 10 for each neighbourhood"
2215 ]
2216 },
2217 {
2218 "cell_type": "code",
2219 "execution_count": 107,
2220 "metadata": {},
2221 "outputs": [],
2222 "source": [
2223 "def return_most_common_venues(row, num_top_venues):\n",
2224 " row_categories = row.iloc[1:]\n",
2225 " row_categories_sorted = row_categories.sort_values(ascending=False)\n",
2226 " \n",
2227 " return row_categories_sorted.index.values[0:num_top_venues]"
2228 ]
2229 },
2230 {
2231 "cell_type": "code",
2232 "execution_count": 108,
2233 "metadata": {},
2234 "outputs": [
2235 {
2236 "data": {
2237 "text/html": [
2238 "<div>\n",
2239 "<style scoped>\n",
2240 " .dataframe tbody tr th:only-of-type {\n",
2241 " vertical-align: middle;\n",
2242 " }\n",
2243 "\n",
2244 " .dataframe tbody tr th {\n",
2245 " vertical-align: top;\n",
2246 " }\n",
2247 "\n",
2248 " .dataframe thead th {\n",
2249 " text-align: right;\n",
2250 " }\n",
2251 "</style>\n",
2252 "<table border=\"1\" class=\"dataframe\">\n",
2253 " <thead>\n",
2254 " <tr style=\"text-align: right;\">\n",
2255 " <th></th>\n",
2256 " <th>Neighbourhood</th>\n",
2257 " <th>1st Most Common Venue</th>\n",
2258 " <th>2nd Most Common Venue</th>\n",
2259 " <th>3rd Most Common Venue</th>\n",
2260 " <th>4th Most Common Venue</th>\n",
2261 " <th>5th Most Common Venue</th>\n",
2262 " <th>6th Most Common Venue</th>\n",
2263 " <th>7th Most Common Venue</th>\n",
2264 " <th>8th Most Common Venue</th>\n",
2265 " <th>9th Most Common Venue</th>\n",
2266 " <th>10th Most Common Venue</th>\n",
2267 " </tr>\n",
2268 " </thead>\n",
2269 " <tbody>\n",
2270 " <tr>\n",
2271 " <th>0</th>\n",
2272 " <td>Agincourt</td>\n",
2273 " <td>Lounge</td>\n",
2274 " <td>Latin American Restaurant</td>\n",
2275 " <td>Skating Rink</td>\n",
2276 " <td>Breakfast Spot</td>\n",
2277 " <td>Donut Shop</td>\n",
2278 " <td>Diner</td>\n",
2279 " <td>Discount Store</td>\n",
2280 " <td>Distribution Center</td>\n",
2281 " <td>Dog Run</td>\n",
2282 " <td>Doner Restaurant</td>\n",
2283 " </tr>\n",
2284 " <tr>\n",
2285 " <th>1</th>\n",
2286 " <td>Alderwood, Long Branch</td>\n",
2287 " <td>Pizza Place</td>\n",
2288 " <td>Pharmacy</td>\n",
2289 " <td>Sandwich Place</td>\n",
2290 " <td>Dance Studio</td>\n",
2291 " <td>Coffee Shop</td>\n",
2292 " <td>Pub</td>\n",
2293 " <td>Gym</td>\n",
2294 " <td>Airport Terminal</td>\n",
2295 " <td>Falafel Restaurant</td>\n",
2296 " <td>Event Space</td>\n",
2297 " </tr>\n",
2298 " <tr>\n",
2299 " <th>2</th>\n",
2300 " <td>Bathurst Manor, Wilson Heights, Downsview North</td>\n",
2301 " <td>Coffee Shop</td>\n",
2302 " <td>Bank</td>\n",
2303 " <td>Frozen Yogurt Shop</td>\n",
2304 " <td>Bridal Shop</td>\n",
2305 " <td>Sandwich Place</td>\n",
2306 " <td>Diner</td>\n",
2307 " <td>Restaurant</td>\n",
2308 " <td>Deli / Bodega</td>\n",
2309 " <td>Middle Eastern Restaurant</td>\n",
2310 " <td>Supermarket</td>\n",
2311 " </tr>\n",
2312 " <tr>\n",
2313 " <th>3</th>\n",
2314 " <td>Bayview Village</td>\n",
2315 " <td>Café</td>\n",
2316 " <td>Bank</td>\n",
2317 " <td>Chinese Restaurant</td>\n",
2318 " <td>Japanese Restaurant</td>\n",
2319 " <td>Yoga Studio</td>\n",
2320 " <td>Diner</td>\n",
2321 " <td>Discount Store</td>\n",
2322 " <td>Distribution Center</td>\n",
2323 " <td>Dog Run</td>\n",
2324 " <td>Doner Restaurant</td>\n",
2325 " </tr>\n",
2326 " <tr>\n",
2327 " <th>4</th>\n",
2328 " <td>Bedford Park, Lawrence Manor East</td>\n",
2329 " <td>Sandwich Place</td>\n",
2330 " <td>Restaurant</td>\n",
2331 " <td>Italian Restaurant</td>\n",
2332 " <td>Coffee Shop</td>\n",
2333 " <td>Liquor Store</td>\n",
2334 " <td>Thai Restaurant</td>\n",
2335 " <td>Café</td>\n",
2336 " <td>Pub</td>\n",
2337 " <td>Butcher</td>\n",
2338 " <td>Sushi Restaurant</td>\n",
2339 " </tr>\n",
2340 " </tbody>\n",
2341 "</table>\n",
2342 "</div>"
2343 ],
2344 "text/plain": [
2345 " Neighbourhood 1st Most Common Venue \\\n",
2346 "0 Agincourt Lounge \n",
2347 "1 Alderwood, Long Branch Pizza Place \n",
2348 "2 Bathurst Manor, Wilson Heights, Downsview North Coffee Shop \n",
2349 "3 Bayview Village Café \n",
2350 "4 Bedford Park, Lawrence Manor East Sandwich Place \n",
2351 "\n",
2352 " 2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue \\\n",
2353 "0 Latin American Restaurant Skating Rink Breakfast Spot \n",
2354 "1 Pharmacy Sandwich Place Dance Studio \n",
2355 "2 Bank Frozen Yogurt Shop Bridal Shop \n",
2356 "3 Bank Chinese Restaurant Japanese Restaurant \n",
2357 "4 Restaurant Italian Restaurant Coffee Shop \n",
2358 "\n",
2359 " 5th Most Common Venue 6th Most Common Venue 7th Most Common Venue \\\n",
2360 "0 Donut Shop Diner Discount Store \n",
2361 "1 Coffee Shop Pub Gym \n",
2362 "2 Sandwich Place Diner Restaurant \n",
2363 "3 Yoga Studio Diner Discount Store \n",
2364 "4 Liquor Store Thai Restaurant Café \n",
2365 "\n",
2366 " 8th Most Common Venue 9th Most Common Venue 10th Most Common Venue \n",
2367 "0 Distribution Center Dog Run Doner Restaurant \n",
2368 "1 Airport Terminal Falafel Restaurant Event Space \n",
2369 "2 Deli / Bodega Middle Eastern Restaurant Supermarket \n",
2370 "3 Distribution Center Dog Run Doner Restaurant \n",
2371 "4 Pub Butcher Sushi Restaurant "
2372 ]
2373 },
2374 "execution_count": 108,
2375 "metadata": {},
2376 "output_type": "execute_result"
2377 }
2378 ],
2379 "source": [
2380 "import numpy as np\n",
2381 "num_top_venues = 10\n",
2382 "\n",
2383 "indicators = ['st', 'nd', 'rd']\n",
2384 "\n",
2385 "# create columns according to number of top venues\n",
2386 "columns = ['Neighbourhood']\n",
2387 "for ind in np.arange(num_top_venues):\n",
2388 " try:\n",
2389 " columns.append('{}{} Most Common Venue'.format(ind+1, indicators[ind]))\n",
2390 " except:\n",
2391 " columns.append('{}th Most Common Venue'.format(ind+1))\n",
2392 "\n",
2393 "# create a new dataframe\n",
2394 "neighborhoods_venues_sorted = pd.DataFrame(columns=columns)\n",
2395 "neighborhoods_venues_sorted['Neighbourhood'] = toronto_grouped['Neighbourhood']\n",
2396 "\n",
2397 "for ind in np.arange(toronto_grouped.shape[0]):\n",
2398 " neighborhoods_venues_sorted.iloc[ind, 1:] = return_most_common_venues(toronto_grouped.iloc[ind, :], num_top_venues)\n",
2399 "\n",
2400 "neighborhoods_venues_sorted.head()"
2401 ]
2402 },
2403 {
2404 "cell_type": "markdown",
2405 "metadata": {},
2406 "source": [
2407 "Clustering Neighborhoods"
2408 ]
2409 },
2410 {
2411 "cell_type": "code",
2412 "execution_count": 109,
2413 "metadata": {},
2414 "outputs": [
2415 {
2416 "data": {
2417 "text/plain": [
2418 "array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1])"
2419 ]
2420 },
2421 "execution_count": 109,
2422 "metadata": {},
2423 "output_type": "execute_result"
2424 }
2425 ],
2426 "source": [
2427 "# import k-means from clustering stage\n",
2428 "from sklearn.cluster import KMeans\n",
2429 "\n",
2430 "# set number of clusters\n",
2431 "kclusters = 5\n",
2432 "\n",
2433 "toronto_grouped_clustering = toronto_grouped.drop('Neighbourhood', 1)\n",
2434 "\n",
2435 "# run k-means clustering\n",
2436 "kmeans = KMeans(n_clusters=kclusters, random_state=0).fit(toronto_grouped_clustering)\n",
2437 "\n",
2438 "# check cluster labels generated for each row in the dataframe\n",
2439 "kmeans.labels_[0:10]"
2440 ]
2441 },
2442 {
2443 "cell_type": "markdown",
2444 "metadata": {},
2445 "source": [
2446 "Merge the dataframe with the top 10 and the cluster for each neighbourhood"
2447 ]
2448 },
2449 {
2450 "cell_type": "code",
2451 "execution_count": 121,
2452 "metadata": {},
2453 "outputs": [
2454 {
2455 "data": {
2456 "text/html": [
2457 "<div>\n",
2458 "<style scoped>\n",
2459 " .dataframe tbody tr th:only-of-type {\n",
2460 " vertical-align: middle;\n",
2461 " }\n",
2462 "\n",
2463 " .dataframe tbody tr th {\n",
2464 " vertical-align: top;\n",
2465 " }\n",
2466 "\n",
2467 " .dataframe thead th {\n",
2468 " text-align: right;\n",
2469 " }\n",
2470 "</style>\n",
2471 "<table border=\"1\" class=\"dataframe\">\n",
2472 " <thead>\n",
2473 " <tr style=\"text-align: right;\">\n",
2474 " <th></th>\n",
2475 " <th>Postal Code</th>\n",
2476 " <th>Borough</th>\n",
2477 " <th>Neighbourhood</th>\n",
2478 " <th>Latitude</th>\n",
2479 " <th>Longitude</th>\n",
2480 " </tr>\n",
2481 " </thead>\n",
2482 " <tbody>\n",
2483 " <tr>\n",
2484 " <th>0</th>\n",
2485 " <td>M3A</td>\n",
2486 " <td>North York</td>\n",
2487 " <td>Parkwoods</td>\n",
2488 " <td>43.753259</td>\n",
2489 " <td>-79.329656</td>\n",
2490 " </tr>\n",
2491 " <tr>\n",
2492 " <th>1</th>\n",
2493 " <td>M4A</td>\n",
2494 " <td>North York</td>\n",
2495 " <td>Victoria Village</td>\n",
2496 " <td>43.725882</td>\n",
2497 " <td>-79.315572</td>\n",
2498 " </tr>\n",
2499 " <tr>\n",
2500 " <th>2</th>\n",
2501 " <td>M5A</td>\n",
2502 " <td>Downtown Toronto</td>\n",
2503 " <td>Regent Park, Harbourfront</td>\n",
2504 " <td>43.654260</td>\n",
2505 " <td>-79.360636</td>\n",
2506 " </tr>\n",
2507 " <tr>\n",
2508 " <th>3</th>\n",
2509 " <td>M6A</td>\n",
2510 " <td>North York</td>\n",
2511 " <td>Lawrence Manor, Lawrence Heights</td>\n",
2512 " <td>43.718518</td>\n",
2513 " <td>-79.464763</td>\n",
2514 " </tr>\n",
2515 " <tr>\n",
2516 " <th>4</th>\n",
2517 " <td>M7A</td>\n",
2518 " <td>Downtown Toronto</td>\n",
2519 " <td>Queen's Park, Ontario Provincial Government</td>\n",
2520 " <td>43.662301</td>\n",
2521 " <td>-79.389494</td>\n",
2522 " </tr>\n",
2523 " <tr>\n",
2524 " <th>...</th>\n",
2525 " <td>...</td>\n",
2526 " <td>...</td>\n",
2527 " <td>...</td>\n",
2528 " <td>...</td>\n",
2529 " <td>...</td>\n",
2530 " </tr>\n",
2531 " <tr>\n",
2532 " <th>98</th>\n",
2533 " <td>M8X</td>\n",
2534 " <td>Etobicoke</td>\n",
2535 " <td>The Kingsway, Montgomery Road, Old Mill North</td>\n",
2536 " <td>43.653654</td>\n",
2537 " <td>-79.506944</td>\n",
2538 " </tr>\n",
2539 " <tr>\n",
2540 " <th>99</th>\n",
2541 " <td>M4Y</td>\n",
2542 " <td>Downtown Toronto</td>\n",
2543 " <td>Church and Wellesley</td>\n",
2544 " <td>43.665860</td>\n",
2545 " <td>-79.383160</td>\n",
2546 " </tr>\n",
2547 " <tr>\n",
2548 " <th>100</th>\n",
2549 " <td>M7Y</td>\n",
2550 " <td>East Toronto</td>\n",
2551 " <td>Business reply mail Processing Centre, South C...</td>\n",
2552 " <td>43.662744</td>\n",
2553 " <td>-79.321558</td>\n",
2554 " </tr>\n",
2555 " <tr>\n",
2556 " <th>101</th>\n",
2557 " <td>M8Y</td>\n",
2558 " <td>Etobicoke</td>\n",
2559 " <td>Old Mill South, King's Mill Park, Sunnylea, Hu...</td>\n",
2560 " <td>43.636258</td>\n",
2561 " <td>-79.498509</td>\n",
2562 " </tr>\n",
2563 " <tr>\n",
2564 " <th>102</th>\n",
2565 " <td>M8Z</td>\n",
2566 " <td>Etobicoke</td>\n",
2567 " <td>Mimico NW, The Queensway West, South of Bloor,...</td>\n",
2568 " <td>43.628841</td>\n",
2569 " <td>-79.520999</td>\n",
2570 " </tr>\n",
2571 " </tbody>\n",
2572 "</table>\n",
2573 "<p>103 rows × 5 columns</p>\n",
2574 "</div>"
2575 ],
2576 "text/plain": [
2577 " Postal Code Borough \\\n",
2578 "0 M3A North York \n",
2579 "1 M4A North York \n",
2580 "2 M5A Downtown Toronto \n",
2581 "3 M6A North York \n",
2582 "4 M7A Downtown Toronto \n",
2583 ".. ... ... \n",
2584 "98 M8X Etobicoke \n",
2585 "99 M4Y Downtown Toronto \n",
2586 "100 M7Y East Toronto \n",
2587 "101 M8Y Etobicoke \n",
2588 "102 M8Z Etobicoke \n",
2589 "\n",
2590 " Neighbourhood Latitude Longitude \n",
2591 "0 Parkwoods 43.753259 -79.329656 \n",
2592 "1 Victoria Village 43.725882 -79.315572 \n",
2593 "2 Regent Park, Harbourfront 43.654260 -79.360636 \n",
2594 "3 Lawrence Manor, Lawrence Heights 43.718518 -79.464763 \n",
2595 "4 Queen's Park, Ontario Provincial Government 43.662301 -79.389494 \n",
2596 ".. ... ... ... \n",
2597 "98 The Kingsway, Montgomery Road, Old Mill North 43.653654 -79.506944 \n",
2598 "99 Church and Wellesley 43.665860 -79.383160 \n",
2599 "100 Business reply mail Processing Centre, South C... 43.662744 -79.321558 \n",
2600 "101 Old Mill South, King's Mill Park, Sunnylea, Hu... 43.636258 -79.498509 \n",
2601 "102 Mimico NW, The Queensway West, South of Bloor,... 43.628841 -79.520999 \n",
2602 "\n",
2603 "[103 rows x 5 columns]"
2604 ]
2605 },
2606 "execution_count": 121,
2607 "metadata": {},
2608 "output_type": "execute_result"
2609 }
2610 ],
2611 "source": [
2612 "df"
2613 ]
2614 },
2615 {
2616 "cell_type": "code",
2617 "execution_count": 113,
2618 "metadata": {},
2619 "outputs": [
2620 {
2621 "data": {
2622 "text/html": [
2623 "<div>\n",
2624 "<style scoped>\n",
2625 " .dataframe tbody tr th:only-of-type {\n",
2626 " vertical-align: middle;\n",
2627 " }\n",
2628 "\n",
2629 " .dataframe tbody tr th {\n",
2630 " vertical-align: top;\n",
2631 " }\n",
2632 "\n",
2633 " .dataframe thead th {\n",
2634 " text-align: right;\n",
2635 " }\n",
2636 "</style>\n",
2637 "<table border=\"1\" class=\"dataframe\">\n",
2638 " <thead>\n",
2639 " <tr style=\"text-align: right;\">\n",
2640 " <th></th>\n",
2641 " <th>Postal Code</th>\n",
2642 " <th>Borough</th>\n",
2643 " <th>Neighbourhood</th>\n",
2644 " <th>Latitude</th>\n",
2645 " <th>Longitude</th>\n",
2646 " <th>Cluster Labels</th>\n",
2647 " <th>1st Most Common Venue</th>\n",
2648 " <th>2nd Most Common Venue</th>\n",
2649 " <th>3rd Most Common Venue</th>\n",
2650 " <th>4th Most Common Venue</th>\n",
2651 " <th>5th Most Common Venue</th>\n",
2652 " <th>6th Most Common Venue</th>\n",
2653 " <th>7th Most Common Venue</th>\n",
2654 " <th>8th Most Common Venue</th>\n",
2655 " <th>9th Most Common Venue</th>\n",
2656 " <th>10th Most Common Venue</th>\n",
2657 " </tr>\n",
2658 " </thead>\n",
2659 " <tbody>\n",
2660 " <tr>\n",
2661 " <th>5</th>\n",
2662 " <td>M9A</td>\n",
2663 " <td>Etobicoke</td>\n",
2664 " <td>Islington Avenue, Humber Valley Village</td>\n",
2665 " <td>43.667856</td>\n",
2666 " <td>-79.532242</td>\n",
2667 " <td>NaN</td>\n",
2668 " <td>NaN</td>\n",
2669 " <td>NaN</td>\n",
2670 " <td>NaN</td>\n",
2671 " <td>NaN</td>\n",
2672 " <td>NaN</td>\n",
2673 " <td>NaN</td>\n",
2674 " <td>NaN</td>\n",
2675 " <td>NaN</td>\n",
2676 " <td>NaN</td>\n",
2677 " <td>NaN</td>\n",
2678 " </tr>\n",
2679 " <tr>\n",
2680 " <th>45</th>\n",
2681 " <td>M2L</td>\n",
2682 " <td>North York</td>\n",
2683 " <td>York Mills, Silver Hills</td>\n",
2684 " <td>43.757490</td>\n",
2685 " <td>-79.374714</td>\n",
2686 " <td>NaN</td>\n",
2687 " <td>NaN</td>\n",
2688 " <td>NaN</td>\n",
2689 " <td>NaN</td>\n",
2690 " <td>NaN</td>\n",
2691 " <td>NaN</td>\n",
2692 " <td>NaN</td>\n",
2693 " <td>NaN</td>\n",
2694 " <td>NaN</td>\n",
2695 " <td>NaN</td>\n",
2696 " <td>NaN</td>\n",
2697 " </tr>\n",
2698 " <tr>\n",
2699 " <th>95</th>\n",
2700 " <td>M1X</td>\n",
2701 " <td>Scarborough</td>\n",
2702 " <td>Upper Rouge</td>\n",
2703 " <td>43.836125</td>\n",
2704 " <td>-79.205636</td>\n",
2705 " <td>NaN</td>\n",
2706 " <td>NaN</td>\n",
2707 " <td>NaN</td>\n",
2708 " <td>NaN</td>\n",
2709 " <td>NaN</td>\n",
2710 " <td>NaN</td>\n",
2711 " <td>NaN</td>\n",
2712 " <td>NaN</td>\n",
2713 " <td>NaN</td>\n",
2714 " <td>NaN</td>\n",
2715 " <td>NaN</td>\n",
2716 " </tr>\n",
2717 " </tbody>\n",
2718 "</table>\n",
2719 "</div>"
2720 ],
2721 "text/plain": [
2722 " Postal Code Borough Neighbourhood \\\n",
2723 "5 M9A Etobicoke Islington Avenue, Humber Valley Village \n",
2724 "45 M2L North York York Mills, Silver Hills \n",
2725 "95 M1X Scarborough Upper Rouge \n",
2726 "\n",
2727 " Latitude Longitude Cluster Labels 1st Most Common Venue \\\n",
2728 "5 43.667856 -79.532242 NaN NaN \n",
2729 "45 43.757490 -79.374714 NaN NaN \n",
2730 "95 43.836125 -79.205636 NaN NaN \n",
2731 "\n",
2732 " 2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue \\\n",
2733 "5 NaN NaN NaN \n",
2734 "45 NaN NaN NaN \n",
2735 "95 NaN NaN NaN \n",
2736 "\n",
2737 " 5th Most Common Venue 6th Most Common Venue 7th Most Common Venue \\\n",
2738 "5 NaN NaN NaN \n",
2739 "45 NaN NaN NaN \n",
2740 "95 NaN NaN NaN \n",
2741 "\n",
2742 " 8th Most Common Venue 9th Most Common Venue 10th Most Common Venue \n",
2743 "5 NaN NaN NaN \n",
2744 "45 NaN NaN NaN \n",
2745 "95 NaN NaN NaN "
2746 ]
2747 },
2748 "execution_count": 113,
2749 "metadata": {},
2750 "output_type": "execute_result"
2751 }
2752 ],
2753 "source": [
2754 "toronto_merged[toronto_merged['Cluster Labels'].isnull()]"
2755 ]
2756 },
2757 {
2758 "cell_type": "markdown",
2759 "metadata": {},
2760 "source": [
2761 "Plot the clusters in the map"
2762 ]
2763 },
2764 {
2765 "cell_type": "code",
2766 "execution_count": 115,
2767 "metadata": {},
2768 "outputs": [
2769 {
2770 "data": {
2771 "text/html": [
2772 "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    
        <script>
            L_NO_TOUCH = false;
            L_DISABLE_3D = false;
        </script>
    
