matrices

Matrix Counts

This breaks down by the number of births, deaths and expansions by risk level, creating a table for all years

## Rows: 4 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Outside100	Outside100_pct	Total
Low	112188	0.20	100817	0.18	79781	0.14	269305	0.48	562091
Moderate	55558	0.14	120759	0.30	62719	0.16	157848	0.40	396884
High	63981	0.12	93382	0.17	139196	0.26	239593	0.45	536152
Outside100	85846	0.14	106981	0.17	88148	0.14	330382	0.54	611357

## Rows: 40 Columns: 6
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (5): archive_version_year, Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Outside100	Outside100_pct	Total
2013	Low	12643	0.22	9972	0.18	8186	0.15	25553	0.45	56354
2013	Moderate	8886	0.15	17838	0.29	9205	0.15	24993	0.41	60922
2013	High	12535	0.13	17065	0.17	23942	0.24	44923	0.46	98465
2013	Outside100	12703	0.15	15619	0.19	13249	0.16	42120	0.50	83691
2014	Low	9844	0.25	7065	0.18	5492	0.14	17024	0.43	39425
2014	Moderate	5881	0.14	13628	0.32	6038	0.14	16613	0.39	42160
2014	High	6894	0.12	10177	0.18	16240	0.28	24245	0.42	57556
2014	Outside100	8693	0.15	10776	0.18	8307	0.14	32022	0.54	59798
2015	Low	9131	0.23	6986	0.17	5961	0.15	18055	0.45	40133
2015	Moderate	6110	0.14	12307	0.29	6782	0.16	17189	0.41	42388
2015	High	6835	0.12	10047	0.18	14599	0.26	24091	0.43	55572
2015	Outside100	8567	0.14	10399	0.17	9112	0.15	31984	0.53	60062
2016	Low	7721	0.25	5591	0.18	4434	0.14	13721	0.44	31467
2016	Moderate	5824	0.14	12730	0.31	6899	0.17	15720	0.38	41173
2016	High	5348	0.11	7662	0.16	12530	0.27	21330	0.46	46870
2016	Outside100	7581	0.13	9329	0.16	7525	0.13	33276	0.58	57711
2017	Low	6577	0.19	6508	0.19	4696	0.14	16121	0.48	33902
2017	Moderate	3595	0.13	7539	0.28	4205	0.16	11596	0.43	26935
2017	High	5161	0.12	7466	0.18	10014	0.24	19592	0.46	42233
2017	Outside100	6259	0.14	8120	0.18	6376	0.14	23334	0.53	44089
2018	Low	7585	0.24	5727	0.18	4342	0.14	14461	0.45	32115
2018	Moderate	4304	0.13	9939	0.30	4880	0.15	14473	0.43	33596
2018	High	5539	0.12	8043	0.17	11982	0.26	21339	0.45	46903
2018	Outside100	7553	0.14	9559	0.17	7388	0.13	31154	0.56	55654
2019	Low	7810	0.24	5391	0.17	4356	0.14	14670	0.46	32227
2019	Moderate	4695	0.14	10884	0.32	5498	0.16	13187	0.38	34264
2019	High	5901	0.11	9088	0.17	13031	0.25	24820	0.47	52840
2019	Outside100	6526	0.14	8259	0.17	7111	0.15	25992	0.54	47888
2020	Low	19749	0.16	20235	0.17	16543	0.14	64578	0.53	121105
2020	Moderate	3982	0.13	9439	0.32	4435	0.15	12074	0.40	29930
2020	High	6009	0.12	9307	0.19	12323	0.25	22563	0.45	50202
2020	Outside100	10531	0.13	13775	0.17	11019	0.14	44523	0.56	79848
2021	Low	6605	0.28	3651	0.16	2887	0.12	10085	0.43	23228
2021	Moderate	2808	0.12	8312	0.37	3062	0.13	8584	0.38	22766
2021	High	3448	0.11	5021	0.16	9284	0.29	14372	0.45	32125
2021	Outside100	5773	0.13	6753	0.15	6073	0.14	25042	0.57	43641
2022	Low	24523	0.16	29691	0.20	22884	0.15	75037	0.49	152135
2022	Moderate	9473	0.15	18143	0.29	11715	0.19	23419	0.37	62750
2022	High	6311	0.12	9506	0.18	15251	0.29	22318	0.42	53386
2022	Outside100	11660	0.15	14392	0.18	11988	0.15	40935	0.52	78975

## Rows: 4 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Outside100	Outside100_pct	Total
Low	65342	0.21	54570	0.17	44652	0.14	147916	0.47	312480
Moderate	44158	0.14	88708	0.28	49200	0.16	134026	0.42	316092
High	58132	0.13	84395	0.18	113125	0.25	205709	0.45	461361
Outside100	74891	0.15	92503	0.18	77553	0.15	267957	0.52	512904

## Rows: 40 Columns: 6
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (5): archive_version_year, Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Outside100	Outside100_pct	Total
2012	Low	5402	0.23	4353	0.18	3472	0.15	10713	0.45	23940
2012	Moderate	3246	0.14	7341	0.31	3893	0.16	9513	0.40	23993
2012	High	6269	0.14	8402	0.18	10843	0.24	20383	0.44	45897
2012	Outside100	6609	0.15	8500	0.19	6899	0.16	21818	0.50	43826
2013	Low	5272	0.21	4594	0.18	3975	0.16	11757	0.46	25598
2013	Moderate	4064	0.15	7826	0.28	4629	0.17	11365	0.41	27884
2013	High	4761	0.13	7104	0.19	9633	0.25	16498	0.43	37996
2013	Outside100	6725	0.15	8249	0.19	7169	0.16	22379	0.50	44522
2014	Low	5667	0.21	4703	0.18	3986	0.15	12510	0.47	26866
2014	Moderate	4683	0.14	9123	0.27	5213	0.16	14173	0.43	33192
2014	High	5146	0.12	7514	0.18	10159	0.24	19104	0.46	41923
2014	Outside100	7829	0.15	10096	0.19	8332	0.16	27282	0.51	53539
2015	Low	6717	0.20	5699	0.17	4550	0.14	16710	0.50	33676
2015	Moderate	5216	0.14	10224	0.27	5862	0.15	16934	0.44	38236
2015	High	4897	0.12	7496	0.18	10154	0.25	18215	0.45	40762
2015	Outside100	7185	0.14	9129	0.18	7767	0.16	25960	0.52	50041
2016	Low	8070	0.22	6475	0.18	5140	0.14	17219	0.47	36904
2016	Moderate	5563	0.15	10759	0.28	5977	0.16	15995	0.42	38294
2016	High	6830	0.13	9677	0.18	13169	0.25	22792	0.43	52468
2016	Outside100	9707	0.15	11528	0.18	9476	0.15	32547	0.51	63258
2017	Low	8810	0.22	7300	0.18	5744	0.14	18235	0.45	40089
2017	Moderate	5745	0.14	11717	0.28	6528	0.16	17241	0.42	41231
2017	High	9711	0.13	13821	0.19	17825	0.24	32777	0.44	74134
2017	Outside100	10348	0.15	12509	0.18	10310	0.15	35675	0.52	68842
2018	Low	7218	0.22	5658	0.17	4488	0.14	15744	0.48	33108
2018	Moderate	4506	0.14	9438	0.28	5013	0.15	14188	0.43	33145
2018	High	5063	0.12	7975	0.18	10326	0.24	19757	0.46	43121
2018	Outside100	10407	0.14	12660	0.17	10253	0.14	39535	0.54	72855
2019	Low	6444	0.20	5712	0.18	4659	0.15	15127	0.47	31942
2019	Moderate	4426	0.14	8366	0.26	4760	0.15	14045	0.44	31597
2019	High	5454	0.12	7762	0.18	10893	0.25	20093	0.45	44202
2019	Outside100	6532	0.15	7836	0.18	6448	0.14	23828	0.53	44644
2020	Low	4196	0.21	3277	0.16	2845	0.14	9796	0.49	20114
2020	Moderate	2924	0.14	5889	0.28	3038	0.15	8967	0.43	20818
2020	High	4164	0.13	6104	0.18	8645	0.26	14112	0.43	33025
2020	Outside100	4102	0.13	5181	0.17	4684	0.15	16920	0.55	30887
2021	Low	7546	0.19	6799	0.17	5793	0.14	20105	0.50	40243
2021	Moderate	3785	0.14	8025	0.29	4287	0.15	11605	0.42	27702
2021	High	5837	0.12	8540	0.18	11478	0.24	21978	0.46	47833
2021	Outside100	5447	0.13	6815	0.17	6215	0.15	22013	0.54	40490