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js"></script>
    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawcdn.githack.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <meta name="viewport" content="width=device-width,
                initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
            <style>
                #map_cdc3084dc3e04e558fd1ea13333e0d85 {
                    position: relative;
                    width: 100.0%;
                    height: 100.0%;
                    left: 0.0%;
                    top: 0.0%;
                }
            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_cdc3084dc3e04e558fd1ea13333e0d85" ></div>
        
</body>
<script>    
    
            var map_cdc3084dc3e04e558fd1ea13333e0d85 = L.map(
                "map_cdc3084dc3e04e558fd1ea13333e0d85",
                {
                    center: [43.6534817, -79.3839347],
                    crs: L.CRS.EPSG3857,
                    zoom: 11,
                    zoomControl: true,
                    preferCanvas: false,
                }
            );

            

        
    
            var tile_layer_b451c882bc7c49ab9fba97a2ad3198ba = L.tileLayer(
                "https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",
                {"attribution": "Data by \u0026copy; \u003ca href=\"http://openstreetmap.org\"\u003eOpenStreetMap\u003c/a\u003e, under \u003ca href=\"http://www.openstreetmap.org/copyright\"\u003eODbL\u003c/a\u003e.", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
            var circle_marker_512968083c7646aabfebc54e78f675a5 = L.circleMarker(
                [43.7532586, -79.3296565],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_6c4a196daaf945839e1d5de2523f6cfc = L.popup({"maxWidth": "100%"});

        
            var html_6a803a9a4c2846ebafc882442ae542fd = $(`<div id="html_6a803a9a4c2846ebafc882442ae542fd" style="width: 100.0%; height: 100.0%;">Parkwoods Cluster 0.0</div>`)[0];
            popup_6c4a196daaf945839e1d5de2523f6cfc.setContent(html_6a803a9a4c2846ebafc882442ae542fd);
        

        circle_marker_512968083c7646aabfebc54e78f675a5.bindPopup(popup_6c4a196daaf945839e1d5de2523f6cfc)
        ;

        
    
    
            var circle_marker_e34c261c639e4860bb4638714ffaf8c2 = L.circleMarker(
                [43.725882299999995, -79.31557159999998],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_ec49d8a319d54874a9171e252502775b = L.popup({"maxWidth": "100%"});

        
            var html_69cebcbdcaaa4251b787f3137978ff7e = $(`<div id="html_69cebcbdcaaa4251b787f3137978ff7e" style="width: 100.0%; height: 100.0%;">Victoria Village Cluster 1.0</div>`)[0];
            popup_ec49d8a319d54874a9171e252502775b.setContent(html_69cebcbdcaaa4251b787f3137978ff7e);
        

        circle_marker_e34c261c639e4860bb4638714ffaf8c2.bindPopup(popup_ec49d8a319d54874a9171e252502775b)
        ;

        
    
    
            var circle_marker_354ffd4fa34840a09f8377a4713b58b1 = L.circleMarker(
                [43.6542599, -79.3606359],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_305d935f16c24227ba42aa47f7f5ee8b = L.popup({"maxWidth": "100%"});

        
            var html_3591a6f0e9e74e908280ba20ad4a3b8d = $(`<div id="html_3591a6f0e9e74e908280ba20ad4a3b8d" style="width: 100.0%; height: 100.0%;">Regent Park, Harbourfront Cluster 1.0</div>`)[0];
            popup_305d935f16c24227ba42aa47f7f5ee8b.setContent(html_3591a6f0e9e74e908280ba20ad4a3b8d);
        

        circle_marker_354ffd4fa34840a09f8377a4713b58b1.bindPopup(popup_305d935f16c24227ba42aa47f7f5ee8b)
        ;

        
    
    
            var circle_marker_32562c28b857497a8ceb5b510c6f96d6 = L.circleMarker(
                [43.718517999999996, -79.46476329999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_8d44c5065a234d02a0b2ecb6310265b8 = L.popup({"maxWidth": "100%"});

        
            var html_b1a036daa5b64d40ab45afff7e5e96fb = $(`<div id="html_b1a036daa5b64d40ab45afff7e5e96fb" style="width: 100.0%; height: 100.0%;">Lawrence Manor, Lawrence Heights Cluster 1.0</div>`)[0];
            popup_8d44c5065a234d02a0b2ecb6310265b8.setContent(html_b1a036daa5b64d40ab45afff7e5e96fb);
        

        circle_marker_32562c28b857497a8ceb5b510c6f96d6.bindPopup(popup_8d44c5065a234d02a0b2ecb6310265b8)
        ;

        
    
    
            var circle_marker_a65353c0a3af44e0a3fe8ab543e8d0b3 = L.circleMarker(
                [43.6623015, -79.3894938],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_8924b3b9028c4311a37eb5ac94f9c278 = L.popup({"maxWidth": "100%"});

        
            var html_629a138042e24382802c0acfa8fadf69 = $(`<div id="html_629a138042e24382802c0acfa8fadf69" style="width: 100.0%; height: 100.0%;">Queen&#39;s Park, Ontario Provincial Government Cluster 1.0</div>`)[0];
            popup_8924b3b9028c4311a37eb5ac94f9c278.setContent(html_629a138042e24382802c0acfa8fadf69);
        

        circle_marker_a65353c0a3af44e0a3fe8ab543e8d0b3.bindPopup(popup_8924b3b9028c4311a37eb5ac94f9c278)
        ;

        
    
    
            var circle_marker_8f175193623543ff97e72658df3aa376 = L.circleMarker(
                [43.806686299999996, -79.19435340000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_c1025aeb57db444bb08632e488bd04e7 = L.popup({"maxWidth": "100%"});

        
            var html_dc777a5285ac4f4c88571ca37c0658b1 = $(`<div id="html_dc777a5285ac4f4c88571ca37c0658b1" style="width: 100.0%; height: 100.0%;">Malvern, Rouge Cluster 1.0</div>`)[0];
            popup_c1025aeb57db444bb08632e488bd04e7.setContent(html_dc777a5285ac4f4c88571ca37c0658b1);
        

        circle_marker_8f175193623543ff97e72658df3aa376.bindPopup(popup_c1025aeb57db444bb08632e488bd04e7)
        ;

        
    
    
            var circle_marker_e6c4d61d8c4543cbb6209ddd0ea05ab7 = L.circleMarker(
                [43.745905799999996, -79.352188],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_41ae224fbdc04b818e9a0aeef7bf6d2d = L.popup({"maxWidth": "100%"});

        
            var html_f3ad3c147a4049da843d3ce0e922b478 = $(`<div id="html_f3ad3c147a4049da843d3ce0e922b478" style="width: 100.0%; height: 100.0%;">Don Mills Cluster 1.0</div>`)[0];
            popup_41ae224fbdc04b818e9a0aeef7bf6d2d.setContent(html_f3ad3c147a4049da843d3ce0e922b478);
        

        circle_marker_e6c4d61d8c4543cbb6209ddd0ea05ab7.bindPopup(popup_41ae224fbdc04b818e9a0aeef7bf6d2d)
        ;

        
    
    
            var circle_marker_d594e505fe6a47a68158eba2624f92fd = L.circleMarker(
                [43.7063972, -79.309937],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_ba4a560977b74bf99a2d3e14c94421cc = L.popup({"maxWidth": "100%"});

        
            var html_bff5f9d50b624ec69afce52047b31c65 = $(`<div id="html_bff5f9d50b624ec69afce52047b31c65" style="width: 100.0%; height: 100.0%;">Parkview Hill, Woodbine Gardens Cluster 1.0</div>`)[0];
            popup_ba4a560977b74bf99a2d3e14c94421cc.setContent(html_bff5f9d50b624ec69afce52047b31c65);
        

        circle_marker_d594e505fe6a47a68158eba2624f92fd.bindPopup(popup_ba4a560977b74bf99a2d3e14c94421cc)
        ;

        
    
    
            var circle_marker_4954ebd6aa524e27b41d66394b2aa218 = L.circleMarker(
                [43.6571618, -79.37893709999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_9e23f6f4e6be49658c360de005034719 = L.popup({"maxWidth": "100%"});

        
            var html_49b69bc7d36a4a238b11cc156f6a20ca = $(`<div id="html_49b69bc7d36a4a238b11cc156f6a20ca" style="width: 100.0%; height: 100.0%;">Garden District, Ryerson Cluster 1.0</div>`)[0];
            popup_9e23f6f4e6be49658c360de005034719.setContent(html_49b69bc7d36a4a238b11cc156f6a20ca);
        

        circle_marker_4954ebd6aa524e27b41d66394b2aa218.bindPopup(popup_9e23f6f4e6be49658c360de005034719)
        ;

        
    
    
            var circle_marker_0893ae43850145fd8217f95c44323abd = L.circleMarker(
                [43.709577, -79.44507259999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_64c02994aff94542a46f471d2ae04aaf = L.popup({"maxWidth": "100%"});

        
            var html_048fd65ed1334d98acad959824852153 = $(`<div id="html_048fd65ed1334d98acad959824852153" style="width: 100.0%; height: 100.0%;">Glencairn Cluster 1.0</div>`)[0];
            popup_64c02994aff94542a46f471d2ae04aaf.setContent(html_048fd65ed1334d98acad959824852153);
        

        circle_marker_0893ae43850145fd8217f95c44323abd.bindPopup(popup_64c02994aff94542a46f471d2ae04aaf)
        ;

        
    
    
            var circle_marker_46d706f7fe8848afaa52f58e272aa781 = L.circleMarker(
                [43.6509432, -79.55472440000001],
                {"bubblingMouseEvents": true, "color": "#ffb360", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ffb360", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_6ade5f6ba0e9476d81788bb3f35a8a10 = L.popup({"maxWidth": "100%"});

        
            var html_b7266a97659648f28f33973dfd4a12ce = $(`<div id="html_b7266a97659648f28f33973dfd4a12ce" style="width: 100.0%; height: 100.0%;">West Deane Park, Princess Gardens, Martin Grove, Islington, Cloverdale Cluster 4.0</div>`)[0];
            popup_6ade5f6ba0e9476d81788bb3f35a8a10.setContent(html_b7266a97659648f28f33973dfd4a12ce);
        

        circle_marker_46d706f7fe8848afaa52f58e272aa781.bindPopup(popup_6ade5f6ba0e9476d81788bb3f35a8a10)
        ;

        
    
    
            var circle_marker_6609e41145be444783da3eb534fed025 = L.circleMarker(
                [43.7845351, -79.16049709999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_7d8c2e3b263d46a78269a5ff966d32e5 = L.popup({"maxWidth": "100%"});

        
            var html_1bb802ac12624c79bf2ebbed4bb43783 = $(`<div id="html_1bb802ac12624c79bf2ebbed4bb43783" style="width: 100.0%; height: 100.0%;">Rouge Hill, Port Union, Highland Creek Cluster 1.0</div>`)[0];
            popup_7d8c2e3b263d46a78269a5ff966d32e5.setContent(html_1bb802ac12624c79bf2ebbed4bb43783);
        

        circle_marker_6609e41145be444783da3eb534fed025.bindPopup(popup_7d8c2e3b263d46a78269a5ff966d32e5)
        ;

        
    
    
            var circle_marker_4464f477e1644643be5bf33dba7f4514 = L.circleMarker(
                [43.72589970000001, -79.340923],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_326800c218a249d7bcaed01778e79294 = L.popup({"maxWidth": "100%"});

        
            var html_903799fdc6d24e0c89ca7c7685d22b3f = $(`<div id="html_903799fdc6d24e0c89ca7c7685d22b3f" style="width: 100.0%; height: 100.0%;">Don Mills Cluster 1.0</div>`)[0];
            popup_326800c218a249d7bcaed01778e79294.setContent(html_903799fdc6d24e0c89ca7c7685d22b3f);
        

        circle_marker_4464f477e1644643be5bf33dba7f4514.bindPopup(popup_326800c218a249d7bcaed01778e79294)
        ;

        
    
    
            var circle_marker_d04650751d0f40669b1de40b098f2828 = L.circleMarker(
                [43.695343900000005, -79.3183887],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_e3cca28b7ce2469b936d434130aecb91 = L.popup({"maxWidth": "100%"});

        
            var html_bd12eea10f1d487a9c40fdd9f446032d = $(`<div id="html_bd12eea10f1d487a9c40fdd9f446032d" style="width: 100.0%; height: 100.0%;">Woodbine Heights Cluster 1.0</div>`)[0];
            popup_e3cca28b7ce2469b936d434130aecb91.setContent(html_bd12eea10f1d487a9c40fdd9f446032d);
        

        circle_marker_d04650751d0f40669b1de40b098f2828.bindPopup(popup_e3cca28b7ce2469b936d434130aecb91)
        ;

        
    
    
            var circle_marker_841b1c3e806241579e58cbc9f6fb0438 = L.circleMarker(
                [43.6514939, -79.3754179],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_5132a3b8673d4023a7472172eae14af8 = L.popup({"maxWidth": "100%"});

        
            var html_6182ab92f6cc47669e5bea061b7cda29 = $(`<div id="html_6182ab92f6cc47669e5bea061b7cda29" style="width: 100.0%; height: 100.0%;">St. James Town Cluster 1.0</div>`)[0];
            popup_5132a3b8673d4023a7472172eae14af8.setContent(html_6182ab92f6cc47669e5bea061b7cda29);
        

        circle_marker_841b1c3e806241579e58cbc9f6fb0438.bindPopup(popup_5132a3b8673d4023a7472172eae14af8)
        ;

        
    
    
            var circle_marker_f5a0448596e74735bd0231e4d9340e68 = L.circleMarker(
                [43.6937813, -79.42819140000002],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_657568a2920c458fae84f1b16112507d = L.popup({"maxWidth": "100%"});

        
            var html_6528a2db021c4861b1543776b5594660 = $(`<div id="html_6528a2db021c4861b1543776b5594660" style="width: 100.0%; height: 100.0%;">Humewood-Cedarvale Cluster 1.0</div>`)[0];
            popup_657568a2920c458fae84f1b16112507d.setContent(html_6528a2db021c4861b1543776b5594660);
        

        circle_marker_f5a0448596e74735bd0231e4d9340e68.bindPopup(popup_657568a2920c458fae84f1b16112507d)
        ;

        
    
    
            var circle_marker_154204d74a3d449c9694f1daf15ac72f = L.circleMarker(
                [43.6435152, -79.57720079999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_0a4f54fc347146438c72a2a01d3b50b7 = L.popup({"maxWidth": "100%"});

        
            var html_39fd1de42ecc464196a9ff11d8c71a6f = $(`<div id="html_39fd1de42ecc464196a9ff11d8c71a6f" style="width: 100.0%; height: 100.0%;">Eringate, Bloordale Gardens, Old Burnhamthorpe, Markland Wood Cluster 1.0</div>`)[0];
            popup_0a4f54fc347146438c72a2a01d3b50b7.setContent(html_39fd1de42ecc464196a9ff11d8c71a6f);
        

        circle_marker_154204d74a3d449c9694f1daf15ac72f.bindPopup(popup_0a4f54fc347146438c72a2a01d3b50b7)
        ;

        
    
    
            var circle_marker_1bbdcf8572444cde99ec351938ce22d5 = L.circleMarker(
                [43.7635726, -79.1887115],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_cc10e6419f0a4f57b6e25148c5dfe924 = L.popup({"maxWidth": "100%"});

        
            var html_ecbbb3412628469484aa120a6ef1a17b = $(`<div id="html_ecbbb3412628469484aa120a6ef1a17b" style="width: 100.0%; height: 100.0%;">Guildwood, Morningside, West Hill Cluster 1.0</div>`)[0];
            popup_cc10e6419f0a4f57b6e25148c5dfe924.setContent(html_ecbbb3412628469484aa120a6ef1a17b);
        

        circle_marker_1bbdcf8572444cde99ec351938ce22d5.bindPopup(popup_cc10e6419f0a4f57b6e25148c5dfe924)
        ;

        
    
    
            var circle_marker_21156336cc9f46678c219db6e067a882 = L.circleMarker(
                [43.67635739999999, -79.2930312],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_e0ab90b41cd046b991b22570422c888d = L.popup({"maxWidth": "100%"});

        
            var html_d15fe022b6d3454683d405e6df0b1841 = $(`<div id="html_d15fe022b6d3454683d405e6df0b1841" style="width: 100.0%; height: 100.0%;">The Beaches Cluster 1.0</div>`)[0];
            popup_e0ab90b41cd046b991b22570422c888d.setContent(html_d15fe022b6d3454683d405e6df0b1841);
        

        circle_marker_21156336cc9f46678c219db6e067a882.bindPopup(popup_e0ab90b41cd046b991b22570422c888d)
        ;

        
    
    
            var circle_marker_31c117ad21b4440f815ca6fac91333ab = L.circleMarker(
                [43.644770799999996, -79.3733064],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_75ef11bc15a24ac98ef1f273037c3e43 = L.popup({"maxWidth": "100%"});

        
            var html_fc84b89da2b349b18cad504abb830772 = $(`<div id="html_fc84b89da2b349b18cad504abb830772" style="width: 100.0%; height: 100.0%;">Berczy Park Cluster 1.0</div>`)[0];
            popup_75ef11bc15a24ac98ef1f273037c3e43.setContent(html_fc84b89da2b349b18cad504abb830772);
        

        circle_marker_31c117ad21b4440f815ca6fac91333ab.bindPopup(popup_75ef11bc15a24ac98ef1f273037c3e43)
        ;

        
    
    
            var circle_marker_9d190f347634486aa44e46804959a6d3 = L.circleMarker(
                [43.6890256, -79.453512],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_f6ff5897790746ac95eaa463b7c33f6d = L.popup({"maxWidth": "100%"});

        
            var html_08686de69cf640ceba6039e44a946e6e = $(`<div id="html_08686de69cf640ceba6039e44a946e6e" style="width: 100.0%; height: 100.0%;">Caledonia-Fairbanks Cluster 0.0</div>`)[0];
            popup_f6ff5897790746ac95eaa463b7c33f6d.setContent(html_08686de69cf640ceba6039e44a946e6e);
        

        circle_marker_9d190f347634486aa44e46804959a6d3.bindPopup(popup_f6ff5897790746ac95eaa463b7c33f6d)
        ;

        
    
    
            var circle_marker_8f3db94377cb4ea7be9bad72ecd8ad2f = L.circleMarker(
                [43.7709921, -79.21691740000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_5298aedac86a488bbf66061eab327d13 = L.popup({"maxWidth": "100%"});

        
            var html_59547b1a26424e35987a509060e907ac = $(`<div id="html_59547b1a26424e35987a509060e907ac" style="width: 100.0%; height: 100.0%;">Woburn Cluster 1.0</div>`)[0];
            popup_5298aedac86a488bbf66061eab327d13.setContent(html_59547b1a26424e35987a509060e907ac);
        

        circle_marker_8f3db94377cb4ea7be9bad72ecd8ad2f.bindPopup(popup_5298aedac86a488bbf66061eab327d13)
        ;

        
    
    
            var circle_marker_75a11284bd284728b722d460302b7707 = L.circleMarker(
                [43.7090604, -79.3634517],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_53c60be4cae440319889cd76f502a3c6 = L.popup({"maxWidth": "100%"});

        
            var html_808753a630214125b2caf297d6bee8c4 = $(`<div id="html_808753a630214125b2caf297d6bee8c4" style="width: 100.0%; height: 100.0%;">Leaside Cluster 1.0</div>`)[0];
            popup_53c60be4cae440319889cd76f502a3c6.setContent(html_808753a630214125b2caf297d6bee8c4);
        

        circle_marker_75a11284bd284728b722d460302b7707.bindPopup(popup_53c60be4cae440319889cd76f502a3c6)
        ;

        
    
    
            var circle_marker_0e088f52cda844fca443cd51b3775f88 = L.circleMarker(
                [43.6579524, -79.3873826],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_849e38d4e1554285b978b1bb58b6ee3f = L.popup({"maxWidth": "100%"});

        
            var html_4ae875b05eff46d88991030b5f495ed6 = $(`<div id="html_4ae875b05eff46d88991030b5f495ed6" style="width: 100.0%; height: 100.0%;">Central Bay Street Cluster 1.0</div>`)[0];
            popup_849e38d4e1554285b978b1bb58b6ee3f.setContent(html_4ae875b05eff46d88991030b5f495ed6);
        

        circle_marker_0e088f52cda844fca443cd51b3775f88.bindPopup(popup_849e38d4e1554285b978b1bb58b6ee3f)
        ;

        
    
    
            var circle_marker_5349d4ad3d4d4b02802608ccbae7b49c = L.circleMarker(
                [43.669542, -79.4225637],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_0bc49903f8cc4d8487819dff0a859622 = L.popup({"maxWidth": "100%"});

        
            var html_e2ddcb19a6084495ba17a821bc58add7 = $(`<div id="html_e2ddcb19a6084495ba17a821bc58add7" style="width: 100.0%; height: 100.0%;">Christie Cluster 1.0</div>`)[0];
            popup_0bc49903f8cc4d8487819dff0a859622.setContent(html_e2ddcb19a6084495ba17a821bc58add7);
        

        circle_marker_5349d4ad3d4d4b02802608ccbae7b49c.bindPopup(popup_0bc49903f8cc4d8487819dff0a859622)
        ;

        
    
    
            var circle_marker_a071d47e8dfa46b78b365c377be1f3c5 = L.circleMarker(
                [43.773136, -79.23947609999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_e7534d383b354e97b04b8d4978f9dad3 = L.popup({"maxWidth": "100%"});

        
            var html_20cffadbc43949deba16e2e6d9b2fd69 = $(`<div id="html_20cffadbc43949deba16e2e6d9b2fd69" style="width: 100.0%; height: 100.0%;">Cedarbrae Cluster 1.0</div>`)[0];
            popup_e7534d383b354e97b04b8d4978f9dad3.setContent(html_20cffadbc43949deba16e2e6d9b2fd69);
        

        circle_marker_a071d47e8dfa46b78b365c377be1f3c5.bindPopup(popup_e7534d383b354e97b04b8d4978f9dad3)
        ;

        
    
    
            var circle_marker_0e5276fdbd6c4bffa0b359a74138c1b1 = L.circleMarker(
                [43.8037622, -79.3634517],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_1147f5a4fa7d462d8e0ea46ae84b361e = L.popup({"maxWidth": "100%"});

        
            var html_564eb9ea35a647fb8538431d332db858 = $(`<div id="html_564eb9ea35a647fb8538431d332db858" style="width: 100.0%; height: 100.0%;">Hillcrest Village Cluster 1.0</div>`)[0];
            popup_1147f5a4fa7d462d8e0ea46ae84b361e.setContent(html_564eb9ea35a647fb8538431d332db858);
        

        circle_marker_0e5276fdbd6c4bffa0b359a74138c1b1.bindPopup(popup_1147f5a4fa7d462d8e0ea46ae84b361e)
        ;

        
    
    
            var circle_marker_c5aae6cd7d9249039d2e4a81b66ee726 = L.circleMarker(
                [43.7543283, -79.4422593],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_380d8da258184489898457704e736bee = L.popup({"maxWidth": "100%"});

        
            var html_981c74ff291b4080b6b833cb3fb0c3a8 = $(`<div id="html_981c74ff291b4080b6b833cb3fb0c3a8" style="width: 100.0%; height: 100.0%;">Bathurst Manor, Wilson Heights, Downsview North Cluster 1.0</div>`)[0];
            popup_380d8da258184489898457704e736bee.setContent(html_981c74ff291b4080b6b833cb3fb0c3a8);
        

        circle_marker_c5aae6cd7d9249039d2e4a81b66ee726.bindPopup(popup_380d8da258184489898457704e736bee)
        ;

        
    
    
            var circle_marker_b167aa9afc5442748a9aa9e71dcf9d83 = L.circleMarker(
                [43.7053689, -79.34937190000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_6e51e0d1fb504d34a04702333755c4c5 = L.popup({"maxWidth": "100%"});

        
            var html_d5a3f28389374985bef3d1e9539db55c = $(`<div id="html_d5a3f28389374985bef3d1e9539db55c" style="width: 100.0%; height: 100.0%;">Thorncliffe Park Cluster 1.0</div>`)[0];
            popup_6e51e0d1fb504d34a04702333755c4c5.setContent(html_d5a3f28389374985bef3d1e9539db55c);
        

        circle_marker_b167aa9afc5442748a9aa9e71dcf9d83.bindPopup(popup_6e51e0d1fb504d34a04702333755c4c5)
        ;

        
    
    
            var circle_marker_089ee1bc686f4125b72f451542fd42ab = L.circleMarker(
                [43.65057120000001, -79.3845675],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_6831f8776b1e46d8b6c7bb8c2fe1552d = L.popup({"maxWidth": "100%"});

        
            var html_f990cd5f23884a778aabb94886184a40 = $(`<div id="html_f990cd5f23884a778aabb94886184a40" style="width: 100.0%; height: 100.0%;">Richmond, Adelaide, King Cluster 1.0</div>`)[0];
            popup_6831f8776b1e46d8b6c7bb8c2fe1552d.setContent(html_f990cd5f23884a778aabb94886184a40);
        

        circle_marker_089ee1bc686f4125b72f451542fd42ab.bindPopup(popup_6831f8776b1e46d8b6c7bb8c2fe1552d)
        ;

        
    
    
            var circle_marker_668f1467d4c74d7c82f10c5bf0e7c3d2 = L.circleMarker(
                [43.66900510000001, -79.4422593],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_b19d4394fb2e4c9d938c4b91336711a2 = L.popup({"maxWidth": "100%"});

        
            var html_41cad6a976f041de99fc89904f5ab2af = $(`<div id="html_41cad6a976f041de99fc89904f5ab2af" style="width: 100.0%; height: 100.0%;">Dufferin, Dovercourt Village Cluster 1.0</div>`)[0];
            popup_b19d4394fb2e4c9d938c4b91336711a2.setContent(html_41cad6a976f041de99fc89904f5ab2af);
        

        circle_marker_668f1467d4c74d7c82f10c5bf0e7c3d2.bindPopup(popup_b19d4394fb2e4c9d938c4b91336711a2)
        ;

        
    
    
            var circle_marker_9f8b4c966be54b9b9582326231935c12 = L.circleMarker(
                [43.7447342, -79.23947609999999],
                {"bubblingMouseEvents": true, "color": "#00b5eb", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#00b5eb", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_8184de9bef164f6eb6b5a4f8c479ed98 = L.popup({"maxWidth": "100%"});

        
            var html_6aace34fed1047ff95481b711d8b416a = $(`<div id="html_6aace34fed1047ff95481b711d8b416a" style="width: 100.0%; height: 100.0%;">Scarborough Village Cluster 2.0</div>`)[0];
            popup_8184de9bef164f6eb6b5a4f8c479ed98.setContent(html_6aace34fed1047ff95481b711d8b416a);
        

        circle_marker_9f8b4c966be54b9b9582326231935c12.bindPopup(popup_8184de9bef164f6eb6b5a4f8c479ed98)
        ;

        
    
    
            var circle_marker_f4b36abdde684925a26cee73ccc4ee0a = L.circleMarker(
                [43.7785175, -79.3465557],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_f1a624d793e144c18c91a7ae5a064f7e = L.popup({"maxWidth": "100%"});

        
            var html_5d574be534b54056ab9807a890df3b40 = $(`<div id="html_5d574be534b54056ab9807a890df3b40" style="width: 100.0%; height: 100.0%;">Fairview, Henry Farm, Oriole Cluster 1.0</div>`)[0];
            popup_f1a624d793e144c18c91a7ae5a064f7e.setContent(html_5d574be534b54056ab9807a890df3b40);
        

        circle_marker_f4b36abdde684925a26cee73ccc4ee0a.bindPopup(popup_f1a624d793e144c18c91a7ae5a064f7e)
        ;

        
    
    
            var circle_marker_fbd28bdbc8894641987499d9be503874 = L.circleMarker(
                [43.7679803, -79.48726190000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_2c313567d5974ea18e8b7725a4988a4b = L.popup({"maxWidth": "100%"});

        
            var html_8970fa4ea51d4e8ba9e7711df9ac7bb1 = $(`<div id="html_8970fa4ea51d4e8ba9e7711df9ac7bb1" style="width: 100.0%; height: 100.0%;">Northwood Park, York University Cluster 1.0</div>`)[0];
            popup_2c313567d5974ea18e8b7725a4988a4b.setContent(html_8970fa4ea51d4e8ba9e7711df9ac7bb1);
        

        circle_marker_fbd28bdbc8894641987499d9be503874.bindPopup(popup_2c313567d5974ea18e8b7725a4988a4b)
        ;

        
    
    
            var circle_marker_c99a2ab24bc24961b26a243b66ad6c6d = L.circleMarker(
                [43.685347, -79.3381065],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_93cb0108f7904ec78af1f57186b8b63c = L.popup({"maxWidth": "100%"});

        
            var html_0c10a9df70d94f078d3a9143de816a22 = $(`<div id="html_0c10a9df70d94f078d3a9143de816a22" style="width: 100.0%; height: 100.0%;">East Toronto, Broadview North (Old East York) Cluster 0.0</div>`)[0];
            popup_93cb0108f7904ec78af1f57186b8b63c.setContent(html_0c10a9df70d94f078d3a9143de816a22);
        

        circle_marker_c99a2ab24bc24961b26a243b66ad6c6d.bindPopup(popup_93cb0108f7904ec78af1f57186b8b63c)
        ;

        
    
    
            var circle_marker_999aa59d5a3a437d98ac2f8a50998609 = L.circleMarker(
                [43.6408157, -79.38175229999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_1c0aa3a6d8684f9c89a51be717109685 = L.popup({"maxWidth": "100%"});

        
            var html_62288261bb91406894953cc8e6dcc9f4 = $(`<div id="html_62288261bb91406894953cc8e6dcc9f4" style="width: 100.0%; height: 100.0%;">Harbourfront East, Union Station, Toronto Islands Cluster 1.0</div>`)[0];
            popup_1c0aa3a6d8684f9c89a51be717109685.setContent(html_62288261bb91406894953cc8e6dcc9f4);
        

        circle_marker_999aa59d5a3a437d98ac2f8a50998609.bindPopup(popup_1c0aa3a6d8684f9c89a51be717109685)
        ;

        
    
    
            var circle_marker_2888bd07587e4c83bc553c57680e8e15 = L.circleMarker(
                [43.647926700000006, -79.4197497],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_5fc827e8140f43f08dbdd1f2916047ee = L.popup({"maxWidth": "100%"});

        
            var html_1a13636e8ce14cc6bc41899bba034595 = $(`<div id="html_1a13636e8ce14cc6bc41899bba034595" style="width: 100.0%; height: 100.0%;">Little Portugal, Trinity Cluster 1.0</div>`)[0];
            popup_5fc827e8140f43f08dbdd1f2916047ee.setContent(html_1a13636e8ce14cc6bc41899bba034595);
        

        circle_marker_2888bd07587e4c83bc553c57680e8e15.bindPopup(popup_5fc827e8140f43f08dbdd1f2916047ee)
        ;