## Rows: 4 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Outside100	Outside100_pct	Total
High	3343	0.13	4861	0.18	6970	0.26	11131	0.42	26305
Low	5331	0.21	4463	0.18	3412	0.14	11875	0.47	25081
Moderate	2857	0.14	5810	0.29	3049	0.15	8185	0.41	19901
Outside100	4421	0.15	5441	0.19	4497	0.15	14954	0.51	29313

## Rows: 40 Columns: 6
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (5): archive_version_year, Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Outside100	Outside100_pct	Total
2013	High	678	0.13	1057	0.20	1356	0.26	2186	0.41	5277
2013	Low	673	0.19	630	0.18	558	0.16	1592	0.46	3453
2013	Moderate	570	0.15	986	0.26	657	0.18	1521	0.41	3734
2013	Outside100	952	0.16	1114	0.19	1028	0.18	2775	0.47	5869
2014	High	202	0.11	314	0.17	498	0.28	789	0.44	1803
2014	Low	237	0.26	177	0.19	138	0.15	360	0.39	912
2014	Moderate	205	0.14	453	0.31	237	0.16	576	0.39	1471
2014	Outside100	272	0.16	325	0.19	273	0.16	846	0.49	1716
2015	High	201	0.14	244	0.17	351	0.25	621	0.44	1417
2015	Low	355	0.19	297	0.16	214	0.11	1036	0.54	1902
2015	Moderate	173	0.14	398	0.32	169	0.14	494	0.40	1234
2015	Outside100	212	0.13	301	0.18	245	0.15	879	0.54	1637
2016	High	1014	0.12	1502	0.18	2282	0.28	3463	0.42	8261
2016	Low	1289	0.25	929	0.18	775	0.15	2083	0.41	5076
2016	Moderate	849	0.14	1763	0.29	929	0.15	2612	0.42	6153
2016	Outside100	1221	0.14	1622	0.19	1408	0.17	4214	0.50	8465
2017	High	230	0.13	321	0.18	449	0.26	742	0.43	1742
2017	Low	313	0.26	217	0.18	154	0.13	539	0.44	1223
2017	Moderate	172	0.14	390	0.32	176	0.14	483	0.40	1221
2017	Outside100	309	0.16	359	0.18	288	0.15	987	0.51	1943
2018	High	163	0.12	249	0.19	366	0.27	561	0.42	1339
2018	Low	250	0.25	183	0.18	135	0.13	451	0.44	1019
2018	Moderate	180	0.16	362	0.32	180	0.16	413	0.36	1135
2018	Outside100	408	0.17	490	0.20	341	0.14	1227	0.50	2466
2019	High	119	0.15	148	0.18	210	0.26	339	0.42	816
2019	Low	131	0.23	101	0.18	71	0.12	269	0.47	572
2019	Moderate	97	0.15	172	0.26	96	0.15	287	0.44	652
2019	Outside100	124	0.16	156	0.20	112	0.14	402	0.51	794
2020	High	107	0.12	173	0.20	238	0.28	341	0.40	859
2020	Low	155	0.22	126	0.18	104	0.15	309	0.45	694
2020	Moderate	79	0.14	158	0.29	80	0.15	231	0.42	548
2020	Outside100	120	0.16	153	0.20	106	0.14	388	0.51	767
2021	High	121	0.14	152	0.18	217	0.26	360	0.42	850
2021	Low	210	0.23	149	0.16	170	0.18	393	0.43	922
2021	Moderate	83	0.17	158	0.32	54	0.11	201	0.41	496
2021	Outside100	114	0.13	148	0.16	145	0.16	494	0.55	901
2022	High	508	0.13	701	0.18	1003	0.25	1729	0.44	3941
2022	Low	1718	0.18	1654	0.18	1093	0.12	4843	0.52	9308
2022	Moderate	449	0.14	970	0.30	471	0.14	1367	0.42	3257
2022	Outside100	689	0.14	773	0.16	551	0.12	2742	0.58	4755

## Rows: 4 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions 10+, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Outside100	Outside100_pct	Total
High	979	0.13	1424	0.18	2227	0.29	3167	0.41	7797
Low	1383	0.28	868	0.18	713	0.14	1973	0.40	4937
Moderate	743	0.14	1718	0.32	783	0.14	2187	0.40	5431
Outside100	1252	0.16	1530	0.20	1253	0.16	3734	0.48	7769

## Rows: 40 Columns: 6
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (5): archive_version_year, Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions 10+ yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Outside100	Outside100_pct	Total
2013	High	225	0.13	346	0.20	466	0.27	699	0.40	1736
2013	Low	211	0.23	159	0.18	169	0.19	363	0.40	902
2013	Moderate	150	0.14	287	0.28	189	0.18	412	0.40	1038
2013	Outside100	323	0.16	374	0.19	384	0.19	906	0.46	1987
2014	High	49	0.10	77	0.16	134	0.29	207	0.44	467
2014	Low	71	0.29	55	0.23	37	0.15	78	0.32	241
2014	Moderate	41	0.13	128	0.40	43	0.13	112	0.35	324
2014	Outside100	73	0.15	93	0.20	92	0.19	217	0.46	475
2015	High	47	0.11	68	0.17	115	0.28	181	0.44	411
2015	Low	70	0.25	50	0.18	48	0.17	109	0.39	277
2015	Moderate	49	0.17	96	0.33	51	0.17	97	0.33	293
2015	Outside100	58	0.14	88	0.21	77	0.18	200	0.47	423
2016	High	269	0.13	401	0.19	612	0.29	847	0.40	2129
2016	Low	303	0.29	190	0.18	151	0.14	411	0.39	1055
2016	Moderate	214	0.13	461	0.27	219	0.13	791	0.47	1685
2016	Outside100	255	0.16	334	0.21	251	0.16	746	0.47	1586
2017	High	84	0.13	130	0.19	191	0.29	264	0.39	669
2017	Low	119	0.30	72	0.18	53	0.13	157	0.39	401
2017	Moderate	47	0.14	136	0.40	32	0.09	124	0.37	339
2017	Outside100	129	0.19	128	0.18	103	0.15	336	0.48	696
2018	High	60	0.11	93	0.17	161	0.30	220	0.41	534
2018	Low	104	0.33	60	0.19	45	0.14	106	0.34	315
2018	Moderate	56	0.15	140	0.36	67	0.17	123	0.32	386
2018	Outside100	110	0.18	133	0.21	82	0.13	298	0.48	623
2019	High	34	0.14	39	0.16	69	0.28	105	0.43	247
2019	Low	59	0.26	41	0.18	28	0.13	95	0.43	223
2019	Moderate	30	0.15	56	0.28	24	0.12	89	0.45	199
2019	Outside100	49	0.16	70	0.22	45	0.14	152	0.48	316
2020	High	24	0.11	40	0.18	83	0.38	70	0.32	217
2020	Low	49	0.32	35	0.23	16	0.11	51	0.34	151
2020	Moderate	21	0.14	55	0.37	16	0.11	57	0.38	149
2020	Outside100	36	0.16	60	0.27	28	0.13	95	0.43	219
2021	High	43	0.18	33	0.14	65	0.27	100	0.41	241
2021	Low	45	0.25	26	0.15	27	0.15	79	0.45	177
2021	Moderate	23	0.15	56	0.36	14	0.09	63	0.40	156
2021	Outside100	32	0.15	36	0.17	41	0.19	104	0.49	213
2022	High	144	0.13	197	0.17	331	0.29	474	0.41	1146
2022	Low	352	0.29	180	0.15	139	0.12	524	0.44	1195
2022	Moderate	112	0.13	303	0.35	128	0.15	319	0.37	862
2022	Outside100	187	0.15	214	0.17	150	0.12	680	0.55	1231

Matrix Yearly Charts

This breaks down by the number of births, deaths and expansions by risk level, creating a table for all years

table <- read_csv("matrix_births_yearly.csv") %>%
  gather(key="branch_risk",value="count",-archive_version_year,-avg_eal_tercile_parent) %>%
  rename(parent_risk=avg_eal_tercile_parent) %>%
  mutate(label=paste0(parent_risk,"(HQ) - ",branch_risk, "(Branch)"))

## Rows: 40 Columns: 6
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (5): archive_version_year, Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

ggplot(table)+geom_density_ridges(alpha=0.5,bandwidth = 0.1,stat = "identity",aes(archive_version_year,label,height=count))+
  ggtitle("Births")

## Warning in geom_density_ridges(alpha = 0.5, bandwidth = 0.1, stat = "identity",
## : Ignoring unknown parameters: `bandwidth`

table <- read_csv("matrix_deaths_yearly.csv")%>%
  gather(key="branch_risk",value="count",-archive_version_year,-avg_eal_tercile_parent) %>%
  rename(parent_risk=avg_eal_tercile_parent) %>%
  mutate(label=paste0(parent_risk,"(HQ) - ",branch_risk, "(Branch)"))