        
    
    
            var circle_marker_b755d4ed02944b67bc4f3c13a4ba5b75 = L.circleMarker(
                [43.7279292, -79.26202940000002],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_d99b941fecf147b0a403e470f41dbc9f = L.popup({"maxWidth": "100%"});

        
            var html_16cdbd57dabc40c6a76775f684cd91d1 = $(`<div id="html_16cdbd57dabc40c6a76775f684cd91d1" style="width: 100.0%; height: 100.0%;">Kennedy Park, Ionview, East Birchmount Park Cluster 1.0</div>`)[0];
            popup_d99b941fecf147b0a403e470f41dbc9f.setContent(html_16cdbd57dabc40c6a76775f684cd91d1);
        

        circle_marker_b755d4ed02944b67bc4f3c13a4ba5b75.bindPopup(popup_d99b941fecf147b0a403e470f41dbc9f)
        ;

        
    
    
            var circle_marker_80abaf0973fb4d36bdb49af49877f92f = L.circleMarker(
                [43.7869473, -79.385975],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_ab0aaac054ba477eb146be42ffb9e7f4 = L.popup({"maxWidth": "100%"});

        
            var html_9d26cd6352134c2c9dcdd529847cea6c = $(`<div id="html_9d26cd6352134c2c9dcdd529847cea6c" style="width: 100.0%; height: 100.0%;">Bayview Village Cluster 1.0</div>`)[0];
            popup_ab0aaac054ba477eb146be42ffb9e7f4.setContent(html_9d26cd6352134c2c9dcdd529847cea6c);
        

        circle_marker_80abaf0973fb4d36bdb49af49877f92f.bindPopup(popup_ab0aaac054ba477eb146be42ffb9e7f4)
        ;

        
    
    
            var circle_marker_c47df73db1af40c3a0a1a94bcae3040e = L.circleMarker(
                [43.737473200000004, -79.46476329999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_dfeaa9b46f9547a9b2b744377a76a0c7 = L.popup({"maxWidth": "100%"});

        
            var html_b8d888571dde4d6b87e85aee735dabad = $(`<div id="html_b8d888571dde4d6b87e85aee735dabad" style="width: 100.0%; height: 100.0%;">Downsview Cluster 1.0</div>`)[0];
            popup_dfeaa9b46f9547a9b2b744377a76a0c7.setContent(html_b8d888571dde4d6b87e85aee735dabad);
        

        circle_marker_c47df73db1af40c3a0a1a94bcae3040e.bindPopup(popup_dfeaa9b46f9547a9b2b744377a76a0c7)
        ;

        
    
    
            var circle_marker_d68d0c46f81c4440b6151e3f8be0b280 = L.circleMarker(
                [43.6795571, -79.352188],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_46b6cac7a24e4a9fbf667e9ef2e9400a = L.popup({"maxWidth": "100%"});

        
            var html_6559fd150e9b4333a0e87f46efd0b10f = $(`<div id="html_6559fd150e9b4333a0e87f46efd0b10f" style="width: 100.0%; height: 100.0%;">The Danforth West, Riverdale Cluster 1.0</div>`)[0];
            popup_46b6cac7a24e4a9fbf667e9ef2e9400a.setContent(html_6559fd150e9b4333a0e87f46efd0b10f);
        

        circle_marker_d68d0c46f81c4440b6151e3f8be0b280.bindPopup(popup_46b6cac7a24e4a9fbf667e9ef2e9400a)
        ;

        
    
    
            var circle_marker_a28e808a5940478ebaee3c90d5b62913 = L.circleMarker(
                [43.6471768, -79.38157640000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_dd113b8c95f545a88a1fc3a0e1764e8f = L.popup({"maxWidth": "100%"});

        
            var html_a45f76bb355a4878aace600ea0d7b02b = $(`<div id="html_a45f76bb355a4878aace600ea0d7b02b" style="width: 100.0%; height: 100.0%;">Toronto Dominion Centre, Design Exchange Cluster 1.0</div>`)[0];
            popup_dd113b8c95f545a88a1fc3a0e1764e8f.setContent(html_a45f76bb355a4878aace600ea0d7b02b);
        

        circle_marker_a28e808a5940478ebaee3c90d5b62913.bindPopup(popup_dd113b8c95f545a88a1fc3a0e1764e8f)
        ;

        
    
    
            var circle_marker_c3fcb396f3604b93a7c4d5effbdab388 = L.circleMarker(
                [43.6368472, -79.42819140000002],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_7f559b622a3b47fa828024b57988c2c7 = L.popup({"maxWidth": "100%"});

        
            var html_017453e71ad34dd68524ed9ffb72f616 = $(`<div id="html_017453e71ad34dd68524ed9ffb72f616" style="width: 100.0%; height: 100.0%;">Brockton, Parkdale Village, Exhibition Place Cluster 1.0</div>`)[0];
            popup_7f559b622a3b47fa828024b57988c2c7.setContent(html_017453e71ad34dd68524ed9ffb72f616);
        

        circle_marker_c3fcb396f3604b93a7c4d5effbdab388.bindPopup(popup_7f559b622a3b47fa828024b57988c2c7)
        ;

        
    
    
            var circle_marker_6a2ca038661a4dbd99163d8fd51eadf6 = L.circleMarker(
                [43.711111700000004, -79.2845772],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_91a27c26c34842478253925e60704f3a = L.popup({"maxWidth": "100%"});

        
            var html_bf3e86c9435d4945b66f474b03786b4a = $(`<div id="html_bf3e86c9435d4945b66f474b03786b4a" style="width: 100.0%; height: 100.0%;">Golden Mile, Clairlea, Oakridge Cluster 1.0</div>`)[0];
            popup_91a27c26c34842478253925e60704f3a.setContent(html_bf3e86c9435d4945b66f474b03786b4a);
        

        circle_marker_6a2ca038661a4dbd99163d8fd51eadf6.bindPopup(popup_91a27c26c34842478253925e60704f3a)
        ;

        
    
    
            var circle_marker_20a7818bbc9e4154a596bbd3c99c8845 = L.circleMarker(
                [43.7390146, -79.5069436],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_0e144c8a860c43cb8d68727287844676 = L.popup({"maxWidth": "100%"});

        
            var html_2551e8a6a6ef493da24c7a89e84cec48 = $(`<div id="html_2551e8a6a6ef493da24c7a89e84cec48" style="width: 100.0%; height: 100.0%;">Downsview Cluster 1.0</div>`)[0];
            popup_0e144c8a860c43cb8d68727287844676.setContent(html_2551e8a6a6ef493da24c7a89e84cec48);
        

        circle_marker_20a7818bbc9e4154a596bbd3c99c8845.bindPopup(popup_0e144c8a860c43cb8d68727287844676)
        ;

        
    
    
            var circle_marker_36fafc996b434c05a130d8077687690d = L.circleMarker(
                [43.6689985, -79.31557159999998],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_2dd1c90611ba486eadeb423cca725eb3 = L.popup({"maxWidth": "100%"});

        
            var html_b922ac11fd844bd4add27f8e41aca19c = $(`<div id="html_b922ac11fd844bd4add27f8e41aca19c" style="width: 100.0%; height: 100.0%;">India Bazaar, The Beaches West Cluster 1.0</div>`)[0];
            popup_2dd1c90611ba486eadeb423cca725eb3.setContent(html_b922ac11fd844bd4add27f8e41aca19c);
        

        circle_marker_36fafc996b434c05a130d8077687690d.bindPopup(popup_2dd1c90611ba486eadeb423cca725eb3)
        ;

        
    
    
            var circle_marker_dfe58d5d8cfb4116918e16d15913bd54 = L.circleMarker(
                [43.6481985, -79.37981690000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_95476fddec5549f887abd227b4387790 = L.popup({"maxWidth": "100%"});

        
            var html_9dc3ea7669124e479b6da04cc9bde343 = $(`<div id="html_9dc3ea7669124e479b6da04cc9bde343" style="width: 100.0%; height: 100.0%;">Commerce Court, Victoria Hotel Cluster 1.0</div>`)[0];
            popup_95476fddec5549f887abd227b4387790.setContent(html_9dc3ea7669124e479b6da04cc9bde343);
        

        circle_marker_dfe58d5d8cfb4116918e16d15913bd54.bindPopup(popup_95476fddec5549f887abd227b4387790)
        ;

        
    
    
            var circle_marker_b2b80559fa984fad89d9fb93623a4668 = L.circleMarker(
                [43.713756200000006, -79.4900738],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_42320f3c60734f4fa7c3b7d68f86900e = L.popup({"maxWidth": "100%"});

        
            var html_7d6b2b7f04c5471aa1c354644925fb92 = $(`<div id="html_7d6b2b7f04c5471aa1c354644925fb92" style="width: 100.0%; height: 100.0%;">North Park, Maple Leaf Park, Upwood Park Cluster 1.0</div>`)[0];
            popup_42320f3c60734f4fa7c3b7d68f86900e.setContent(html_7d6b2b7f04c5471aa1c354644925fb92);
        

        circle_marker_b2b80559fa984fad89d9fb93623a4668.bindPopup(popup_42320f3c60734f4fa7c3b7d68f86900e)
        ;

        
    
    
            var circle_marker_63a81eeea5904ca08fc2751f15ddaa1b = L.circleMarker(
                [43.7563033, -79.56596329999999],
                {"bubblingMouseEvents": true, "color": "#00b5eb", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#00b5eb", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_7f938b5ee3ed4e5f91a4a23d2cabf236 = L.popup({"maxWidth": "100%"});

        
            var html_6452251d2a7849fd8a4e7ab4b9093cce = $(`<div id="html_6452251d2a7849fd8a4e7ab4b9093cce" style="width: 100.0%; height: 100.0%;">Humber Summit Cluster 2.0</div>`)[0];
            popup_7f938b5ee3ed4e5f91a4a23d2cabf236.setContent(html_6452251d2a7849fd8a4e7ab4b9093cce);
        

        circle_marker_63a81eeea5904ca08fc2751f15ddaa1b.bindPopup(popup_7f938b5ee3ed4e5f91a4a23d2cabf236)
        ;

        
    
    
            var circle_marker_4f4a6b2ab67344aa8c08d1c0a219e0f5 = L.circleMarker(
                [43.716316, -79.23947609999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_315fa143f6d4435c881fc2988aca78c1 = L.popup({"maxWidth": "100%"});

        
            var html_40ac9c38ceda4ffdba88a4b2aa414f63 = $(`<div id="html_40ac9c38ceda4ffdba88a4b2aa414f63" style="width: 100.0%; height: 100.0%;">Cliffside, Cliffcrest, Scarborough Village West Cluster 1.0</div>`)[0];
            popup_315fa143f6d4435c881fc2988aca78c1.setContent(html_40ac9c38ceda4ffdba88a4b2aa414f63);
        

        circle_marker_4f4a6b2ab67344aa8c08d1c0a219e0f5.bindPopup(popup_315fa143f6d4435c881fc2988aca78c1)
        ;

        
    
    
            var circle_marker_7b2a1747996b4e18b1509242ca3be755 = L.circleMarker(
                [43.789053, -79.40849279999999],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_e47e40839f5c452fa5ee7bf5d99d3196 = L.popup({"maxWidth": "100%"});

        
            var html_f20c1086c2b84ffb8fa504e5fe55823b = $(`<div id="html_f20c1086c2b84ffb8fa504e5fe55823b" style="width: 100.0%; height: 100.0%;">Willowdale, Newtonbrook Cluster 0.0</div>`)[0];
            popup_e47e40839f5c452fa5ee7bf5d99d3196.setContent(html_f20c1086c2b84ffb8fa504e5fe55823b);
        

        circle_marker_7b2a1747996b4e18b1509242ca3be755.bindPopup(popup_e47e40839f5c452fa5ee7bf5d99d3196)
        ;

        
    
    
            var circle_marker_fcff2de06907430d943057e4bc9f9c95 = L.circleMarker(
                [43.7284964, -79.49569740000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_749464cd9da847eab131e626d5cc5f9f = L.popup({"maxWidth": "100%"});

        
            var html_1db0b13baf1b4201a721704da2f5a697 = $(`<div id="html_1db0b13baf1b4201a721704da2f5a697" style="width: 100.0%; height: 100.0%;">Downsview Cluster 1.0</div>`)[0];
            popup_749464cd9da847eab131e626d5cc5f9f.setContent(html_1db0b13baf1b4201a721704da2f5a697);
        

        circle_marker_fcff2de06907430d943057e4bc9f9c95.bindPopup(popup_749464cd9da847eab131e626d5cc5f9f)
        ;

        
    
    
            var circle_marker_b7258427469c4a58b1a7acc2fdcd7a1f = L.circleMarker(
                [43.6595255, -79.340923],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_05d2382022644ef3ae82c4229a4df809 = L.popup({"maxWidth": "100%"});

        
            var html_c1a424d480f04e9ca8aad2eeccb2a04c = $(`<div id="html_c1a424d480f04e9ca8aad2eeccb2a04c" style="width: 100.0%; height: 100.0%;">Studio District Cluster 1.0</div>`)[0];
            popup_05d2382022644ef3ae82c4229a4df809.setContent(html_c1a424d480f04e9ca8aad2eeccb2a04c);
        

        circle_marker_b7258427469c4a58b1a7acc2fdcd7a1f.bindPopup(popup_05d2382022644ef3ae82c4229a4df809)
        ;

        
    
    
            var circle_marker_c218128f00014be19b8403a8024f9d22 = L.circleMarker(
                [43.7332825, -79.4197497],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_31c12c578ffb4919a97ea20ac7033c0e = L.popup({"maxWidth": "100%"});

        
            var html_36dbbeea204f41798a9641c0ca835256 = $(`<div id="html_36dbbeea204f41798a9641c0ca835256" style="width: 100.0%; height: 100.0%;">Bedford Park, Lawrence Manor East Cluster 1.0</div>`)[0];
            popup_31c12c578ffb4919a97ea20ac7033c0e.setContent(html_36dbbeea204f41798a9641c0ca835256);
        

        circle_marker_c218128f00014be19b8403a8024f9d22.bindPopup(popup_31c12c578ffb4919a97ea20ac7033c0e)
        ;

        
    
    
            var circle_marker_0d705afc7f624bbf81b2c5279f00d9d8 = L.circleMarker(
                [43.6911158, -79.47601329999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_12f4a7df524e4ecf950bda46b9fbdde3 = L.popup({"maxWidth": "100%"});

        
            var html_5b7e4a2dc7c94c37b1c531bbb8718576 = $(`<div id="html_5b7e4a2dc7c94c37b1c531bbb8718576" style="width: 100.0%; height: 100.0%;">Del Ray, Mount Dennis, Keelsdale and Silverthorn Cluster 1.0</div>`)[0];
            popup_12f4a7df524e4ecf950bda46b9fbdde3.setContent(html_5b7e4a2dc7c94c37b1c531bbb8718576);
        

        circle_marker_0d705afc7f624bbf81b2c5279f00d9d8.bindPopup(popup_12f4a7df524e4ecf950bda46b9fbdde3)
        ;

        
    
    
            var circle_marker_d4f0915437944622b058dba23e2ae5fd = L.circleMarker(
                [43.7247659, -79.53224240000002],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_7de6ad345f534fd3af0616f068b4ee26 = L.popup({"maxWidth": "100%"});

        
            var html_48969c0b2ee84eb6bec20ec25c3bc1db = $(`<div id="html_48969c0b2ee84eb6bec20ec25c3bc1db" style="width: 100.0%; height: 100.0%;">Humberlea, Emery Cluster 3.0</div>`)[0];
            popup_7de6ad345f534fd3af0616f068b4ee26.setContent(html_48969c0b2ee84eb6bec20ec25c3bc1db);
        

        circle_marker_d4f0915437944622b058dba23e2ae5fd.bindPopup(popup_7de6ad345f534fd3af0616f068b4ee26)
        ;

        
    
    
            var circle_marker_a2fa4e9131af4ba8af9b663f8999b407 = L.circleMarker(
                [43.692657000000004, -79.2648481],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_deb838fe2aef46c7af31855162a41481 = L.popup({"maxWidth": "100%"});

        
            var html_5b301a67361f4ef7859ab3f9ce0e1d3d = $(`<div id="html_5b301a67361f4ef7859ab3f9ce0e1d3d" style="width: 100.0%; height: 100.0%;">Birch Cliff, Cliffside West Cluster 1.0</div>`)[0];
            popup_deb838fe2aef46c7af31855162a41481.setContent(html_5b301a67361f4ef7859ab3f9ce0e1d3d);
        

        circle_marker_a2fa4e9131af4ba8af9b663f8999b407.bindPopup(popup_deb838fe2aef46c7af31855162a41481)
        ;

        
    
    
            var circle_marker_258a1f31383e47cda2c18d0ee7a42c8d = L.circleMarker(
                [43.7701199, -79.40849279999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_33027e02cb914528baf599f870835135 = L.popup({"maxWidth": "100%"});

        
            var html_2317398ab5954f049ab228ce621b18dd = $(`<div id="html_2317398ab5954f049ab228ce621b18dd" style="width: 100.0%; height: 100.0%;">Willowdale, Willowdale East Cluster 1.0</div>`)[0];
            popup_33027e02cb914528baf599f870835135.setContent(html_2317398ab5954f049ab228ce621b18dd);
        

        circle_marker_258a1f31383e47cda2c18d0ee7a42c8d.bindPopup(popup_33027e02cb914528baf599f870835135)
        ;

        
    
    
            var circle_marker_b0023414d7ff4bac9cd304f1995f84af = L.circleMarker(
                [43.7616313, -79.52099940000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_67f479a6281e41fb933599e2d581276e = L.popup({"maxWidth": "100%"});

        
            var html_48475b49a0a54da380169352576aee88 = $(`<div id="html_48475b49a0a54da380169352576aee88" style="width: 100.0%; height: 100.0%;">Downsview Cluster 1.0</div>`)[0];
            popup_67f479a6281e41fb933599e2d581276e.setContent(html_48475b49a0a54da380169352576aee88);
        

        circle_marker_b0023414d7ff4bac9cd304f1995f84af.bindPopup(popup_67f479a6281e41fb933599e2d581276e)
        ;