## Rows: 40 Columns: 6
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (5): archive_version_year, Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

ggplot(table)+geom_density_ridges(alpha=0.5,bandwidth = 0.1,stat = "identity",aes(archive_version_year,label,height=count))+
  ggtitle("Deaths")

## Warning in geom_density_ridges(alpha = 0.5, bandwidth = 0.1, stat = "identity",
## : Ignoring unknown parameters: `bandwidth`

table <- read_csv("matrix_expansion_yearly.csv")%>%
  gather(key="branch_risk",value="count",-archive_version_year,-avg_eal_tercile_parent) %>%
  rename(parent_risk=avg_eal_tercile_parent) %>%
  mutate(label=paste0(parent_risk,"(HQ) - ",branch_risk, "(Branch)"))

## Rows: 40 Columns: 6
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (5): archive_version_year, Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

ggplot(table)+geom_density_ridges(alpha=0.5,bandwidth = 0.1,stat = "identity",aes(archive_version_year,label,height=count))+
  ggtitle("Expansions")

## Warning in geom_density_ridges(alpha = 0.5, bandwidth = 0.1, stat = "identity",
## : Ignoring unknown parameters: `bandwidth`

Matrix Critical Counts

This breaks down by the number of births, deaths and expansions by risk level, creating a table for all years

## Rows: 4 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Outside100	Outside100_pct	Total
Low	61473	0.23	46257	0.17	37520	0.14	124317	0.46	269567
Moderate	23925	0.13	63057	0.34	25624	0.14	71743	0.39	184349
High	33226	0.11	48591	0.17	78006	0.27	130176	0.45	289999
Outside100	36059	0.14	44515	0.17	35494	0.13	150669	0.56	266737

## Rows: 40 Columns: 6
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (5): archive_version_year, Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Outside100	Outside100_pct	Total
2013	Low	8876	0.23	6649	0.17	5446	0.14	17947	0.46	38918
2013	Moderate	4013	0.14	9290	0.32	3917	0.14	11595	0.40	28815
2013	High	5572	0.12	7937	0.17	11854	0.25	21588	0.46	46951
2013	Outside100	6811	0.15	8256	0.18	6985	0.15	23237	0.51	45289
2014	Low	6356	0.25	4429	0.18	3365	0.13	11060	0.44	25210
2014	Moderate	2567	0.12	7600	0.37	2637	0.13	7816	0.38	20620
2014	High	3307	0.11	4922	0.16	8710	0.29	13058	0.44	29997
2014	Outside100	3612	0.14	4275	0.16	3376	0.13	14660	0.57	25923
2015	Low	6028	0.25	4093	0.17	3497	0.14	10892	0.44	24510
2015	Moderate	3042	0.14	7112	0.32	3165	0.14	8868	0.40	22187
2015	High	3903	0.12	5565	0.17	8323	0.26	14396	0.45	32187
2015	Outside100	3871	0.14	4822	0.17	4000	0.14	15205	0.55	27898
2016	Low	5478	0.26	3684	0.17	2879	0.14	9163	0.43	21204
2016	Moderate	2814	0.14	7118	0.35	3012	0.15	7270	0.36	20214
2016	High	2736	0.11	3732	0.15	7378	0.29	11275	0.45	25121
2016	Outside100	3790	0.12	4442	0.14	3583	0.12	18907	0.62	30722
2017	Low	3793	0.22	3068	0.18	2309	0.14	7772	0.46	16942
2017	Moderate	1839	0.13	4211	0.30	1999	0.14	6105	0.43	14154
2017	High	2719	0.12	3956	0.17	5641	0.25	10451	0.46	22767
2017	Outside100	2567	0.14	3290	0.18	2585	0.14	10123	0.55	18565
2018	Low	5449	0.24	3854	0.17	2972	0.13	10113	0.45	22388
2018	Moderate	2155	0.12	5736	0.32	2373	0.13	7692	0.43	17956
2018	High	3113	0.12	4371	0.16	7173	0.27	12293	0.46	26950
2018	Outside100	4012	0.13	5179	0.17	3931	0.13	18020	0.58	31142
2019	Low	5121	0.26	3334	0.17	2770	0.14	8690	0.44	19915
2019	Moderate	2162	0.13	5871	0.35	2402	0.14	6146	0.37	16581
2019	High	2877	0.11	4426	0.16	7279	0.27	12260	0.46	26842
2019	Outside100	3281	0.13	4277	0.17	3576	0.14	13617	0.55	24751
2020	Low	11339	0.17	11406	0.17	9728	0.15	33233	0.51	65706
2020	Moderate	1864	0.13	5323	0.36	2044	0.14	5474	0.37	14705
2020	High	3339	0.12	5137	0.18	7063	0.25	12720	0.45	28259
2020	Outside100	2901	0.13	3602	0.17	2916	0.13	12273	0.57	21692
2021	Low	4210	0.27	2489	0.16	2025	0.13	7034	0.45	15758
2021	Moderate	1484	0.12	4684	0.38	1654	0.13	4488	0.36	12310
2021	High	1847	0.10	2623	0.15	5049	0.28	8332	0.47	17851
2021	Outside100	2108	0.13	2602	0.15	1935	0.12	10173	0.60	16818
2022	Low	4823	0.25	3251	0.17	2529	0.13	8413	0.44	19016
2022	Moderate	1985	0.12	6112	0.36	2421	0.14	6289	0.37	16807
2022	High	3813	0.12	5922	0.18	9536	0.29	13803	0.42	33074
2022	Outside100	3106	0.13	3770	0.16	2607	0.11	14454	0.60	23937

## Rows: 4 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Outside100	Outside100_pct	Total
Low	45313	0.21	35743	0.17	29370	0.14	103178	0.48	213604
Moderate	20028	0.13	46897	0.31	21203	0.14	62984	0.42	151112
High	27088	0.12	40245	0.18	58590	0.26	103760	0.45	229683
Outside100	33106	0.14	41105	0.18	34086	0.15	125598	0.54	233895

## Rows: 40 Columns: 6
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (5): archive_version_year, Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Outside100	Outside100_pct	Total
2012	Low	3530	0.22	2719	0.17	2219	0.14	7501	0.47	15969
2012	Moderate	1476	0.13	3951	0.34	1691	0.15	4528	0.39	11646
2012	High	2208	0.12	3154	0.17	4905	0.27	8236	0.45	18503
2012	Outside100	3130	0.14	4351	0.20	3321	0.15	10985	0.50	21787
2013	Low	3701	0.20	3129	0.17	2711	0.15	8531	0.47	18072
2013	Moderate	1769	0.14	3999	0.31	1900	0.15	5063	0.40	12731
2013	High	2452	0.12	3710	0.18	5172	0.25	9104	0.45	20438
2013	Outside100	2941	0.15	3752	0.19	3217	0.16	10164	0.51	20074
2014	Low	4049	0.21	3267	0.17	2737	0.14	9075	0.47	19128
2014	Moderate	1919	0.13	4507	0.31	1971	0.14	6024	0.42	14421
2014	High	2530	0.11	3702	0.17	5463	0.25	10383	0.47	22078
2014	Outside100	3306	0.14	4150	0.18	3425	0.15	12114	0.53	22995
2015	Low	5040	0.20	4107	0.16	3331	0.13	13255	0.52	25733
2015	Moderate	2203	0.13	5123	0.30	2363	0.14	7289	0.43	16978
2015	High	2670	0.12	3997	0.18	5568	0.24	10559	0.46	22794
2015	Outside100	3319	0.14	4251	0.18	3723	0.15	12942	0.53	24235
2016	Low	5902	0.22	4569	0.17	3545	0.13	12909	0.48	26925
2016	Moderate	2666	0.14	5794	0.31	2706	0.14	7815	0.41	18981
2016	High	3403	0.12	4849	0.17	7156	0.26	12354	0.44	27762
2016	Outside100	4371	0.15	5140	0.18	4303	0.15	15425	0.53	29239
2017	Low	6210	0.22	4939	0.17	3879	0.14	13233	0.47	28261
2017	Moderate	2767	0.13	6562	0.31	3051	0.14	8971	0.42	21351
2017	High	3745	0.12	5500	0.18	8186	0.26	13944	0.44	31375
2017	Outside100	4890	0.15	5751	0.17	4850	0.15	17386	0.53	32877
2018	Low	5319	0.21	4045	0.16	3361	0.13	12271	0.49	24996
2018	Moderate	1901	0.12	4881	0.32	2136	0.14	6434	0.42	15352
2018	High	2452	0.11	4137	0.19	5499	0.25	10181	0.46	22269
2018	Outside100	3185	0.13	3944	0.17	3160	0.13	13542	0.57	23831
2019	Low	3965	0.22	3178	0.17	2519	0.14	8714	0.47	18376
2019	Moderate	1995	0.13	4330	0.29	2041	0.14	6660	0.44	15026
2019	High	2840	0.12	4036	0.17	5856	0.25	10928	0.46	23660
2019	Outside100	3108	0.14	3681	0.17	3077	0.14	12061	0.55	21927
2020	Low	3001	0.21	2228	0.15	1872	0.13	7436	0.51	14537
2020	Moderate	1413	0.14	3186	0.31	1447	0.14	4321	0.42	10367
2020	High	1824	0.12	2761	0.18	4348	0.28	6659	0.43	15592
2020	Outside100	1990	0.13	2498	0.17	2054	0.14	8482	0.56	15024
2021	Low	4596	0.21	3562	0.16	3196	0.15	10253	0.47	21607
2021	Moderate	1919	0.13	4564	0.32	1897	0.13	5879	0.41	14259
2021	High	2964	0.12	4399	0.17	6437	0.26	11412	0.45	25212
2021	Outside100	2866	0.13	3587	0.16	2956	0.13	12497	0.57	21906