        
    
    
            var circle_marker_a00a36417d2f4304bfa92c291efe222b = L.circleMarker(
                [43.7280205, -79.3887901],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_9ac54f8bdc5444a38ff1713dde5e9751 = L.popup({"maxWidth": "100%"});

        
            var html_7cdf596f7eed4e86b64750d7c097f2fb = $(`<div id="html_7cdf596f7eed4e86b64750d7c097f2fb" style="width: 100.0%; height: 100.0%;">Lawrence Park Cluster 1.0</div>`)[0];
            popup_9ac54f8bdc5444a38ff1713dde5e9751.setContent(html_7cdf596f7eed4e86b64750d7c097f2fb);
        

        circle_marker_a00a36417d2f4304bfa92c291efe222b.bindPopup(popup_9ac54f8bdc5444a38ff1713dde5e9751)
        ;

        
    
    
            var circle_marker_694e378f8aed4df28edcb7be0503fe1b = L.circleMarker(
                [43.7116948, -79.41693559999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_060119ca40114347bcbb2b51fcdc4c0e = L.popup({"maxWidth": "100%"});

        
            var html_58d6749c6124402d97e241f5c453997f = $(`<div id="html_58d6749c6124402d97e241f5c453997f" style="width: 100.0%; height: 100.0%;">Roselawn Cluster 1.0</div>`)[0];
            popup_060119ca40114347bcbb2b51fcdc4c0e.setContent(html_58d6749c6124402d97e241f5c453997f);
        

        circle_marker_694e378f8aed4df28edcb7be0503fe1b.bindPopup(popup_060119ca40114347bcbb2b51fcdc4c0e)
        ;

        
    
    
            var circle_marker_a789538af6624fe7b216cf0e092727f6 = L.circleMarker(
                [43.67318529999999, -79.48726190000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_2f4dbac557fe4515b7c325cdce0ee850 = L.popup({"maxWidth": "100%"});

        
            var html_4baa2c5382884408a905a3ca59ae1c34 = $(`<div id="html_4baa2c5382884408a905a3ca59ae1c34" style="width: 100.0%; height: 100.0%;">Runnymede, The Junction North Cluster 1.0</div>`)[0];
            popup_2f4dbac557fe4515b7c325cdce0ee850.setContent(html_4baa2c5382884408a905a3ca59ae1c34);
        

        circle_marker_a789538af6624fe7b216cf0e092727f6.bindPopup(popup_2f4dbac557fe4515b7c325cdce0ee850)
        ;

        
    
    
            var circle_marker_03634cbeadfc4c8dbbdbd7d836bfe99d = L.circleMarker(
                [43.706876, -79.51818840000001],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_1a6e90019cf243a6a5dc1352ad7b4524 = L.popup({"maxWidth": "100%"});

        
            var html_3bed22ab3c2d40c3a9799e3bfc63b614 = $(`<div id="html_3bed22ab3c2d40c3a9799e3bfc63b614" style="width: 100.0%; height: 100.0%;">Weston Cluster 0.0</div>`)[0];
            popup_1a6e90019cf243a6a5dc1352ad7b4524.setContent(html_3bed22ab3c2d40c3a9799e3bfc63b614);
        

        circle_marker_03634cbeadfc4c8dbbdbd7d836bfe99d.bindPopup(popup_1a6e90019cf243a6a5dc1352ad7b4524)
        ;

        
    
    
            var circle_marker_91b50f9b5cfb4e0eac29c3d83afb1040 = L.circleMarker(
                [43.7574096, -79.27330400000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_d20c498962764fb7a09c4b8665469ec2 = L.popup({"maxWidth": "100%"});

        
            var html_e3c37e3dacac4cd0930c3a854cef7e2e = $(`<div id="html_e3c37e3dacac4cd0930c3a854cef7e2e" style="width: 100.0%; height: 100.0%;">Dorset Park, Wexford Heights, Scarborough Town Centre Cluster 1.0</div>`)[0];
            popup_d20c498962764fb7a09c4b8665469ec2.setContent(html_e3c37e3dacac4cd0930c3a854cef7e2e);
        

        circle_marker_91b50f9b5cfb4e0eac29c3d83afb1040.bindPopup(popup_d20c498962764fb7a09c4b8665469ec2)
        ;

        
    
    
            var circle_marker_8e32e53ae5fe457795b99d9c89ef3c45 = L.circleMarker(
                [43.752758299999996, -79.4000493],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_73ab9d760ce94b36b6650bc58a282d9f = L.popup({"maxWidth": "100%"});

        
            var html_1f82804290ca47b5aa90510756900db2 = $(`<div id="html_1f82804290ca47b5aa90510756900db2" style="width: 100.0%; height: 100.0%;">York Mills West Cluster 0.0</div>`)[0];
            popup_73ab9d760ce94b36b6650bc58a282d9f.setContent(html_1f82804290ca47b5aa90510756900db2);
        

        circle_marker_8e32e53ae5fe457795b99d9c89ef3c45.bindPopup(popup_73ab9d760ce94b36b6650bc58a282d9f)
        ;

        
    
    
            var circle_marker_02b94d3a8d4542e1a9fe3e1272d9a78b = L.circleMarker(
                [43.7127511, -79.3901975],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_bd20b8724cf54497ab661f7cd484864c = L.popup({"maxWidth": "100%"});

        
            var html_fec6ea8e9be54d7ebfe7dfde321e3b1f = $(`<div id="html_fec6ea8e9be54d7ebfe7dfde321e3b1f" style="width: 100.0%; height: 100.0%;">Davisville North Cluster 1.0</div>`)[0];
            popup_bd20b8724cf54497ab661f7cd484864c.setContent(html_fec6ea8e9be54d7ebfe7dfde321e3b1f);
        

        circle_marker_02b94d3a8d4542e1a9fe3e1272d9a78b.bindPopup(popup_bd20b8724cf54497ab661f7cd484864c)
        ;

        
    
    
            var circle_marker_247d1e37f334489196a23b06c5164675 = L.circleMarker(
                [43.6969476, -79.41130720000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_71d083d5feb74240ba907ffca8442c7e = L.popup({"maxWidth": "100%"});

        
            var html_1ec93082a45d4d3ba3583f0cc2d80397 = $(`<div id="html_1ec93082a45d4d3ba3583f0cc2d80397" style="width: 100.0%; height: 100.0%;">Forest Hill North &amp; West, Forest Hill Road Park Cluster 1.0</div>`)[0];
            popup_71d083d5feb74240ba907ffca8442c7e.setContent(html_1ec93082a45d4d3ba3583f0cc2d80397);
        

        circle_marker_247d1e37f334489196a23b06c5164675.bindPopup(popup_71d083d5feb74240ba907ffca8442c7e)
        ;

        
    
    
            var circle_marker_61e0af4918514dbcabe34714fe9317ac = L.circleMarker(
                [43.6616083, -79.46476329999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_7586849df19e49cc84f71fc84d2b8333 = L.popup({"maxWidth": "100%"});

        
            var html_4be64737aa664e44aba0fe56f17b8607 = $(`<div id="html_4be64737aa664e44aba0fe56f17b8607" style="width: 100.0%; height: 100.0%;">High Park, The Junction South Cluster 1.0</div>`)[0];
            popup_7586849df19e49cc84f71fc84d2b8333.setContent(html_4be64737aa664e44aba0fe56f17b8607);
        

        circle_marker_61e0af4918514dbcabe34714fe9317ac.bindPopup(popup_7586849df19e49cc84f71fc84d2b8333)
        ;

        
    
    
            var circle_marker_10a03500d8834907873f5f383e655dfa = L.circleMarker(
                [43.696319, -79.53224240000002],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_46477b37e8c649bb9a63c3e28a477098 = L.popup({"maxWidth": "100%"});

        
            var html_e3d678ef383a431fa3db6ddc28cc9e2d = $(`<div id="html_e3d678ef383a431fa3db6ddc28cc9e2d" style="width: 100.0%; height: 100.0%;">Westmount Cluster 1.0</div>`)[0];
            popup_46477b37e8c649bb9a63c3e28a477098.setContent(html_e3d678ef383a431fa3db6ddc28cc9e2d);
        

        circle_marker_10a03500d8834907873f5f383e655dfa.bindPopup(popup_46477b37e8c649bb9a63c3e28a477098)
        ;

        
    
    
            var circle_marker_174a4c6f3a994f84a1743e4d75b268e3 = L.circleMarker(
                [43.750071500000004, -79.2958491],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_dd7da60313e74d4ba7bd4443e68cb6cd = L.popup({"maxWidth": "100%"});

        
            var html_737dc0ead3e74f67876293f5722fe919 = $(`<div id="html_737dc0ead3e74f67876293f5722fe919" style="width: 100.0%; height: 100.0%;">Wexford, Maryvale Cluster 1.0</div>`)[0];
            popup_dd7da60313e74d4ba7bd4443e68cb6cd.setContent(html_737dc0ead3e74f67876293f5722fe919);
        

        circle_marker_174a4c6f3a994f84a1743e4d75b268e3.bindPopup(popup_dd7da60313e74d4ba7bd4443e68cb6cd)
        ;

        
    
    
            var circle_marker_3f027b6ec53a467c8fd04e9abc5ba8ab = L.circleMarker(
                [43.7827364, -79.4422593],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_f9d41d91abfc4ca3968a9a4f17f9c0ba = L.popup({"maxWidth": "100%"});

        
            var html_4b1a548590464fe9840386f6eb682aa1 = $(`<div id="html_4b1a548590464fe9840386f6eb682aa1" style="width: 100.0%; height: 100.0%;">Willowdale, Willowdale West Cluster 1.0</div>`)[0];
            popup_f9d41d91abfc4ca3968a9a4f17f9c0ba.setContent(html_4b1a548590464fe9840386f6eb682aa1);
        

        circle_marker_3f027b6ec53a467c8fd04e9abc5ba8ab.bindPopup(popup_f9d41d91abfc4ca3968a9a4f17f9c0ba)
        ;

        
    
    
            var circle_marker_ba19d38d72f2404dafaa2546eb26ce9d = L.circleMarker(
                [43.7153834, -79.40567840000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_97ae572e0db945eaa614a36f6e2b4eeb = L.popup({"maxWidth": "100%"});

        
            var html_b521e236a702451d983135845ed5ced4 = $(`<div id="html_b521e236a702451d983135845ed5ced4" style="width: 100.0%; height: 100.0%;">North Toronto West, Lawrence Park Cluster 1.0</div>`)[0];
            popup_97ae572e0db945eaa614a36f6e2b4eeb.setContent(html_b521e236a702451d983135845ed5ced4);
        

        circle_marker_ba19d38d72f2404dafaa2546eb26ce9d.bindPopup(popup_97ae572e0db945eaa614a36f6e2b4eeb)
        ;

        
    
    
            var circle_marker_e9416bc60d2b4f34aab7fd376751c2c1 = L.circleMarker(
                [43.6727097, -79.40567840000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_d0cc14ad66134273b74042d3c55b2440 = L.popup({"maxWidth": "100%"});

        
            var html_807961a8ba6b4fa9b3741e21bcd61a38 = $(`<div id="html_807961a8ba6b4fa9b3741e21bcd61a38" style="width: 100.0%; height: 100.0%;">The Annex, North Midtown, Yorkville Cluster 1.0</div>`)[0];
            popup_d0cc14ad66134273b74042d3c55b2440.setContent(html_807961a8ba6b4fa9b3741e21bcd61a38);
        

        circle_marker_e9416bc60d2b4f34aab7fd376751c2c1.bindPopup(popup_d0cc14ad66134273b74042d3c55b2440)
        ;

        
    
    
            var circle_marker_b6a51a7adbbf4f289268fb2f341c9f81 = L.circleMarker(
                [43.6489597, -79.456325],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_98c8e6f52bc646f39977c8f46791b832 = L.popup({"maxWidth": "100%"});

        
            var html_851e867f31674946bb225d103678a532 = $(`<div id="html_851e867f31674946bb225d103678a532" style="width: 100.0%; height: 100.0%;">Parkdale, Roncesvalles Cluster 1.0</div>`)[0];
            popup_98c8e6f52bc646f39977c8f46791b832.setContent(html_851e867f31674946bb225d103678a532);
        

        circle_marker_b6a51a7adbbf4f289268fb2f341c9f81.bindPopup(popup_98c8e6f52bc646f39977c8f46791b832)
        ;

        
    
    
            var circle_marker_88a1950e994e47438c4a1abe418ed021 = L.circleMarker(
                [43.6369656, -79.61581899999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_95e58f0771664833890d82bfde91af9f = L.popup({"maxWidth": "100%"});

        
            var html_9aa2216d119e4c49a8a17b933d8d604b = $(`<div id="html_9aa2216d119e4c49a8a17b933d8d604b" style="width: 100.0%; height: 100.0%;">Canada Post Gateway Processing Centre Cluster 1.0</div>`)[0];
            popup_95e58f0771664833890d82bfde91af9f.setContent(html_9aa2216d119e4c49a8a17b933d8d604b);
        

        circle_marker_88a1950e994e47438c4a1abe418ed021.bindPopup(popup_95e58f0771664833890d82bfde91af9f)
        ;

        
    
    
            var circle_marker_abacaa01f5904d9ca1b594b87384a2c1 = L.circleMarker(
                [43.6889054, -79.55472440000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_d64641461f2d4a6d97eda4c95cd0cdab = L.popup({"maxWidth": "100%"});

        
            var html_a59bb4fe46b34c62b1ba1b0dcd786865 = $(`<div id="html_a59bb4fe46b34c62b1ba1b0dcd786865" style="width: 100.0%; height: 100.0%;">Kingsview Village, St. Phillips, Martin Grove Gardens, Richview Gardens Cluster 1.0</div>`)[0];
            popup_d64641461f2d4a6d97eda4c95cd0cdab.setContent(html_a59bb4fe46b34c62b1ba1b0dcd786865);
        

        circle_marker_abacaa01f5904d9ca1b594b87384a2c1.bindPopup(popup_d64641461f2d4a6d97eda4c95cd0cdab)
        ;

        
    
    
            var circle_marker_e0a959dfe84448cbb3bbb63fa80fc22e = L.circleMarker(
                [43.7942003, -79.26202940000002],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_52f4ccf679104dd3b77d8f34006414c4 = L.popup({"maxWidth": "100%"});

        
            var html_0c9d203bdf784ca2a8ee6521b7401f70 = $(`<div id="html_0c9d203bdf784ca2a8ee6521b7401f70" style="width: 100.0%; height: 100.0%;">Agincourt Cluster 1.0</div>`)[0];
            popup_52f4ccf679104dd3b77d8f34006414c4.setContent(html_0c9d203bdf784ca2a8ee6521b7401f70);
        

        circle_marker_e0a959dfe84448cbb3bbb63fa80fc22e.bindPopup(popup_52f4ccf679104dd3b77d8f34006414c4)
        ;

        
    
    
            var circle_marker_649901acd96349e08a276f2a8d286290 = L.circleMarker(
                [43.7043244, -79.3887901],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_3e4b5479f48e424dae7a5240cfb1e279 = L.popup({"maxWidth": "100%"});

        
            var html_c9dba8fdfd82490eb5cc4e59a468a11e = $(`<div id="html_c9dba8fdfd82490eb5cc4e59a468a11e" style="width: 100.0%; height: 100.0%;">Davisville Cluster 1.0</div>`)[0];
            popup_3e4b5479f48e424dae7a5240cfb1e279.setContent(html_c9dba8fdfd82490eb5cc4e59a468a11e);
        

        circle_marker_649901acd96349e08a276f2a8d286290.bindPopup(popup_3e4b5479f48e424dae7a5240cfb1e279)
        ;

        
    
    
            var circle_marker_1af30696eb41485b86ebd10d26039bf6 = L.circleMarker(
                [43.6626956, -79.4000493],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_81f49e78879c4f91a679769a7195e065 = L.popup({"maxWidth": "100%"});

        
            var html_875fe5b3950c450d85dc9ca476928dea = $(`<div id="html_875fe5b3950c450d85dc9ca476928dea" style="width: 100.0%; height: 100.0%;">University of Toronto, Harbord Cluster 1.0</div>`)[0];
            popup_81f49e78879c4f91a679769a7195e065.setContent(html_875fe5b3950c450d85dc9ca476928dea);
        

        circle_marker_1af30696eb41485b86ebd10d26039bf6.bindPopup(popup_81f49e78879c4f91a679769a7195e065)
        ;

        
    
    
            var circle_marker_cc5a67f7425745c199cc0eeb40a1ba8f = L.circleMarker(
                [43.6515706, -79.4844499],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_e4af2c5bb8bf4d438e4cdba0542b5aba = L.popup({"maxWidth": "100%"});

        
            var html_b164fd3d9fcd46b1b50f39243aedcce3 = $(`<div id="html_b164fd3d9fcd46b1b50f39243aedcce3" style="width: 100.0%; height: 100.0%;">Runnymede, Swansea Cluster 1.0</div>`)[0];
            popup_e4af2c5bb8bf4d438e4cdba0542b5aba.setContent(html_b164fd3d9fcd46b1b50f39243aedcce3);
        

        circle_marker_cc5a67f7425745c199cc0eeb40a1ba8f.bindPopup(popup_e4af2c5bb8bf4d438e4cdba0542b5aba)
        ;

        
    
    
            var circle_marker_d704b69b7ce34c8181d2997133dcc000 = L.circleMarker(
                [43.7816375, -79.3043021],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_bbc8744f012541f99cb5e1d6705a3b6c = L.popup({"maxWidth": "100%"});

        
            var html_a266f866ae1045368da120281920a02f = $(`<div id="html_a266f866ae1045368da120281920a02f" style="width: 100.0%; height: 100.0%;">Clarks Corners, Tam O&#39;Shanter, Sullivan Cluster 1.0</div>`)[0];
            popup_bbc8744f012541f99cb5e1d6705a3b6c.setContent(html_a266f866ae1045368da120281920a02f);
        

        circle_marker_d704b69b7ce34c8181d2997133dcc000.bindPopup(popup_bbc8744f012541f99cb5e1d6705a3b6c)
        ;

        
    
    
            var circle_marker_97f83b2e73fd441db9e88e8a78e11f32 = L.circleMarker(
                [43.6895743, -79.38315990000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_be0d6c8acfae4a8c91a811d4992c402a = L.popup({"maxWidth": "100%"});

        
            var html_3fb62831ca334b83a68c20e0c484794d = $(`<div id="html_3fb62831ca334b83a68c20e0c484794d" style="width: 100.0%; height: 100.0%;">Moore Park, Summerhill East Cluster 1.0</div>`)[0];
            popup_be0d6c8acfae4a8c91a811d4992c402a.setContent(html_3fb62831ca334b83a68c20e0c484794d);
        

        circle_marker_97f83b2e73fd441db9e88e8a78e11f32.bindPopup(popup_be0d6c8acfae4a8c91a811d4992c402a)
        ;

        
    
    
            var circle_marker_df0dfb2f832b48b095949024f724c8c2 = L.circleMarker(
                [43.6532057, -79.4000493],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_70445a7f444b415d8dd9c0e9c109f77d = L.popup({"maxWidth": "100%"});

        
            var html_d357d42e7b4147b0951cb953b306df83 = $(`<div id="html_d357d42e7b4147b0951cb953b306df83" style="width: 100.0%; height: 100.0%;">Kensington Market, Chinatown, Grange Park Cluster 1.0</div>`)[0];
            popup_70445a7f444b415d8dd9c0e9c109f77d.setContent(html_d357d42e7b4147b0951cb953b306df83);
        

        circle_marker_df0dfb2f832b48b095949024f724c8c2.bindPopup(popup_70445a7f444b415d8dd9c0e9c109f77d)
        ;

        
    
    
            var circle_marker_36fc2c8da4dc4a24a5ba402306c5b0c0 = L.circleMarker(
                [43.8152522, -79.2845772],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_d797ccae418d4eb98d9d5494a5082374 = L.popup({"maxWidth": "100%"});

        
            var html_57b1d69f26d940fca2eed050cbd5da12 = $(`<div id="html_57b1d69f26d940fca2eed050cbd5da12" style="width: 100.0%; height: 100.0%;">Milliken, Agincourt North, Steeles East, L&#39;Amoreaux East Cluster 0.0</div>`)[0];
            popup_d797ccae418d4eb98d9d5494a5082374.setContent(html_57b1d69f26d940fca2eed050cbd5da12);
        

        circle_marker_36fc2c8da4dc4a24a5ba402306c5b0c0.bindPopup(popup_d797ccae418d4eb98d9d5494a5082374)
        ;

        
    
    
            var circle_marker_fd0e614db8454dbfb88058d1ba60602d = L.circleMarker(
                [43.68641229999999, -79.4000493],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_e2f3dc2c9c4c49e4aac5b18de8400179 = L.popup({"maxWidth": "100%"});

        
            var html_888969ff03264bc79283e3274f734839 = $(`<div id="html_888969ff03264bc79283e3274f734839" style="width: 100.0%; height: 100.0%;">Summerhill West, Rathnelly, South Hill, Forest Hill SE, Deer Park Cluster 1.0</div>`)[0];
            popup_e2f3dc2c9c4c49e4aac5b18de8400179.setContent(html_888969ff03264bc79283e3274f734839);
        

        circle_marker_fd0e614db8454dbfb88058d1ba60602d.bindPopup(popup_e2f3dc2c9c4c49e4aac5b18de8400179)
        ;

        
    
    
            var circle_marker_00866697d6f74177945c6a9b99049272 = L.circleMarker(
                [43.6289467, -79.3944199],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_c22a60ecaa004ebe80f6d11cd1e2556e = L.popup({"maxWidth": "100%"});

        
            var html_241b3d1a350744dfa16896467dd3e275 = $(`<div id="html_241b3d1a350744dfa16896467dd3e275" style="width: 100.0%; height: 100.0%;">CN Tower, King and Spadina, Railway Lands, Harbourfront West, Bathurst Quay, South Niagara, Island airport Cluster 1.0</div>`)[0];
            popup_c22a60ecaa004ebe80f6d11cd1e2556e.setContent(html_241b3d1a350744dfa16896467dd3e275);
        

        circle_marker_00866697d6f74177945c6a9b99049272.bindPopup(popup_c22a60ecaa004ebe80f6d11cd1e2556e)
        ;

        
    
    
            var circle_marker_9e955c8c5dae408ba5a3d4ae5438bd28 = L.circleMarker(
                [43.6056466, -79.50132070000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_d299a995261645e9b88b2205f7664ce5 = L.popup({"maxWidth": "100%"});

        
            var html_52c03da2e8d44f91b847872961e30bea = $(`<div id="html_52c03da2e8d44f91b847872961e30bea" style="width: 100.0%; height: 100.0%;">New Toronto, Mimico South, Humber Bay Shores Cluster 1.0</div>`)[0];
            popup_d299a995261645e9b88b2205f7664ce5.setContent(html_52c03da2e8d44f91b847872961e30bea);
        

        circle_marker_9e955c8c5dae408ba5a3d4ae5438bd28.bindPopup(popup_d299a995261645e9b88b2205f7664ce5)
        ;

        
    
    
            var circle_marker_f8235134181f402bac6b65c32ecf2834 = L.circleMarker(
                [43.739416399999996, -79.5884369],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_5b0e7717cee641eb94f61027b1031b72 = L.popup({"maxWidth": "100%"});

        
            var html_b6dfc1eac4b84bf6a72ebb070ad9f50b = $(`<div id="html_b6dfc1eac4b84bf6a72ebb070ad9f50b" style="width: 100.0%; height: 100.0%;">South Steeles, Silverstone, Humbergate, Jamestown, Mount Olive, Beaumond Heights, Thistletown, Albion Gardens Cluster 1.0</div>`)[0];
            popup_5b0e7717cee641eb94f61027b1031b72.setContent(html_b6dfc1eac4b84bf6a72ebb070ad9f50b);
        

        circle_marker_f8235134181f402bac6b65c32ecf2834.bindPopup(popup_5b0e7717cee641eb94f61027b1031b72)
        ;

        
    
    
            var circle_marker_24e523b0168d40b0b43b15f5994da48b = L.circleMarker(
                [43.799525200000005, -79.3183887],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_e050dbe6eb9a4a8aaad02132e81d3926 = L.popup({"maxWidth": "100%"});

        
            var html_22f86b307a9142cabae83e38c7101de2 = $(`<div id="html_22f86b307a9142cabae83e38c7101de2" style="width: 100.0%; height: 100.0%;">Steeles West, L&#39;Amoreaux West Cluster 1.0</div>`)[0];
            popup_e050dbe6eb9a4a8aaad02132e81d3926.setContent(html_22f86b307a9142cabae83e38c7101de2);
        

        circle_marker_24e523b0168d40b0b43b15f5994da48b.bindPopup(popup_e050dbe6eb9a4a8aaad02132e81d3926)
        ;

        
    
    
            var circle_marker_d4667b4acd1f4341b6bd7d07b92836d3 = L.circleMarker(
                [43.6795626, -79.37752940000001],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_c49733bec15144da83bf7c33d06d24f6 = L.popup({"maxWidth": "100%"});

        
            var html_498f1c7a055f4e5aa2aa3aee86a98aab = $(`<div id="html_498f1c7a055f4e5aa2aa3aee86a98aab" style="width: 100.0%; height: 100.0%;">Rosedale Cluster 0.0</div>`)[0];
            popup_c49733bec15144da83bf7c33d06d24f6.setContent(html_498f1c7a055f4e5aa2aa3aee86a98aab);
        

        circle_marker_d4667b4acd1f4341b6bd7d07b92836d3.bindPopup(popup_c49733bec15144da83bf7c33d06d24f6)
        ;

        
    
    
            var circle_marker_eeb4f88f85174b3e854e67dfd9528399 = L.circleMarker(
                [43.6464352, -79.37484599999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_ee9831569c164a72a447a2536b4d111d = L.popup({"maxWidth": "100%"});

        
            var html_5ea0687f38d44cd893f1551ee28678a3 = $(`<div id="html_5ea0687f38d44cd893f1551ee28678a3" style="width: 100.0%; height: 100.0%;">Stn A PO Boxes Cluster 1.0</div>`)[0];
            popup_ee9831569c164a72a447a2536b4d111d.setContent(html_5ea0687f38d44cd893f1551ee28678a3);
        

        circle_marker_eeb4f88f85174b3e854e67dfd9528399.bindPopup(popup_ee9831569c164a72a447a2536b4d111d)
        ;

        
    
    
            var circle_marker_d8bf5d26b3c14cae841aa95fcaa5aab5 = L.circleMarker(
                [43.60241370000001, -79.54348409999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_072064e941884c8e89278138e8f0a792 = L.popup({"maxWidth": "100%"});

        
            var html_41fe35d55bb9418d9580650059575d43 = $(`<div id="html_41fe35d55bb9418d9580650059575d43" style="width: 100.0%; height: 100.0%;">Alderwood, Long Branch Cluster 1.0</div>`)[0];
            popup_072064e941884c8e89278138e8f0a792.setContent(html_41fe35d55bb9418d9580650059575d43);
        

        circle_marker_d8bf5d26b3c14cae841aa95fcaa5aab5.bindPopup(popup_072064e941884c8e89278138e8f0a792)
        ;

        
    
    
            var circle_marker_b02076938969440295e69ba5890fd7a6 = L.circleMarker(
                [43.706748299999994, -79.5940544],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_251f7b2af176478592708719a5644748 = L.popup({"maxWidth": "100%"});

        
            var html_9dac4a97e3ad45c49b0bc870c91a52f4 = $(`<div id="html_9dac4a97e3ad45c49b0bc870c91a52f4" style="width: 100.0%; height: 100.0%;">Northwest, West Humber - Clairville Cluster 1.0</div>`)[0];
            popup_251f7b2af176478592708719a5644748.setContent(html_9dac4a97e3ad45c49b0bc870c91a52f4);
        

        circle_marker_b02076938969440295e69ba5890fd7a6.bindPopup(popup_251f7b2af176478592708719a5644748)
        ;

        
    
    
            var circle_marker_5b6de0e543ec40e892063bb00309c313 = L.circleMarker(
                [43.667967, -79.3676753],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_8b3bced3fa944ceaa76166d8fe996cfd = L.popup({"maxWidth": "100%"});

        
            var html_eb23fbfdd6cb4dfcadf791726928d59e = $(`<div id="html_eb23fbfdd6cb4dfcadf791726928d59e" style="width: 100.0%; height: 100.0%;">St. James Town, Cabbagetown Cluster 1.0</div>`)[0];
            popup_8b3bced3fa944ceaa76166d8fe996cfd.setContent(html_eb23fbfdd6cb4dfcadf791726928d59e);
        

        circle_marker_5b6de0e543ec40e892063bb00309c313.bindPopup(popup_8b3bced3fa944ceaa76166d8fe996cfd)
        ;

        
    
    
            var circle_marker_2859577ba5124b018b4c608d1592b94c = L.circleMarker(
                [43.6484292, -79.3822802],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_422c8a01e11247fcaf77cd21e7d63468 = L.popup({"maxWidth": "100%"});

        
            var html_16b86b962794411c8f330c7cfc1f2cd8 = $(`<div id="html_16b86b962794411c8f330c7cfc1f2cd8" style="width: 100.0%; height: 100.0%;">First Canadian Place, Underground city Cluster 1.0</div>`)[0];
            popup_422c8a01e11247fcaf77cd21e7d63468.setContent(html_16b86b962794411c8f330c7cfc1f2cd8);
        

        circle_marker_2859577ba5124b018b4c608d1592b94c.bindPopup(popup_422c8a01e11247fcaf77cd21e7d63468)
        ;

        
    
    
            var circle_marker_8b7fcaad7b3d4a7fb0649caa16dbd263 = L.circleMarker(
                [43.653653600000005, -79.5069436],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_4891d49ea3ca4e6e931500173b7965bf = L.popup({"maxWidth": "100%"});

        
            var html_a601db016b034738b7f9322931858b3e = $(`<div id="html_a601db016b034738b7f9322931858b3e" style="width: 100.0%; height: 100.0%;">The Kingsway, Montgomery Road, Old Mill North Cluster 1.0</div>`)[0];
            popup_4891d49ea3ca4e6e931500173b7965bf.setContent(html_a601db016b034738b7f9322931858b3e);
        

        circle_marker_8b7fcaad7b3d4a7fb0649caa16dbd263.bindPopup(popup_4891d49ea3ca4e6e931500173b7965bf)
        ;

        
    
    
            var circle_marker_ccf8a7bd872b4d43bd188fe1b80826c1 = L.circleMarker(
                [43.6658599, -79.38315990000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_f32239b2645946e49e9a944d2464d685 = L.popup({"maxWidth": "100%"});

        
            var html_ea2b568585c34217a30f1c66e9624c21 = $(`<div id="html_ea2b568585c34217a30f1c66e9624c21" style="width: 100.0%; height: 100.0%;">Church and Wellesley Cluster 1.0</div>`)[0];
            popup_f32239b2645946e49e9a944d2464d685.setContent(html_ea2b568585c34217a30f1c66e9624c21);
        

        circle_marker_ccf8a7bd872b4d43bd188fe1b80826c1.bindPopup(popup_f32239b2645946e49e9a944d2464d685)
        ;

        
    
    
            var circle_marker_a9615e9c25ab4c2ebe224b952f581951 = L.circleMarker(
                [43.6627439, -79.321558],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_b78edee1b25e424c952a655de98abd8f = L.popup({"maxWidth": "100%"});

        
            var html_ac0cfd0f16904d6489da6f73182873b9 = $(`<div id="html_ac0cfd0f16904d6489da6f73182873b9" style="width: 100.0%; height: 100.0%;">Business reply mail Processing Centre, South Central Letter Processing Plant Toronto Cluster 1.0</div>`)[0];
            popup_b78edee1b25e424c952a655de98abd8f.setContent(html_ac0cfd0f16904d6489da6f73182873b9);
        

        circle_marker_a9615e9c25ab4c2ebe224b952f581951.bindPopup(popup_b78edee1b25e424c952a655de98abd8f)
        ;

        
    
    
            var circle_marker_9bfb94e93d62435dbb132d766089d65d = L.circleMarker(
                [43.6362579, -79.49850909999999],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_59061c8f29da498293446e20f902415a = L.popup({"maxWidth": "100%"});

        
            var html_c8fde29d787d4930855b11f62eb994c2 = $(`<div id="html_c8fde29d787d4930855b11f62eb994c2" style="width: 100.0%; height: 100.0%;">Old Mill South, King&#39;s Mill Park, Sunnylea, Humber Bay, Mimico NE, The Queensway East, Royal York South East, Kingsway Park South East Cluster 3.0</div>`)[0];
            popup_59061c8f29da498293446e20f902415a.setContent(html_c8fde29d787d4930855b11f62eb994c2);
        

        circle_marker_9bfb94e93d62435dbb132d766089d65d.bindPopup(popup_59061c8f29da498293446e20f902415a)
        ;

        
    
    
            var circle_marker_0c0d2f2b82e04f458f7eacee08b49281 = L.circleMarker(
                [43.6288408, -79.52099940000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_cdc3084dc3e04e558fd1ea13333e0d85);
        
    
        var popup_ead2e309bb3149309eefe58221333cab = L.popup({"maxWidth": "100%"});

        
            var html_bbd4e9ef751944578f248e3eea379868 = $(`<div id="html_bbd4e9ef751944578f248e3eea379868" style="width: 100.0%; height: 100.0%;">Mimico NW, The Queensway West, South of Bloor, Kingsway Park South West, Royal York South West Cluster 1.0</div>`)[0];
            popup_ead2e309bb3149309eefe58221333cab.setContent(html_bbd4e9ef751944578f248e3eea379868);
        

        circle_marker_0c0d2f2b82e04f458f7eacee08b49281.bindPopup(popup_ead2e309bb3149309eefe58221333cab)
        ;

        
    