## Rows: 4 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Outside100	Outside100_pct	Total
Low	3973	0.21	3368	0.17	2560	0.13	9456	0.49	19357
Moderate	1433	0.14	3226	0.31	1373	0.13	4451	0.42	10483
High	1852	0.12	2684	0.18	3900	0.26	6498	0.44	14934
Outside100	2195	0.14	2941	0.19	2281	0.15	7960	0.52	15377

## Rows: 40 Columns: 6
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (5): archive_version_year, Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Outside100	Outside100_pct	Total
2013	Low	467	0.19	448	0.18	372	0.15	1213	0.49	2500
2013	Moderate	259	0.14	517	0.28	263	0.14	793	0.43	1832
2013	High	337	0.12	516	0.19	708	0.26	1160	0.43	2721
2013	Outside100	441	0.15	618	0.21	457	0.15	1454	0.49	2970
2014	Low	156	0.25	126	0.20	91	0.14	260	0.41	633
2014	Moderate	84	0.14	226	0.38	72	0.12	208	0.35	590
2014	High	117	0.12	170	0.17	258	0.26	449	0.45	994
2014	Outside100	140	0.16	167	0.19	122	0.14	443	0.51	872
2015	Low	299	0.18	247	0.15	179	0.11	927	0.56	1652
2015	Moderate	91	0.16	210	0.36	68	0.12	209	0.36	578
2015	High	103	0.13	135	0.17	199	0.25	352	0.45	789
2015	Outside100	110	0.12	159	0.18	126	0.14	507	0.56	902
2016	Low	888	0.27	578	0.17	470	0.14	1381	0.42	3317
2016	Moderate	479	0.13	1063	0.29	481	0.13	1702	0.46	3725
2016	High	602	0.12	912	0.18	1373	0.27	2213	0.43	5100
2016	Outside100	713	0.14	992	0.19	875	0.17	2622	0.50	5202
2017	Low	190	0.24	138	0.17	103	0.13	360	0.46	791
2017	Moderate	92	0.14	239	0.35	82	0.12	266	0.39	679
2017	High	125	0.13	146	0.16	246	0.27	410	0.44	927
2017	Outside100	144	0.16	173	0.19	140	0.15	465	0.50	922
2018	Low	159	0.23	112	0.16	107	0.16	307	0.45	685
2018	Moderate	101	0.16	201	0.32	93	0.15	229	0.37	624
2018	High	93	0.13	152	0.21	177	0.24	318	0.43	740
2018	Outside100	158	0.17	226	0.24	155	0.16	411	0.43	950
2019	Low	72	0.21	57	0.17	41	0.12	172	0.50	342
2019	Moderate	50	0.14	102	0.29	48	0.14	151	0.43	351
2019	High	68	0.14	81	0.16	122	0.25	223	0.45	494
2019	Outside100	57	0.13	92	0.21	63	0.14	236	0.53	448
2020	Low	106	0.20	87	0.17	73	0.14	254	0.49	520
2020	Moderate	46	0.16	90	0.31	36	0.12	121	0.41	293
2020	High	63	0.14	95	0.20	126	0.27	181	0.39	465
2020	Outside100	64	0.16	81	0.21	52	0.13	197	0.50	394
2021	Low	177	0.22	124	0.16	153	0.19	334	0.42	788
2021	Moderate	47	0.17	88	0.32	31	0.11	113	0.41	279
2021	High	73	0.15	95	0.19	123	0.25	206	0.41	497
2021	Outside100	58	0.13	70	0.15	57	0.13	267	0.59	452
2022	Low	1459	0.18	1451	0.18	971	0.12	4248	0.52	8129
2022	Moderate	184	0.12	490	0.32	199	0.13	659	0.43	1532
2022	High	271	0.12	382	0.17	568	0.26	986	0.45	2207
2022	Outside100	310	0.14	363	0.16	234	0.10	1358	0.60	2265

## Rows: 4 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions 10+, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Outside100	Outside100_pct	Total
High	531	0.12	773	0.17	1270	0.29	1854	0.42	4428
Low	959	0.28	576	0.17	481	0.14	1463	0.42	3479
Moderate	490	0.14	1123	0.31	431	0.12	1526	0.43	3570
Outside100	665	0.16	880	0.21	642	0.15	2089	0.49	4276

## Rows: 40 Columns: 6
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (5): archive_version_year, Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions 10+ yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Outside100	Outside100_pct	Total
2013	High	106	0.12	162	0.19	232	0.27	369	0.42	869
2013	Low	138	0.23	99	0.16	108	0.18	256	0.43	601
2013	Moderate	85	0.14	180	0.30	99	0.17	235	0.39	599
2013	Outside100	155	0.17	185	0.20	159	0.17	440	0.47	939
2014	High	27	0.10	49	0.18	73	0.28	116	0.44	265
2014	Low	46	0.26	43	0.24	29	0.16	60	0.34	178
2014	Moderate	25	0.12	84	0.40	25	0.12	74	0.36	208
2014	Outside100	47	0.16	56	0.19	49	0.17	137	0.47	289
2015	High	29	0.12	33	0.14	70	0.29	109	0.45	241
2015	Low	54	0.28	31	0.16	34	0.18	75	0.39	194
2015	Moderate	33	0.20	63	0.37	25	0.15	48	0.28	169
2015	Outside100	39	0.14	54	0.20	52	0.19	130	0.47	275
2016	High	162	0.12	249	0.18	408	0.29	588	0.42	1407
2016	Low	214	0.29	127	0.17	94	0.13	300	0.41	735
2016	Moderate	166	0.13	325	0.25	132	0.10	652	0.51	1275
2016	Outside100	144	0.14	198	0.20	143	0.14	520	0.52	1005
2017	High	43	0.13	50	0.15	106	0.32	137	0.41	336
2017	Low	87	0.28	56	0.18	41	0.13	125	0.40	309
2017	Moderate	34	0.15	90	0.39	19	0.08	90	0.39	233
2017	Outside100	60	0.17	71	0.20	51	0.15	167	0.48	349
2018	High	31	0.11	56	0.21	70	0.26	115	0.42	272
2018	Low	51	0.34	25	0.16	28	0.18	48	0.32	152
2018	Moderate	36	0.15	88	0.36	44	0.18	78	0.32	246
2018	Outside100	55	0.19	86	0.29	46	0.16	109	0.37	296
2019	High	17	0.11	26	0.16	45	0.28	73	0.45	161
2019	Low	37	0.26	20	0.14	13	0.09	70	0.50	140
2019	Moderate	20	0.15	36	0.27	15	0.11	64	0.47	135
2019	Outside100	22	0.12	42	0.23	27	0.15	88	0.49	179
2020	High	15	0.12	23	0.18	45	0.36	42	0.34	125
2020	Low	36	0.35	21	0.20	9	0.09	37	0.36	103
2020	Moderate	16	0.16	39	0.40	6	0.06	37	0.38	98
2020	Outside100	23	0.19	35	0.29	13	0.11	51	0.42	122
2021	High	25	0.23	13	0.12	33	0.31	36	0.34	107
2021	Low	35	0.28	15	0.12	18	0.15	56	0.45	124
2021	Moderate	16	0.17	35	0.36	3	0.03	42	0.44	96
2021	Outside100	20	0.14	26	0.18	28	0.19	72	0.49	146
2022	High	76	0.12	112	0.17	188	0.29	269	0.42	645
2022	Low	261	0.28	139	0.15	107	0.11	436	0.46	943
2022	Moderate	59	0.12	183	0.36	63	0.12	206	0.40	511
2022	Outside100	100	0.15	127	0.19	74	0.11	375	0.55	676

Matrix Non-Critical Counts

This breaks down by the number of births, deaths and expansions by risk level, creating a table for all years