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
2773 ],
2774 "text/plain": [
2775 "<folium.folium.Map at 0x1a065958388>"
2776 ]
2777 },
2778 "execution_count": 115,
2779 "metadata": {},
2780 "output_type": "execute_result"
2781 }
2782 ],
2783 "source": [
2784 "import matplotlib.cm as cm\n",
2785 "import matplotlib.colors as colors\n",
2786 "\n",
2787 "# create map\n",
2788 "map_clusters = folium.Map(location=[latitude, longitude], zoom_start=11)\n",
2789 "\n",
2790 "# set color scheme for the clusters\n",
2791 "x = np.arange(kclusters)\n",
2792 "ys = [i + x + (i*x)**2 for i in range(kclusters)]\n",
2793 "colors_array = cm.rainbow(np.linspace(0, 1, len(ys)))\n",
2794 "rainbow = [colors.rgb2hex(i) for i in colors_array]\n",
2795 "\n",
2796 "toronto_merged_nonan = toronto_merged.dropna(subset=['Cluster Labels'])\n",
2797 "\n",
2798 "# add markers to the map\n",
2799 "markers_colors = []\n",
2800 "for lat, lon, poi, cluster in zip(toronto_merged_nonan['Latitude'], toronto_merged_nonan['Longitude'], toronto_merged_nonan['Neighbourhood'], toronto_merged_nonan['Cluster Labels']):\n",
2801 " label = folium.Popup(str(poi) + ' Cluster ' + str(cluster), parse_html=True)\n",
2802 " folium.CircleMarker(\n",
2803 " [lat, lon],\n",
2804 " radius=5,\n",
2805 " popup=label,\n",
2806 " color=rainbow[int(cluster-1)],\n",
2807 " fill=True,\n",
2808 " fill_color=rainbow[int(cluster-1)],\n",
2809 " fill_opacity=0.7).add_to(map_clusters)\n",
2810 " \n",
2811 "map_clusters"
2812 ]
2813 },
2814 {
2815 "cell_type": "markdown",
2816 "metadata": {},
2817 "source": [
2818 "Cluster 1"
2819 ]
2820 },
2821 {
2822 "cell_type": "code",
2823 "execution_count": 116,
2824 "metadata": {},
2825 "outputs": [
2826 {
2827 "data": {
2828 "text/html": [
2829 "<div>\n",
2830 "<style scoped>\n",
2831 " .dataframe tbody tr th:only-of-type {\n",
2832 " vertical-align: middle;\n",
2833 " }\n",
2834 "\n",
2835 " .dataframe tbody tr th {\n",
2836 " vertical-align: top;\n",
2837 " }\n",
2838 "\n",
2839 " .dataframe thead th {\n",
2840 " text-align: right;\n",
2841 " }\n",
2842 "</style>\n",
2843 "<table border=\"1\" class=\"dataframe\">\n",
2844 " <thead>\n",
2845 " <tr style=\"text-align: right;\">\n",
2846 " <th></th>\n",
2847 " <th>Borough</th>\n",
2848 " <th>Cluster Labels</th>\n",
2849 " <th>1st Most Common Venue</th>\n",
2850 " <th>2nd Most Common Venue</th>\n",
2851 " <th>3rd Most Common Venue</th>\n",
2852 " <th>4th Most Common Venue</th>\n",
2853 " <th>5th Most Common Venue</th>\n",
2854 " <th>6th Most Common Venue</th>\n",
2855 " <th>7th Most Common Venue</th>\n",
2856 " <th>8th Most Common Venue</th>\n",
2857 " <th>9th Most Common Venue</th>\n",
2858 " <th>10th Most Common Venue</th>\n",
2859 " </tr>\n",
2860 " </thead>\n",
2861 " <tbody>\n",
2862 " <tr>\n",
2863 " <th>0</th>\n",
2864 " <td>North York</td>\n",
2865 " <td>0.0</td>\n",
2866 " <td>Park</td>\n",
2867 " <td>Food & Drink Shop</td>\n",
2868 " <td>Yoga Studio</td>\n",
2869 " <td>Donut Shop</td>\n",
2870 " <td>Diner</td>\n",
2871 " <td>Discount Store</td>\n",
2872 " <td>Distribution Center</td>\n",
2873 " <td>Dog Run</td>\n",
2874 " <td>Doner Restaurant</td>\n",
2875 " <td>Drugstore</td>\n",
2876 " </tr>\n",
2877 " <tr>\n",
2878 " <th>21</th>\n",
2879 " <td>York</td>\n",
2880 " <td>0.0</td>\n",
2881 " <td>Park</td>\n",
2882 " <td>Women's Store</td>\n",
2883 " <td>Pool</td>\n",
2884 " <td>Yoga Studio</td>\n",
2885 " <td>Doner Restaurant</td>\n",
2886 " <td>Dim Sum Restaurant</td>\n",
2887 " <td>Diner</td>\n",
2888 " <td>Discount Store</td>\n",
2889 " <td>Distribution Center</td>\n",
2890 " <td>Dog Run</td>\n",
2891 " </tr>\n",
2892 " <tr>\n",
2893 " <th>35</th>\n",
2894 " <td>East York</td>\n",
2895 " <td>0.0</td>\n",
2896 " <td>Park</td>\n",
2897 " <td>Convenience Store</td>\n",
2898 " <td>Yoga Studio</td>\n",
2899 " <td>Donut Shop</td>\n",
2900 " <td>Diner</td>\n",
2901 " <td>Discount Store</td>\n",
2902 " <td>Distribution Center</td>\n",
2903 " <td>Dog Run</td>\n",
2904 " <td>Doner Restaurant</td>\n",
2905 " <td>Dumpling Restaurant</td>\n",
2906 " </tr>\n",
2907 " <tr>\n",
2908 " <th>52</th>\n",
2909 " <td>North York</td>\n",
2910 " <td>0.0</td>\n",
2911 " <td>Park</td>\n",
2912 " <td>Yoga Studio</td>\n",
2913 " <td>Donut Shop</td>\n",
2914 " <td>Dim Sum Restaurant</td>\n",
2915 " <td>Diner</td>\n",
2916 " <td>Discount Store</td>\n",
2917 " <td>Distribution Center</td>\n",
2918 " <td>Dog Run</td>\n",
2919 " <td>Doner Restaurant</td>\n",
2920 " <td>Drugstore</td>\n",
2921 " </tr>\n",
2922 " <tr>\n",
2923 " <th>64</th>\n",
2924 " <td>York</td>\n",
2925 " <td>0.0</td>\n",
2926 " <td>Park</td>\n",
2927 " <td>Convenience Store</td>\n",
2928 " <td>Yoga Studio</td>\n",
2929 " <td>Donut Shop</td>\n",
2930 " <td>Diner</td>\n",
2931 " <td>Discount Store</td>\n",
2932 " <td>Distribution Center</td>\n",
2933 " <td>Dog Run</td>\n",
2934 " <td>Doner Restaurant</td>\n",
2935 " <td>Dumpling Restaurant</td>\n",
2936 " </tr>\n",
2937 " <tr>\n",
2938 " <th>66</th>\n",
2939 " <td>North York</td>\n",
2940 " <td>0.0</td>\n",
2941 " <td>Park</td>\n",
2942 " <td>Construction & Landscaping</td>\n",
2943 " <td>Convenience Store</td>\n",
2944 " <td>Yoga Studio</td>\n",
2945 " <td>Donut Shop</td>\n",
2946 " <td>Diner</td>\n",
2947 " <td>Discount Store</td>\n",
2948 " <td>Distribution Center</td>\n",
2949 " <td>Dog Run</td>\n",
2950 " <td>Doner Restaurant</td>\n",
2951 " </tr>\n",
2952 " <tr>\n",
2953 " <th>85</th>\n",
2954 " <td>Scarborough</td>\n",
2955 " <td>0.0</td>\n",
2956 " <td>Park</td>\n",
2957 " <td>Playground</td>\n",
2958 " <td>Coffee Shop</td>\n",
2959 " <td>Yoga Studio</td>\n",
2960 " <td>Doner Restaurant</td>\n",
2961 " <td>Dim Sum Restaurant</td>\n",
2962 " <td>Diner</td>\n",
2963 " <td>Discount Store</td>\n",
2964 " <td>Distribution Center</td>\n",
2965 " <td>Dog Run</td>\n",
2966 " </tr>\n",
2967 " <tr>\n",
2968 " <th>91</th>\n",
2969 " <td>Downtown Toronto</td>\n",
2970 " <td>0.0</td>\n",
2971 " <td>Park</td>\n",
2972 " <td>Trail</td>\n",
2973 " <td>Playground</td>\n",
2974 " <td>Yoga Studio</td>\n",
2975 " <td>Dessert Shop</td>\n",
2976 " <td>Dim Sum Restaurant</td>\n",
2977 " <td>Diner</td>\n",
2978 " <td>Discount Store</td>\n",
2979 " <td>Distribution Center</td>\n",
2980 " <td>Dog Run</td>\n",
2981 " </tr>\n",
2982 " </tbody>\n",
2983 "</table>\n",
2984 "</div>"
2985 ],
2986 "text/plain": [
2987 " Borough Cluster Labels 1st Most Common Venue \\\n",
2988 "0 North York 0.0 Park \n",
2989 "21 York 0.0 Park \n",
2990 "35 East York 0.0 Park \n",
2991 "52 North York 0.0 Park \n",
2992 "64 York 0.0 Park \n",
2993 "66 North York 0.0 Park \n",
2994 "85 Scarborough 0.0 Park \n",
2995 "91 Downtown Toronto 0.0 Park \n",
2996 "\n",
2997 " 2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue \\\n",
2998 "0 Food & Drink Shop Yoga Studio Donut Shop \n",
2999 "21 Women's Store Pool Yoga Studio \n",
3000 "35 Convenience Store Yoga Studio Donut Shop \n",
3001 "52 Yoga Studio Donut Shop Dim Sum Restaurant \n",
3002 "64 Convenience Store Yoga Studio Donut Shop \n",
3003 "66 Construction & Landscaping Convenience Store Yoga Studio \n",
3004 "85 Playground Coffee Shop Yoga Studio \n",
3005 "91 Trail Playground Yoga Studio \n",
3006 "\n",
3007 " 5th Most Common Venue 6th Most Common Venue 7th Most Common Venue \\\n",
3008 "0 Diner Discount Store Distribution Center \n",
3009 "21 Doner Restaurant Dim Sum Restaurant Diner \n",
3010 "35 Diner Discount Store Distribution Center \n",
3011 "52 Diner Discount Store Distribution Center \n",
3012 "64 Diner Discount Store Distribution Center \n",
3013 "66 Donut Shop Diner Discount Store \n",
3014 "85 Doner Restaurant Dim Sum Restaurant Diner \n",
3015 "91 Dessert Shop Dim Sum Restaurant Diner \n",
3016 "\n",
3017 " 8th Most Common Venue 9th Most Common Venue 10th Most Common Venue \n",
3018 "0 Dog Run Doner Restaurant Drugstore \n",
3019 "21 Discount Store Distribution Center Dog Run \n",
3020 "35 Dog Run Doner Restaurant Dumpling Restaurant \n",
3021 "52 Dog Run Doner Restaurant Drugstore \n",
3022 "64 Dog Run Doner Restaurant Dumpling Restaurant \n",
3023 "66 Distribution Center Dog Run Doner Restaurant \n",
3024 "85 Discount Store Distribution Center Dog Run \n",
3025 "91 Discount Store Distribution Center Dog Run "
3026 ]
3027 },
3028 "execution_count": 116,
3029 "metadata": {},
3030 "output_type": "execute_result"
3031 }
3032 ],
3033 "source": [
3034 "toronto_merged_nonan.loc[toronto_merged_nonan['Cluster Labels'] == 0, toronto_merged_nonan.columns[[1] + list(range(5, toronto_merged_nonan.shape[1]))]]"
3035 ]
3036 },
3037 {
3038 "cell_type": "markdown",
3039 "metadata": {},
3040 "source": [
3041 "Cluster 2"
3042 ]
3043 },
3044 {
3045 "cell_type": "code",
3046 "execution_count": 117,
3047 "metadata": {},
3048 "outputs": [
3049 {
3050 "data": {
3051 "text/html": [
3052 "<div>\n",
3053 "<style scoped>\n",
3054 " .dataframe tbody tr th:only-of-type {\n",
3055 " vertical-align: middle;\n",
3056 " }\n",
3057 "\n",
3058 " .dataframe tbody tr th {\n",
3059 " vertical-align: top;\n",
3060 " }\n",
3061 "\n",
3062 " .dataframe thead th {\n",
3063 " text-align: right;\n",
3064 " }\n",
3065 "</style>\n",
3066 "<table border=\"1\" class=\"dataframe\">\n",
3067 " <thead>\n",
3068 " <tr style=\"text-align: right;\">\n",
3069 " <th></th>\n",
3070 " <th>Borough</th>\n",
3071 " <th>Cluster Labels</th>\n",
3072 " <th>1st Most Common Venue</th>\n",
3073 " <th>2nd Most Common Venue</th>\n",
3074 " <th>3rd Most Common Venue</th>\n",
3075 " <th>4th Most Common Venue</th>\n",
3076 " <th>5th Most Common Venue</th>\n",
3077 " <th>6th Most Common Venue</th>\n",
3078 " <th>7th Most Common Venue</th>\n",
3079 " <th>8th Most Common Venue</th>\n",
3080 " <th>9th Most Common Venue</th>\n",
3081 " <th>10th Most Common Venue</th>\n",
3082 " </tr>\n",
3083 " </thead>\n",
3084 " <tbody>\n",
3085 " <tr>\n",
3086 " <th>1</th>\n",
3087 " <td>North York</td>\n",
3088 " <td>1.0</td>\n",
3089 " <td>Hockey Arena</td>\n",
3090 " <td>Pizza Place</td>\n",
3091 " <td>Coffee Shop</td>\n",
3092 " <td>Portuguese Restaurant</td>\n",
3093 " <td>Yoga Studio</td>\n",
3094 " <td>Dim Sum Restaurant</td>\n",
3095 " <td>Diner</td>\n",
3096 " <td>Discount Store</td>\n",
3097 " <td>Distribution Center</td>\n",
3098 " <td>Dog Run</td>\n",
3099 " </tr>\n",
3100 " <tr>\n",
3101 " <th>2</th>\n",
3102 " <td>Downtown Toronto</td>\n",
3103 " <td>1.0</td>\n",
3104 " <td>Coffee Shop</td>\n",
3105 " <td>Bakery</td>\n",
3106 " <td>Pub</td>\n",
3107 " <td>Park</td>\n",
3108 " <td>Breakfast Spot</td>\n",
3109 " <td>Café</td>\n",
3110 " <td>Theater</td>\n",
3111 " <td>Yoga Studio</td>\n",
3112 " <td>Mexican Restaurant</td>\n",
3113 " <td>Shoe Store</td>\n",
3114 " </tr>\n",
3115 " <tr>\n",
3116 " <th>3</th>\n",
3117 " <td>North York</td>\n",
3118 " <td>1.0</td>\n",
3119 " <td>Clothing Store</td>\n",
3120 " <td>Accessories Store</td>\n",
3121 " <td>Coffee Shop</td>\n",
3122 " <td>Boutique</td>\n",
3123 " <td>Miscellaneous Shop</td>\n",
3124 " <td>Event Space</td>\n",
3125 " <td>Furniture / Home Store</td>\n",
3126 " <td>Women's Store</td>\n",
3127 " <td>Vietnamese Restaurant</td>\n",
3128 " <td>Convenience Store</td>\n",
3129 " </tr>\n",
3130 " <tr>\n",
3131 " <th>4</th>\n",
3132 " <td>Downtown Toronto</td>\n",
3133 " <td>1.0</td>\n",
3134 " <td>Coffee Shop</td>\n",
3135 " <td>Diner</td>\n",
3136 " <td>Yoga Studio</td>\n",
3137 " <td>Bar</td>\n",
3138 " <td>Beer Bar</td>\n",
3139 " <td>Smoothie Shop</td>\n",
3140 " <td>Sandwich Place</td>\n",
3141 " <td>Burrito Place</td>\n",
3142 " <td>Café</td>\n",
3143 " <td>Park</td>\n",
3144 " </tr>\n",
3145 " <tr>\n",
3146 " <th>6</th>\n",
3147 " <td>Scarborough</td>\n",
3148 " <td>1.0</td>\n",
3149 " <td>Print Shop</td>\n",
3150 " <td>Fast Food Restaurant</td>\n",
3151 " <td>Yoga Studio</td>\n",
3152 " <td>Dim Sum Restaurant</td>\n",
3153 " <td>Diner</td>\n",
3154 " <td>Discount Store</td>\n",
3155 " <td>Distribution Center</td>\n",
3156 " <td>Dog Run</td>\n",
3157 " <td>Doner Restaurant</td>\n",
3158 " <td>Donut Shop</td>\n",
3159 " </tr>\n",
3160 " <tr>\n",
3161 " <th>...</th>\n",
3162 " <td>...</td>\n",
3163 " <td>...</td>\n",
3164 " <td>...</td>\n",
3165 " <td>...</td>\n",
3166 " <td>...</td>\n",
3167 " <td>...</td>\n",
3168 " <td>...</td>\n",
3169 " <td>...</td>\n",
3170 " <td>...</td>\n",
3171 " <td>...</td>\n",
3172 " <td>...</td>\n",
3173 " <td>...</td>\n",
3174 " </tr>\n",
3175 " <tr>\n",
3176 " <th>97</th>\n",
3177 " <td>Downtown Toronto</td>\n",
3178 " <td>1.0</td>\n",
3179 " <td>Coffee Shop</td>\n",
3180 " <td>Café</td>\n",
3181 " <td>Hotel</td>\n",
3182 " <td>Restaurant</td>\n",
3183 " <td>Gym</td>\n",
3184 " <td>Japanese Restaurant</td>\n",
3185 " <td>American Restaurant</td>\n",
3186 " <td>Steakhouse</td>\n",
3187 " <td>Asian Restaurant</td>\n",
3188 " <td>Seafood Restaurant</td>\n",
3189 " </tr>\n",
3190 " <tr>\n",
3191 " <th>98</th>\n",
3192 " <td>Etobicoke</td>\n",
3193 " <td>1.0</td>\n",
3194 " <td>River</td>\n",
3195 " <td>Doner Restaurant</td>\n",
3196 " <td>Dessert Shop</td>\n",
3197 " <td>Dim Sum Restaurant</td>\n",
3198 " <td>Diner</td>\n",
3199 " <td>Discount Store</td>\n",
3200 " <td>Distribution Center</td>\n",
3201 " <td>Dog Run</td>\n",
3202 " <td>Yoga Studio</td>\n",
3203 " <td>Department Store</td>\n",
3204 " </tr>\n",
3205 " <tr>\n",
3206 " <th>99</th>\n",
3207 " <td>Downtown Toronto</td>\n",
3208 " <td>1.0</td>\n",
3209 " <td>Coffee Shop</td>\n",
3210 " <td>Sushi Restaurant</td>\n",
3211 " <td>Japanese Restaurant</td>\n",
3212 " <td>Gay Bar</td>\n",
3213 " <td>Restaurant</td>\n",
3214 " <td>Yoga Studio</td>\n",
3215 " <td>Bubble Tea Shop</td>\n",
3216 " <td>Dance Studio</td>\n",