## Rows: 4 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Outside100	Outside100_pct	Total
Low	50715	0.17	54560	0.19	42261	0.14	144988	0.50	292524
Moderate	31633	0.15	57702	0.27	37095	0.17	86105	0.41	212535
High	30755	0.12	44791	0.18	61190	0.25	109417	0.44	246153
Outside100	49787	0.14	62466	0.18	52654	0.15	179713	0.52	344620

## Rows: 40 Columns: 6
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (5): archive_version_year, Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Outside100	Outside100_pct	Total
2013	Low	3767	0.22	3323	0.19	2740	0.16	7606	0.44	17436
2013	Moderate	4873	0.15	8548	0.27	5288	0.16	13398	0.42	32107
2013	High	6963	0.14	9128	0.18	12088	0.23	23335	0.45	51514
2013	Outside100	5892	0.15	7363	0.19	6264	0.16	18883	0.49	38402
2014	Low	3488	0.25	2636	0.19	2127	0.15	5964	0.42	14215
2014	Moderate	3314	0.15	6028	0.28	3401	0.16	8797	0.41	21540
2014	High	3587	0.13	5255	0.19	7530	0.27	11187	0.41	27559
2014	Outside100	5081	0.15	6501	0.19	4931	0.15	17362	0.51	33875
2015	Low	3103	0.20	2893	0.19	2464	0.16	7163	0.46	15623
2015	Moderate	3068	0.15	5195	0.26	3617	0.18	8321	0.41	20201
2015	High	2932	0.13	4482	0.19	6276	0.27	9695	0.41	23385
2015	Outside100	4696	0.15	5577	0.17	5112	0.16	16779	0.52	32164
2016	Low	2243	0.22	1907	0.19	1555	0.15	4558	0.44	10263
2016	Moderate	3010	0.14	5612	0.27	3887	0.19	8450	0.40	20959
2016	High	2612	0.12	3930	0.18	5152	0.24	10055	0.46	21749
2016	Outside100	3791	0.14	4887	0.18	3942	0.15	14369	0.53	26989
2017	Low	2784	0.16	3440	0.20	2387	0.14	8349	0.49	16960
2017	Moderate	1756	0.14	3328	0.26	2206	0.17	5491	0.43	12781
2017	High	2442	0.13	3510	0.18	4373	0.22	9141	0.47	19466
2017	Outside100	3692	0.14	4830	0.19	3791	0.15	13211	0.52	25524
2018	Low	2136	0.22	1873	0.19	1370	0.14	4348	0.45	9727
2018	Moderate	2149	0.14	4203	0.27	2507	0.16	6781	0.43	15640
2018	High	2426	0.12	3672	0.18	4809	0.24	9046	0.45	19953
2018	Outside100	3541	0.14	4380	0.18	3457	0.14	13134	0.54	24512
2019	Low	2689	0.22	2057	0.17	1586	0.13	5980	0.49	12312
2019	Moderate	2533	0.14	5013	0.28	3096	0.18	7041	0.40	17683
2019	High	3024	0.12	4662	0.18	5752	0.22	12560	0.48	25998
2019	Outside100	3245	0.14	3982	0.17	3535	0.15	12375	0.53	23137
2020	Low	8410	0.15	8829	0.16	6815	0.12	31345	0.57	55399
2020	Moderate	2118	0.14	4116	0.27	2391	0.16	6600	0.43	15225
2020	High	2670	0.12	4170	0.19	5260	0.24	9843	0.45	21943
2020	Outside100	7630	0.13	10173	0.17	8103	0.14	32250	0.55	58156
2021	Low	2395	0.32	1162	0.16	862	0.12	3051	0.41	7470
2021	Moderate	1324	0.13	3628	0.35	1408	0.13	4096	0.39	10456
2021	High	1601	0.11	2398	0.17	4235	0.30	6040	0.42	14274
2021	Outside100	3665	0.14	4151	0.15	4138	0.15	14869	0.55	26823
2022	Low	19700	0.15	26440	0.20	20355	0.15	66624	0.50	133119
2022	Moderate	7488	0.16	12031	0.26	9294	0.20	17130	0.37	45943
2022	High	2498	0.12	3584	0.18	5715	0.28	8515	0.42	20312
2022	Outside100	8554	0.16	10622	0.19	9381	0.17	26481	0.48	55038

## Rows: 4 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Outside100	Outside100_pct	Total
Low	20029	0.20	18827	0.19	15282	0.15	44738	0.45	98876
Moderate	24130	0.15	41811	0.25	27997	0.17	71042	0.43	164980
High	31044	0.13	44150	0.19	54535	0.24	101949	0.44	231678
Outside100	41785	0.15	51398	0.18	43467	0.16	142359	0.51	279009

## Rows: 40 Columns: 6
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (5): archive_version_year, Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Outside100	Outside100_pct	Total
2012	Low	1872	0.23	1634	0.20	1253	0.16	3212	0.40	7971
2012	Moderate	1770	0.14	3390	0.27	2202	0.18	4985	0.40	12347
2012	High	4061	0.15	5248	0.19	5938	0.22	12147	0.44	27394
2012	Outside100	3479	0.16	4149	0.19	3578	0.16	10833	0.49	22039
2013	Low	1571	0.21	1465	0.19	1264	0.17	3226	0.43	7526
2013	Moderate	2295	0.15	3827	0.25	2729	0.18	6302	0.42	15153
2013	High	2309	0.13	3394	0.19	4461	0.25	7394	0.42	17558
2013	Outside100	3784	0.15	4497	0.18	3952	0.16	12215	0.50	24448
2014	Low	1618	0.21	1436	0.19	1249	0.16	3435	0.44	7738
2014	Moderate	2764	0.15	4616	0.25	3242	0.17	8149	0.43	18771
2014	High	2616	0.13	3812	0.19	4696	0.24	8721	0.44	19845
2014	Outside100	4523	0.15	5946	0.19	4907	0.16	15168	0.50	30544
2015	Low	1677	0.21	1592	0.20	1219	0.15	3455	0.43	7943
2015	Moderate	3013	0.14	5101	0.24	3499	0.16	9645	0.45	21258
2015	High	2227	0.12	3499	0.19	4586	0.26	7656	0.43	17968
2015	Outside100	3866	0.15	4878	0.19	4044	0.16	13018	0.50	25806
2016	Low	2168	0.22	1906	0.19	1595	0.16	4310	0.43	9979
2016	Moderate	2897	0.15	4965	0.26	3271	0.17	8180	0.42	19313
2016	High	3427	0.14	4828	0.20	6013	0.24	10438	0.42	24706
2016	Outside100	5336	0.16	6388	0.19	5173	0.15	17122	0.50	34019
2017	Low	2600	0.22	2361	0.20	1865	0.16	5002	0.42	11828
2017	Moderate	2978	0.15	5155	0.26	3477	0.17	8270	0.42	19880
2017	High	5966	0.14	8321	0.19	9639	0.23	18833	0.44	42759
2017	Outside100	5458	0.15	6758	0.19	5460	0.15	18289	0.51	35965
2018	Low	1899	0.23	1613	0.20	1127	0.14	3473	0.43	8112
2018	Moderate	2605	0.15	4557	0.26	2877	0.16	7754	0.44	17793
2018	High	2611	0.13	3838	0.18	4827	0.23	9576	0.46	20852
2018	Outside100	7222	0.15	8716	0.18	7093	0.14	25993	0.53	49024
2019	Low	2479	0.18	2534	0.19	2140	0.16	6413	0.47	13566
2019	Moderate	2431	0.15	4036	0.24	2719	0.16	7385	0.45	16571
2019	High	2614	0.13	3726	0.18	5037	0.25	9165	0.45	20542
2019	Outside100	3424	0.15	4155	0.18	3371	0.15	11767	0.52	22717
2020	Low	1195	0.21	1049	0.19	973	0.17	2360	0.42	5577
2020	Moderate	1511	0.14	2703	0.26	1591	0.15	4646	0.44	10451
2020	High	2340	0.13	3343	0.19	4297	0.25	7453	0.43	17433
2020	Outside100	2112	0.13	2683	0.17	2630	0.17	8438	0.53	15863
2021	Low	2950	0.16	3237	0.17	2597	0.14	9852	0.53	18636
2021	Moderate	1866	0.14	3461	0.26	2390	0.18	5726	0.43	13443
2021	High	2873	0.13	4141	0.18	5041	0.22	10566	0.47	22621
2021	Outside100	2581	0.14	3228	0.17	3259	0.18	9516	0.51	18584

## Rows: 4 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Outside100	Outside100_pct	Total
Low	1358	0.24	1095	0.19	852	0.15	2419	0.42	5724
Moderate	1424	0.15	2584	0.27	1676	0.18	3734	0.40	9418
High	1491	0.13	2177	0.19	3070	0.27	4633	0.41	11371
Outside100	2226	0.16	2500	0.18	2216	0.16	6994	0.50	13936

## Rows: 40 Columns: 6
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (5): archive_version_year, Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Outside100	Outside100_pct	Total
2013	Low	206	0.22	182	0.19	186	0.20	379	0.40	953
2013	Moderate	311	0.16	469	0.25	394	0.21	728	0.38	1902
2013	High	341	0.13	541	0.21	648	0.25	1026	0.40	2556
2013	Outside100	511	0.18	496	0.17	571	0.20	1321	0.46	2899
2014	Low	81	0.29	51	0.18	47	0.17	100	0.36	279
2014	Moderate	121	0.14	227	0.26	165	0.19	368	0.42	881
2014	High	85	0.11	144	0.18	240	0.30	340	0.42	809
2014	Outside100	132	0.16	158	0.19	151	0.18	403	0.48	844
2015	Low	56	0.22	50	0.20	35	0.14	109	0.44	250
2015	Moderate	82	0.12	188	0.29	101	0.15	285	0.43	656
2015	High	98	0.16	109	0.17	152	0.24	269	0.43	628
2015	Outside100	102	0.14	142	0.19	119	0.16	372	0.51	735
2016	Low	401	0.23	351	0.20	305	0.17	702	0.40	1759
2016	Moderate	370	0.15	700	0.29	448	0.18	910	0.37	2428
2016	High	412	0.13	590	0.19	909	0.29	1250	0.40	3161
2016	Outside100	508	0.16	630	0.19	533	0.16	1592	0.49	3263
2017	Low	123	0.28	79	0.18	51	0.12	179	0.41	432
2017	Moderate	80	0.15	151	0.28	94	0.17	217	0.40	542
2017	High	105	0.13	175	0.21	203	0.25	332	0.41	815
2017	Outside100	165	0.16	186	0.18	148	0.14	522	0.51	1021
2018	Low	91	0.27	71	0.21	28	0.08	144	0.43	334
2018	Moderate	79	0.15	161	0.32	87	0.17	184	0.36	511
2018	High	70	0.12	97	0.16	189	0.32	243	0.41	599
2018	Outside100	250	0.16	264	0.17	186	0.12	816	0.54	1516
2019	Low	59	0.26	44	0.19	30	0.13	97	0.42	230
2019	Moderate	47	0.16	70	0.23	48	0.16	136	0.45	301
2019	High	51	0.16	67	0.21	88	0.27	116	0.36	322
2019	Outside100	67	0.19	64	0.18	49	0.14	166	0.48	346
2020	Low	49	0.28	39	0.22	31	0.18	55	0.32	174
2020	Moderate	33	0.13	68	0.27	44	0.17	110	0.43	255
2020	High	44	0.11	78	0.20	112	0.28	160	0.41	394
2020	Outside100	56	0.15	72	0.19	54	0.14	191	0.51	373
2021	Low	33	0.25	25	0.19	17	0.13	59	0.44	134
2021	Moderate	36	0.17	70	0.32	23	0.11	88	0.41	217
2021	High	48	0.14	57	0.16	94	0.27	154	0.44	353
2021	Outside100	56	0.12	78	0.17	88	0.20	227	0.51	449
2022	Low	259	0.22	203	0.17	122	0.10	595	0.50	1179
2022	Moderate	265	0.15	480	0.28	272	0.16	708	0.41	1725
2022	High	237	0.14	319	0.18	435	0.25	743	0.43	1734
2022	Outside100	379	0.15	410	0.16	317	0.13	1384	0.56	2490

## Rows: 4 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions 10+, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Outside100	Outside100_pct	Total
High	448	0.13	651	0.19	957	0.28	1313	0.39	3369
Low	424	0.29	292	0.20	232	0.16	510	0.35	1458
Moderate	253	0.14	595	0.32	352	0.19	661	0.36	1861
Outside100	587	0.17	650	0.19	611	0.17	1645	0.47	3493

## Rows: 40 Columns: 6
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (5): archive_version_year, Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions 10+ yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Outside100	Outside100_pct	Total
2013	High	119	0.14	184	0.21	234	0.27	330	0.38	867
2013	Low	73	0.24	60	0.20	61	0.20	107	0.36	301
2013	Moderate	65	0.15	107	0.24	90	0.21	177	0.40	439
2013	Outside100	168	0.16	189	0.18	225	0.21	466	0.44	1048
2014	High	22	0.11	28	0.14	61	0.30	91	0.45	202
2014	Low	25	0.40	12	0.19	8	0.13	18	0.29	63
2014	Moderate	16	0.14	44	0.38	18	0.16	38	0.33	116
2014	Outside100	26	0.14	37	0.20	43	0.23	80	0.43	186
2015	High	18	0.11	35	0.21	45	0.26	72	0.42	170
2015	Low	16	0.19	19	0.23	14	0.17	34	0.41	83
2015	Moderate	16	0.13	33	0.27	26	0.21	49	0.40	124
2015	Outside100	19	0.13	34	0.23	25	0.17	70	0.47	148
2016	High	107	0.15	152	0.21	204	0.28	259	0.36	722
2016	Low	89	0.28	63	0.20	57	0.18	111	0.35	320
2016	Moderate	48	0.12	136	0.33	87	0.21	139	0.34	410
2016	Outside100	111	0.19	136	0.23	108	0.19	226	0.39	581
2017	High	41	0.12	80	0.24	85	0.26	127	0.38	333
2017	Low	32	0.35	16	0.17	12	0.13	32	0.35	92
2017	Moderate	13	0.12	46	0.43	13	0.12	34	0.32	106
2017	Outside100	69	0.20	57	0.16	52	0.15	169	0.49	347
2018	High	29	0.11	37	0.14	91	0.35	105	0.40	262
2018	Low	53	0.33	35	0.21	17	0.10	58	0.36	163
2018	Moderate	20	0.14	52	0.37	23	0.16	45	0.32	140
2018	Outside100	55	0.17	47	0.14	36	0.11	189	0.58	327
2019	High	17	0.20	13	0.15	24	0.28	32	0.37	86
2019	Low	22	0.27	21	0.25	15	0.18	25	0.30	83
2019	Moderate	10	0.16	20	0.31	9	0.14	25	0.39	64
2019	Outside100	27	0.20	28	0.20	18	0.13	64	0.47	137
2020	High	9	0.10	17	0.18	38	0.41	28	0.30	92
2020	Low	13	0.27	14	0.29	7	0.15	14	0.29	48
2020	Moderate	5	0.10	16	0.31	10	0.20	20	0.39	51
2020	Outside100	13	0.13	25	0.26	15	0.15	44	0.45	97
2021	High	18	0.13	20	0.15	32	0.24	64	0.48	134
2021	Low	10	0.19	11	0.21	9	0.17	23	0.43	53
2021	Moderate	7	0.12	21	0.35	11	0.18	21	0.35	60
2021	Outside100	12	0.18	10	0.15	13	0.19	32	0.48	67
2022	High	68	0.14	85	0.17	143	0.29	205	0.41	501
2022	Low	91	0.36	41	0.16	32	0.13	88	0.35	252
2022	Moderate	53	0.15	120	0.34	65	0.19	113	0.32	351
2022	Outside100	87	0.16	87	0.16	76	0.14	305	0.55	555

Matrix Pop Low Counts

This breaks down by the number of births, deaths and expansions by population level, creating a table for all years. The dataset is filtered for businesses with a CBSA population level that is low among the top 100.

## Rows: 4 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Low	23116	0.57	10869	0.27	6685	0.16	40670
Moderate	10982	0.42	9912	0.38	5269	0.20	26163
High	12269	0.40	9159	0.30	8912	0.29	30340
Outside100	17534	0.47	11576	0.31	7924	0.21	37034