3217 " <td>Mediterranean Restaurant</td>\n",
3218 " <td>Men's Store</td>\n",
3219 " </tr>\n",
3220 " <tr>\n",
3221 " <th>100</th>\n",
3222 " <td>East Toronto</td>\n",
3223 " <td>1.0</td>\n",
3224 " <td>Light Rail Station</td>\n",
3225 " <td>Yoga Studio</td>\n",
3226 " <td>Auto Workshop</td>\n",
3227 " <td>Smoke Shop</td>\n",
3228 " <td>Brewery</td>\n",
3229 " <td>Spa</td>\n",
3230 " <td>Farmers Market</td>\n",
3231 " <td>Fast Food Restaurant</td>\n",
3232 " <td>Burrito Place</td>\n",
3233 " <td>Restaurant</td>\n",
3234 " </tr>\n",
3235 " <tr>\n",
3236 " <th>102</th>\n",
3237 " <td>Etobicoke</td>\n",
3238 " <td>1.0</td>\n",
3239 " <td>Grocery Store</td>\n",
3240 " <td>Tanning Salon</td>\n",
3241 " <td>Convenience Store</td>\n",
3242 " <td>Discount Store</td>\n",
3243 " <td>Burrito Place</td>\n",
3244 " <td>Burger Joint</td>\n",
3245 " <td>Sandwich Place</td>\n",
3246 " <td>Kids Store</td>\n",
3247 " <td>Supplement Shop</td>\n",
3248 " <td>Bakery</td>\n",
3249 " </tr>\n",
3250 " </tbody>\n",
3251 "</table>\n",
3252 "<p>87 rows × 12 columns</p>\n",
3253 "</div>"
3254 ],
3255 "text/plain": [
3256 " Borough Cluster Labels 1st Most Common Venue \\\n",
3257 "1 North York 1.0 Hockey Arena \n",
3258 "2 Downtown Toronto 1.0 Coffee Shop \n",
3259 "3 North York 1.0 Clothing Store \n",
3260 "4 Downtown Toronto 1.0 Coffee Shop \n",
3261 "6 Scarborough 1.0 Print Shop \n",
3262 ".. ... ... ... \n",
3263 "97 Downtown Toronto 1.0 Coffee Shop \n",
3264 "98 Etobicoke 1.0 River \n",
3265 "99 Downtown Toronto 1.0 Coffee Shop \n",
3266 "100 East Toronto 1.0 Light Rail Station \n",
3267 "102 Etobicoke 1.0 Grocery Store \n",
3268 "\n",
3269 " 2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue \\\n",
3270 "1 Pizza Place Coffee Shop Portuguese Restaurant \n",
3271 "2 Bakery Pub Park \n",
3272 "3 Accessories Store Coffee Shop Boutique \n",
3273 "4 Diner Yoga Studio Bar \n",
3274 "6 Fast Food Restaurant Yoga Studio Dim Sum Restaurant \n",
3275 ".. ... ... ... \n",
3276 "97 Café Hotel Restaurant \n",
3277 "98 Doner Restaurant Dessert Shop Dim Sum Restaurant \n",
3278 "99 Sushi Restaurant Japanese Restaurant Gay Bar \n",
3279 "100 Yoga Studio Auto Workshop Smoke Shop \n",
3280 "102 Tanning Salon Convenience Store Discount Store \n",
3281 "\n",
3282 " 5th Most Common Venue 6th Most Common Venue 7th Most Common Venue \\\n",
3283 "1 Yoga Studio Dim Sum Restaurant Diner \n",
3284 "2 Breakfast Spot Café Theater \n",
3285 "3 Miscellaneous Shop Event Space Furniture / Home Store \n",
3286 "4 Beer Bar Smoothie Shop Sandwich Place \n",
3287 "6 Diner Discount Store Distribution Center \n",
3288 ".. ... ... ... \n",
3289 "97 Gym Japanese Restaurant American Restaurant \n",
3290 "98 Diner Discount Store Distribution Center \n",
3291 "99 Restaurant Yoga Studio Bubble Tea Shop \n",
3292 "100 Brewery Spa Farmers Market \n",
3293 "102 Burrito Place Burger Joint Sandwich Place \n",
3294 "\n",
3295 " 8th Most Common Venue 9th Most Common Venue 10th Most Common Venue \n",
3296 "1 Discount Store Distribution Center Dog Run \n",
3297 "2 Yoga Studio Mexican Restaurant Shoe Store \n",
3298 "3 Women's Store Vietnamese Restaurant Convenience Store \n",
3299 "4 Burrito Place Café Park \n",
3300 "6 Dog Run Doner Restaurant Donut Shop \n",
3301 ".. ... ... ... \n",
3302 "97 Steakhouse Asian Restaurant Seafood Restaurant \n",
3303 "98 Dog Run Yoga Studio Department Store \n",
3304 "99 Dance Studio Mediterranean Restaurant Men's Store \n",
3305 "100 Fast Food Restaurant Burrito Place Restaurant \n",
3306 "102 Kids Store Supplement Shop Bakery \n",
3307 "\n",
3308 "[87 rows x 12 columns]"
3309 ]
3310 },
3311 "execution_count": 117,
3312 "metadata": {},
3313 "output_type": "execute_result"
3314 }
3315 ],
3316 "source": [
3317 "toronto_merged_nonan.loc[toronto_merged_nonan['Cluster Labels'] == 1, toronto_merged_nonan.columns[[1] + list(range(5, toronto_merged_nonan.shape[1]))]]"
3318 ]
3319 },
3320 {
3321 "cell_type": "markdown",
3322 "metadata": {},
3323 "source": [
3324 "Cluster 3"
3325 ]
3326 },
3327 {
3328 "cell_type": "code",
3329 "execution_count": 118,
3330 "metadata": {},
3331 "outputs": [
3332 {
3333 "data": {
3334 "text/html": [
3335 "<div>\n",
3336 "<style scoped>\n",
3337 " .dataframe tbody tr th:only-of-type {\n",
3338 " vertical-align: middle;\n",
3339 " }\n",
3340 "\n",
3341 " .dataframe tbody tr th {\n",
3342 " vertical-align: top;\n",
3343 " }\n",
3344 "\n",
3345 " .dataframe thead th {\n",
3346 " text-align: right;\n",
3347 " }\n",
3348 "</style>\n",
3349 "<table border=\"1\" class=\"dataframe\">\n",
3350 " <thead>\n",
3351 " <tr style=\"text-align: right;\">\n",
3352 " <th></th>\n",
3353 " <th>Borough</th>\n",
3354 " <th>Cluster Labels</th>\n",
3355 " <th>1st Most Common Venue</th>\n",
3356 " <th>2nd Most Common Venue</th>\n",
3357 " <th>3rd Most Common Venue</th>\n",
3358 " <th>4th Most Common Venue</th>\n",
3359 " <th>5th Most Common Venue</th>\n",
3360 " <th>6th Most Common Venue</th>\n",
3361 " <th>7th Most Common Venue</th>\n",
3362 " <th>8th Most Common Venue</th>\n",
3363 " <th>9th Most Common Venue</th>\n",
3364 " <th>10th Most Common Venue</th>\n",
3365 " </tr>\n",
3366 " </thead>\n",
3367 " <tbody>\n",
3368 " <tr>\n",
3369 " <th>32</th>\n",
3370 " <td>Scarborough</td>\n",
3371 " <td>2.0</td>\n",
3372 " <td>Pizza Place</td>\n",
3373 " <td>Playground</td>\n",
3374 " <td>Doner Restaurant</td>\n",
3375 " <td>Dessert Shop</td>\n",
3376 " <td>Dim Sum Restaurant</td>\n",
3377 " <td>Diner</td>\n",
3378 " <td>Discount Store</td>\n",
3379 " <td>Distribution Center</td>\n",
3380 " <td>Dog Run</td>\n",
3381 " <td>Donut Shop</td>\n",
3382 " </tr>\n",
3383 " <tr>\n",
3384 " <th>50</th>\n",
3385 " <td>North York</td>\n",
3386 " <td>2.0</td>\n",
3387 " <td>Pizza Place</td>\n",
3388 " <td>Department Store</td>\n",
3389 " <td>Event Space</td>\n",
3390 " <td>Ethiopian Restaurant</td>\n",
3391 " <td>Electronics Store</td>\n",
3392 " <td>Eastern European Restaurant</td>\n",
3393 " <td>Dumpling Restaurant</td>\n",
3394 " <td>Drugstore</td>\n",
3395 " <td>Donut Shop</td>\n",
3396 " <td>Doner Restaurant</td>\n",
3397 " </tr>\n",
3398 " </tbody>\n",
3399 "</table>\n",
3400 "</div>"
3401 ],
3402 "text/plain": [
3403 " Borough Cluster Labels 1st Most Common Venue 2nd Most Common Venue \\\n",
3404 "32 Scarborough 2.0 Pizza Place Playground \n",
3405 "50 North York 2.0 Pizza Place Department Store \n",
3406 "\n",
3407 " 3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue \\\n",
3408 "32 Doner Restaurant Dessert Shop Dim Sum Restaurant \n",
3409 "50 Event Space Ethiopian Restaurant Electronics Store \n",
3410 "\n",
3411 " 6th Most Common Venue 7th Most Common Venue 8th Most Common Venue \\\n",
3412 "32 Diner Discount Store Distribution Center \n",
3413 "50 Eastern European Restaurant Dumpling Restaurant Drugstore \n",
3414 "\n",
3415 " 9th Most Common Venue 10th Most Common Venue \n",
3416 "32 Dog Run Donut Shop \n",
3417 "50 Donut Shop Doner Restaurant "
3418 ]
3419 },
3420 "execution_count": 118,
3421 "metadata": {},
3422 "output_type": "execute_result"
3423 }
3424 ],
3425 "source": [
3426 "toronto_merged_nonan.loc[toronto_merged_nonan['Cluster Labels'] == 2, toronto_merged_nonan.columns[[1] + list(range(5, toronto_merged_nonan.shape[1]))]]"
3427 ]
3428 },
3429 {
3430 "cell_type": "markdown",
3431 "metadata": {},
3432 "source": [
3433 "Cluster 4"
3434 ]
3435 },
3436 {
3437 "cell_type": "code",
3438 "execution_count": 119,
3439 "metadata": {},
3440 "outputs": [
3441 {
3442 "data": {
3443 "text/html": [
3444 "<div>\n",
3445 "<style scoped>\n",
3446 " .dataframe tbody tr th:only-of-type {\n",
3447 " vertical-align: middle;\n",
3448 " }\n",
3449 "\n",
3450 " .dataframe tbody tr th {\n",
3451 " vertical-align: top;\n",
3452 " }\n",
3453 "\n",
3454 " .dataframe thead th {\n",
3455 " text-align: right;\n",
3456 " }\n",
3457 "</style>\n",
3458 "<table border=\"1\" class=\"dataframe\">\n",
3459 " <thead>\n",
3460 " <tr style=\"text-align: right;\">\n",
3461 " <th></th>\n",
3462 " <th>Borough</th>\n",
3463 " <th>Cluster Labels</th>\n",
3464 " <th>1st Most Common Venue</th>\n",
3465 " <th>2nd Most Common Venue</th>\n",
3466 " <th>3rd Most Common Venue</th>\n",
3467 " <th>4th Most Common Venue</th>\n",
3468 " <th>5th Most Common Venue</th>\n",
3469 " <th>6th Most Common Venue</th>\n",
3470 " <th>7th Most Common Venue</th>\n",
3471 " <th>8th Most Common Venue</th>\n",
3472 " <th>9th Most Common Venue</th>\n",
3473 " <th>10th Most Common Venue</th>\n",
3474 " </tr>\n",
3475 " </thead>\n",
3476 " <tbody>\n",
3477 " <tr>\n",
3478 " <th>57</th>\n",
3479 " <td>North York</td>\n",
3480 " <td>3.0</td>\n",
3481 " <td>Fabric Shop</td>\n",
3482 " <td>Baseball Field</td>\n",
3483 " <td>Yoga Studio</td>\n",
3484 " <td>Donut Shop</td>\n",
3485 " <td>Diner</td>\n",
3486 " <td>Discount Store</td>\n",
3487 " <td>Distribution Center</td>\n",
3488 " <td>Dog Run</td>\n",
3489 " <td>Doner Restaurant</td>\n",
3490 " <td>Drugstore</td>\n",
3491 " </tr>\n",
3492 " <tr>\n",
3493 " <th>101</th>\n",
3494 " <td>Etobicoke</td>\n",
3495 " <td>3.0</td>\n",
3496 " <td>Baseball Field</td>\n",
3497 " <td>Yoga Studio</td>\n",
3498 " <td>Donut Shop</td>\n",
3499 " <td>Diner</td>\n",
3500 " <td>Discount Store</td>\n",
3501 " <td>Distribution Center</td>\n",
3502 " <td>Dog Run</td>\n",
3503 " <td>Doner Restaurant</td>\n",
3504 " <td>Drugstore</td>\n",
3505 " <td>Farmers Market</td>\n",
3506 " </tr>\n",
3507 " </tbody>\n",
3508 "</table>\n",
3509 "</div>"
3510 ],
3511 "text/plain": [
3512 " Borough Cluster Labels 1st Most Common Venue 2nd Most Common Venue \\\n",
3513 "57 North York 3.0 Fabric Shop Baseball Field \n",
3514 "101 Etobicoke 3.0 Baseball Field Yoga Studio \n",
3515 "\n",
3516 " 3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue \\\n",
3517 "57 Yoga Studio Donut Shop Diner \n",
3518 "101 Donut Shop Diner Discount Store \n",
3519 "\n",
3520 " 6th Most Common Venue 7th Most Common Venue 8th Most Common Venue \\\n",
3521 "57 Discount Store Distribution Center Dog Run \n",
3522 "101 Distribution Center Dog Run Doner Restaurant \n",
3523 "\n",
3524 " 9th Most Common Venue 10th Most Common Venue \n",
3525 "57 Doner Restaurant Drugstore \n",
3526 "101 Drugstore Farmers Market "
3527 ]
3528 },
3529 "execution_count": 119,
3530 "metadata": {},
3531 "output_type": "execute_result"
3532 }
3533 ],
3534 "source": [
3535 "toronto_merged_nonan.loc[toronto_merged_nonan['Cluster Labels'] == 3, toronto_merged_nonan.columns[[1] + list(range(5, toronto_merged_nonan.shape[1]))]]"
3536 ]
3537 },
3538 {
3539 "cell_type": "markdown",
3540 "metadata": {},
3541 "source": [
3542 "Cluster 5"
3543 ]
3544 },
3545 {
3546 "cell_type": "code",
3547 "execution_count": 120,
3548 "metadata": {},
3549 "outputs": [
3550 {
3551 "data": {
3552 "text/html": [
3553 "<div>\n",
3554 "<style scoped>\n",
3555 " .dataframe tbody tr th:only-of-type {\n",
3556 " vertical-align: middle;\n",
3557 " }\n",
3558 "\n",
3559 " .dataframe tbody tr th {\n",
3560 " vertical-align: top;\n",
3561 " }\n",
3562 "\n",
3563 " .dataframe thead th {\n",
3564 " text-align: right;\n",
3565 " }\n",
3566 "</style>\n",
3567 "<table border=\"1\" class=\"dataframe\">\n",
3568 " <thead>\n",
3569 " <tr style=\"text-align: right;\">\n",
3570 " <th></th>\n",
3571 " <th>Borough</th>\n",
3572 " <th>Cluster Labels</th>\n",
3573 " <th>1st Most Common Venue</th>\n",
3574 " <th>2nd Most Common Venue</th>\n",
3575 " <th>3rd Most Common Venue</th>\n",
3576 " <th>4th Most Common Venue</th>\n",
3577 " <th>5th Most Common Venue</th>\n",
3578 " <th>6th Most Common Venue</th>\n",
3579 " <th>7th Most Common Venue</th>\n",
3580 " <th>8th Most Common Venue</th>\n",
3581 " <th>9th Most Common Venue</th>\n",
3582 " <th>10th Most Common Venue</th>\n",
3583 " </tr>\n",
3584 " </thead>\n",
3585 " <tbody>\n",
3586 " <tr>\n",
3587 " <th>11</th>\n",
3588 " <td>Etobicoke</td>\n",
3589 " <td>4.0</td>\n",
3590 " <td>Jewelry Store</td>\n",
3591 " <td>Yoga Studio</td>\n",
3592 " <td>Diner</td>\n",
3593 " <td>Discount Store</td>\n",
3594 " <td>Distribution Center</td>\n",
3595 " <td>Dog Run</td>\n",
3596 " <td>Doner Restaurant</td>\n",
3597 " <td>Donut Shop</td>\n",
3598 " <td>Drugstore</td>\n",
3599 " <td>Farmers Market</td>\n",
3600 " </tr>\n",
3601 " </tbody>\n",
3602 "</table>\n",
3603 "</div>"
3604 ],
3605 "text/plain": [
3606 " Borough Cluster Labels 1st Most Common Venue 2nd Most Common Venue \\\n",
3607 "11 Etobicoke 4.0 Jewelry Store Yoga Studio \n",
3608 "\n",
3609 " 3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue \\\n",
3610 "11 Diner Discount Store Distribution Center \n",
3611 "\n",
3612 " 6th Most Common Venue 7th Most Common Venue 8th Most Common Venue \\\n",
3613 "11 Dog Run Doner Restaurant Donut Shop \n",
3614 "\n",
3615 " 9th Most Common Venue 10th Most Common Venue \n",
3616 "11 Drugstore Farmers Market "
3617 ]
3618 },
3619 "execution_count": 120,
3620 "metadata": {},
3621 "output_type": "execute_result"
3622 }
3623 ],
3624 "source": [
3625 "toronto_merged_nonan.loc[toronto_merged_nonan['Cluster Labels'] == 4, toronto_merged_nonan.columns[[1] + list(range(5, toronto_merged_nonan.shape[1]))]]"
3626 ]
3627 }
3628 ],
3629 "metadata": {
3630 "kernelspec": {
3631 "display_name": "Python 3",
3632 "language": "python",
3633 "name": "python3"
3634 },
3635 "language_info": {
3636 "codemirror_mode": {
3637 "name": "ipython",
3638 "version": 3
3639 },
3640 "file_extension": ".py",
3641 "mimetype": "text/x-python",
3642 "name": "python",
3643 "nbconvert_exporter": "python",
3644 "pygments_lexer": "ipython3",
3645 "version": "3.7.6"
3646 }
3647 },
3648 "nbformat": 4,
3649 "nbformat_minor": 4
3650}