## Rows: 40 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	Low	2342	0.56	1072	0.26	736	0.18	4150
2013	Moderate	1770	0.45	1384	0.35	773	0.20	3927
2013	High	2382	0.41	1745	0.30	1721	0.29	5848
2013	Outside100	2428	0.46	1714	0.32	1144	0.22	5286
2014	Low	1820	0.58	818	0.26	476	0.15	3114
2014	Moderate	1126	0.39	1190	0.42	547	0.19	2863
2014	High	1274	0.39	1067	0.32	968	0.29	3309
2014	Outside100	1668	0.47	1174	0.33	709	0.20	3551
2015	Low	1547	0.53	810	0.28	541	0.19	2898
2015	Moderate	1222	0.43	992	0.35	605	0.21	2819
2015	High	1238	0.41	935	0.31	883	0.29	3056
2015	Outside100	1751	0.47	1142	0.31	796	0.22	3689
2016	Low	1445	0.59	615	0.25	384	0.16	2444
2016	Moderate	1140	0.42	1108	0.41	451	0.17	2699
2016	High	1009	0.40	690	0.28	806	0.32	2505
2016	Outside100	1639	0.50	1068	0.32	597	0.18	3304
2017	Low	1319	0.55	633	0.26	464	0.19	2416
2017	Moderate	751	0.42	700	0.39	336	0.19	1787
2017	High	1004	0.44	703	0.31	578	0.25	2285
2017	Outside100	1363	0.49	867	0.31	575	0.20	2805
2018	Low	1392	0.56	629	0.25	452	0.18	2473
2018	Moderate	946	0.44	800	0.37	388	0.18	2134
2018	High	1027	0.40	735	0.29	809	0.31	2571
2018	Outside100	1610	0.48	1032	0.31	715	0.21	3357
2019	Low	1747	0.63	618	0.22	413	0.15	2778
2019	Moderate	937	0.41	898	0.39	468	0.20	2303
2019	High	1186	0.41	861	0.30	846	0.29	2893
2019	Outside100	1197	0.46	849	0.32	579	0.22	2625
2020	Low	4573	0.52	2456	0.28	1692	0.19	8721
2020	Moderate	851	0.45	634	0.34	405	0.21	1890
2020	High	1206	0.43	897	0.32	698	0.25	2801
2020	Outside100	2247	0.44	1555	0.31	1270	0.25	5072
2021	Low	1248	0.64	420	0.22	278	0.14	1946
2021	Moderate	568	0.38	611	0.40	334	0.22	1513
2021	High	703	0.38	546	0.30	594	0.32	1843
2021	Outside100	1264	0.49	717	0.28	580	0.23	2561
2022	Low	5683	0.58	2798	0.29	1249	0.13	9730
2022	Moderate	1671	0.40	1595	0.38	962	0.23	4228
2022	High	1240	0.38	980	0.30	1009	0.31	3229
2022	Outside100	2367	0.49	1458	0.30	959	0.20	4784

## Rows: 4 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Low	12521	0.55	6132	0.27	4043	0.18	22696
Moderate	8823	0.44	7478	0.37	3921	0.19	20222
High	10948	0.41	9059	0.34	6816	0.25	26823
Outside100	14747	0.47	10072	0.32	6353	0.20	31172

## Rows: 40 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2012	Low	940	0.54	498	0.28	314	0.18	1752
2012	Moderate	605	0.40	575	0.38	329	0.22	1509
2012	High	1062	0.37	969	0.34	805	0.28	2836
2012	Outside100	1153	0.42	914	0.34	647	0.24	2714
2013	Low	979	0.54	489	0.27	335	0.19	1803
2013	Moderate	816	0.43	692	0.36	393	0.21	1901
2013	High	874	0.40	747	0.34	579	0.26	2200
2013	Outside100	1269	0.46	867	0.32	608	0.22	2744
2014	Low	1014	0.54	517	0.28	347	0.18	1878
2014	Moderate	923	0.42	783	0.36	469	0.22	2175
2014	High	918	0.41	728	0.32	610	0.27	2256
2014	Outside100	1543	0.46	1107	0.33	701	0.21	3351
2015	Low	1332	0.56	615	0.26	419	0.18	2366
2015	Moderate	1076	0.46	841	0.36	439	0.19	2356
2015	High	932	0.43	680	0.31	571	0.26	2183
2015	Outside100	1486	0.48	959	0.31	652	0.21	3097
2016	Low	1451	0.55	696	0.27	469	0.18	2616
2016	Moderate	1057	0.44	886	0.37	469	0.19	2412
2016	High	1305	0.43	912	0.30	819	0.27	3036
2016	Outside100	1962	0.48	1322	0.32	815	0.20	4099
2017	Low	1706	0.57	802	0.27	507	0.17	3015
2017	Moderate	1159	0.44	978	0.37	503	0.19	2640
2017	High	1834	0.42	1426	0.33	1111	0.25	4371
2017	Outside100	2073	0.49	1353	0.32	783	0.19	4209
2018	Low	1376	0.55	703	0.28	408	0.16	2487
2018	Moderate	954	0.45	817	0.38	365	0.17	2136
2018	High	990	0.37	1093	0.41	592	0.22	2675
2018	Outside100	2044	0.49	1392	0.33	778	0.18	4214
2019	Low	1210	0.52	677	0.29	440	0.19	2327
2019	Moderate	853	0.44	711	0.37	359	0.19	1923
2019	High	991	0.41	832	0.34	611	0.25	2434
2019	Outside100	1291	0.48	869	0.33	511	0.19	2671
2020	Low	858	0.59	367	0.25	241	0.16	1466
2020	Moderate	630	0.47	499	0.37	216	0.16	1345
2020	High	805	0.43	607	0.32	473	0.25	1885
2020	Outside100	846	0.48	562	0.32	363	0.20	1771
2021	Low	1655	0.55	768	0.26	563	0.19	2986
2021	Moderate	750	0.41	696	0.38	379	0.21	1825
2021	High	1237	0.42	1065	0.36	645	0.22	2947
2021	Outside100	1080	0.47	727	0.32	495	0.22	2302

## Rows: 4 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
High	598	0.42	431	0.30	399	0.28	1428
Low	984	0.57	443	0.26	291	0.17	1718
Moderate	527	0.43	463	0.38	229	0.19	1219
Outside100	875	0.47	600	0.32	372	0.20	1847

## Rows: 40 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	High	127	0.44	87	0.30	73	0.25	287
2013	Low	135	0.55	65	0.27	45	0.18	245
2013	Moderate	103	0.45	92	0.40	36	0.16	231
2013	Outside100	200	0.48	138	0.33	83	0.20	421
2014	High	27	0.32	31	0.37	26	0.31	84
2014	Low	37	0.56	15	0.23	14	0.21	66
2014	Moderate	44	0.45	32	0.33	21	0.22	97
2014	Outside100	60	0.52	29	0.25	27	0.23	116
2015	High	37	0.54	19	0.28	12	0.18	68
2015	Low	71	0.54	36	0.27	24	0.18	131
2015	Moderate	41	0.54	24	0.32	11	0.14	76
2015	Outside100	46	0.52	28	0.32	14	0.16	88
2016	High	177	0.43	114	0.28	120	0.29	411
2016	Low	235	0.58	89	0.22	79	0.20	403
2016	Moderate	135	0.42	118	0.37	70	0.22	323
2016	Outside100	212	0.45	154	0.33	104	0.22	470
2017	High	37	0.44	22	0.26	25	0.30	84
2017	Low	58	0.64	17	0.19	16	0.18	91
2017	Moderate	33	0.39	41	0.49	10	0.12	84
2017	Outside100	69	0.47	54	0.37	23	0.16	146
2018	High	24	0.37	17	0.26	24	0.37	65
2018	Low	40	0.54	19	0.26	15	0.20	74
2018	Moderate	32	0.40	31	0.39	17	0.21	80
2018	Outside100	78	0.54	47	0.32	20	0.14	145
2019	High	22	0.46	14	0.29	12	0.25	48
2019	Low	23	0.53	12	0.28	8	0.19	43
2019	Moderate	18	0.38	20	0.43	9	0.19	47
2019	Outside100	26	0.46	21	0.38	9	0.16	56
2020	High	24	0.41	21	0.36	13	0.22	58
2020	Low	34	0.59	14	0.24	10	0.17	58
2020	Moderate	22	0.58	9	0.24	7	0.18	38
2020	Outside100	20	0.45	14	0.32	10	0.23	44
2021	High	25	0.42	20	0.34	14	0.24	59
2021	Low	36	0.54	14	0.21	17	0.25	67
2021	Moderate	13	0.38	17	0.50	4	0.12	34
2021	Outside100	22	0.36	25	0.41	14	0.23	61
2022	High	98	0.37	86	0.33	80	0.30	264
2022	Low	315	0.58	162	0.30	63	0.12	540
2022	Moderate	86	0.41	79	0.38	44	0.21	209
2022	Outside100	142	0.47	90	0.30	68	0.23	300

## Rows: 4 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions 10+, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
High	168	0.42	122	0.30	114	0.28	404
Low	243	0.60	91	0.23	68	0.17	402
Moderate	139	0.42	140	0.43	50	0.15	329
Outside100	249	0.50	158	0.31	95	0.19	502

## Rows: 40 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions 10+ yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	High	50	0.53	23	0.24	21	0.22	94
2013	Low	33	0.52	18	0.29	12	0.19	63
2013	Moderate	33	0.51	19	0.29	13	0.20	65
2013	Outside100	60	0.47	42	0.33	26	0.20	128
2014	High	7	0.35	7	0.35	6	0.30	20
2014	Low	10	0.43	7	0.30	6	0.26	23
2014	Moderate	8	0.38	9	0.43	4	0.19	21
2014	Outside100	17	0.50	9	0.26	8	0.24	34
2015	High	7	0.41	5	0.29	5	0.29	17
2015	Low	10	0.43	6	0.26	7	0.30	23
2015	Moderate	10	0.56	6	0.33	2	0.11	18
2015	Outside100	15	0.68	6	0.27	1	0.05	22
2016	High	42	0.44	30	0.32	23	0.24	95
2016	Low	47	0.57	22	0.27	14	0.17	83
2016	Moderate	37	0.42	37	0.42	14	0.16	88
2016	Outside100	47	0.51	30	0.32	16	0.17	93
2017	High	13	0.43	10	0.33	7	0.23	30
2017	Low	22	0.81	1	0.04	4	0.15	27
2017	Moderate	11	0.38	17	0.59	1	0.03	29
2017	Outside100	30	0.54	17	0.30	9	0.16	56
2018	High	11	0.38	7	0.24	11	0.38	29
2018	Low	15	0.62	6	0.25	3	0.12	24
2018	Moderate	10	0.34	14	0.48	5	0.17	29
2018	Outside100	25	0.61	11	0.27	5	0.12	41
2019	High	6	0.46	3	0.23	4	0.31	13
2019	Low	9	0.60	4	0.27	2	0.13	15
2019	Moderate	5	0.45	5	0.45	1	0.09	11
2019	Outside100	10	0.56	7	0.39	1	0.06	18
2020	High	4	0.29	6	0.43	4	0.29	14
2020	Low	17	0.81	3	0.14	1	0.05	21
2020	Moderate	5	NA	2	NA	NA	NA	NA
2020	Outside100	4	0.36	5	0.45	2	0.18	11
2021	High	4	0.33	4	0.33	4	0.33	12
2021	Low	5	0.56	1	0.11	3	0.33	9
2021	Moderate	2	0.29	4	0.57	1	0.14	7
2021	Outside100	7	0.41	6	0.35	4	0.24	17
2022	High	24	0.30	27	0.34	29	0.36	80
2022	Low	75	0.66	23	0.20	16	0.14	114
2022	Moderate	18	0.33	27	0.50	9	0.17	54
2022	Outside100	34	0.41	25	0.30	23	0.28	82

Matrix Pop Moderate Counts

This breaks down by the number of births, deaths and expansions by population level, creating a table for all years. The dataset is filtered for businesses with a CBSA population level that is moderate among the top 100.

## Rows: 4 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Low	33605	0.53	24466	0.39	5280	0.08	63351
Moderate	15828	0.34	26258	0.56	4554	0.10	46640
High	17421	0.38	19803	0.43	9114	0.20	46338
Outside100	25022	0.45	24683	0.44	6169	0.11	55874

## Rows: 40 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	Low	3761	0.56	2362	0.35	640	0.09	6763
2013	Moderate	2489	0.37	3672	0.54	650	0.10	6811
2013	High	3386	0.41	3422	0.41	1511	0.18	8319
2013	Outside100	3651	0.46	3451	0.43	917	0.11	8019
2014	Low	3039	0.59	1675	0.33	411	0.08	5125
2014	Moderate	1684	0.33	2961	0.58	457	0.09	5102
2014	High	1859	0.38	1976	0.40	1063	0.22	4898
2014	Outside100	2434	0.46	2293	0.43	603	0.11	5330
2015	Low	2716	0.58	1531	0.33	445	0.09	4692
2015	Moderate	1857	0.39	2414	0.51	509	0.11	4780
2015	High	1894	0.40	1907	0.41	881	0.19	4682
2015	Outside100	2477	0.46	2300	0.43	625	0.12	5402
2016	Low	2328	0.60	1254	0.32	329	0.08	3911
2016	Moderate	1691	0.34	2686	0.54	591	0.12	4968
2016	High	1440	0.38	1609	0.43	713	0.19	3762
2016	Outside100	2193	0.45	2161	0.44	544	0.11	4898
2017	Low	1767	0.50	1360	0.39	377	0.11	3504
2017	Moderate	931	0.33	1551	0.55	359	0.13	2841
2017	High	1402	0.37	1631	0.44	716	0.19	3749
2017	Outside100	1931	0.45	1916	0.45	433	0.10	4280
2018	Low	2359	0.58	1384	0.34	310	0.08	4053
2018	Moderate	1277	0.32	2390	0.60	340	0.08	4007
2018	High	1514	0.37	1769	0.44	763	0.19	4046
2018	Outside100	2290	0.43	2388	0.45	594	0.11	5272
2019	Low	2172	0.56	1407	0.37	266	0.07	3845
2019	Moderate	1458	0.32	2634	0.58	418	0.09	4510
2019	High	1590	0.34	2130	0.45	1025	0.22	4745
2019	Outside100	1987	0.45	1983	0.44	487	0.11	4457
2020	Low	5873	0.46	5731	0.45	1153	0.09	12757
2020	Moderate	1078	0.30	2173	0.61	335	0.09	3586
2020	High	1643	0.35	2181	0.47	835	0.18	4659
2020	Outside100	3114	0.43	3247	0.45	923	0.13	7284
2021	Low	2145	0.66	907	0.28	208	0.06	3260
2021	Moderate	803	0.27	1916	0.66	205	0.07	2924
2021	High	916	0.35	1094	0.41	635	0.24	2645
2021	Outside100	1632	0.46	1589	0.44	351	0.10	3572
2022	Low	7445	0.48	6855	0.44	1141	0.07	15441
2022	Moderate	2560	0.36	3861	0.54	690	0.10	7111
2022	High	1777	0.37	2084	0.43	972	0.20	4833
2022	Outside100	3313	0.45	3355	0.46	692	0.09	7360

## Rows: 4 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Low	19604	0.55	12871	0.36	3387	0.09	35862
Moderate	12749	0.36	19138	0.54	3608	0.10	35495
High	16101	0.39	17083	0.42	7642	0.19	40826
Outside100	22148	0.46	20728	0.43	5364	0.11	48240

## Rows: 40 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2012	Low	1593	0.56	972	0.34	263	0.09	2828
2012	Moderate	905	0.34	1478	0.56	270	0.10	2653
2012	High	1754	0.43	1722	0.42	613	0.15	4089
2012	Outside100	1972	0.47	1747	0.41	514	0.12	4233
2013	Low	1520	0.52	1104	0.38	302	0.10	2926
2013	Moderate	1117	0.37	1589	0.52	323	0.11	3029
2013	High	1345	0.40	1353	0.41	623	0.19	3321
2013	Outside100	1924	0.46	1805	0.43	452	0.11	4181
2014	Low	1639	0.54	1065	0.35	338	0.11	3042
2014	Moderate	1304	0.36	2012	0.55	349	0.10	3665
2014	High	1450	0.39	1543	0.42	725	0.19	3718
2014	Outside100	2188	0.44	2183	0.44	590	0.12	4961
2015	Low	1971	0.55	1284	0.36	324	0.09	3579
2015	Moderate	1453	0.36	2102	0.53	441	0.11	3996
2015	High	1336	0.39	1407	0.41	688	0.20	3431
2015	Outside100	2130	0.47	1924	0.42	504	0.11	4558
2016	Low	2413	0.55	1528	0.35	437	0.10	4378
2016	Moderate	1617	0.37	2294	0.53	436	0.10	4347
2016	High	1783	0.38	1955	0.42	903	0.19	4641
2016	Outside100	2919	0.47	2674	0.43	668	0.11	6261
2017	Low	2685	0.55	1731	0.36	435	0.09	4851
2017	Moderate	1703	0.37	2489	0.53	461	0.10	4653
2017	High	2748	0.41	2798	0.42	1173	0.17	6719
2017	Outside100	3017	0.46	2863	0.44	679	0.10	6559
2018	Low	2219	0.57	1361	0.35	337	0.09	3917
2018	Moderate	1370	0.36	2079	0.54	405	0.11	3854
2018	High	1462	0.39	1600	0.43	653	0.18	3715
2018	Outside100	3111	0.46	2887	0.43	738	0.11	6736
2019	Low	1935	0.54	1272	0.35	409	0.11	3616
2019	Moderate	1323	0.36	1955	0.54	371	0.10	3649
2019	High	1528	0.40	1615	0.42	698	0.18	3841
2019	Outside100	2003	0.46	1859	0.42	518	0.12	4380
2020	Low	1241	0.56	787	0.35	191	0.09	2219
2020	Moderate	843	0.35	1308	0.55	236	0.10	2387
2020	High	1130	0.37	1321	0.43	612	0.20	3063
2020	Outside100	1189	0.43	1251	0.45	320	0.12	2760
2021	Low	2388	0.53	1767	0.39	351	0.08	4506
2021	Moderate	1114	0.34	1832	0.56	316	0.10	3262
2021	High	1565	0.36	1769	0.41	954	0.22	4288
2021	Outside100	1695	0.47	1535	0.43	381	0.11	3611

## Rows: 4 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Low	5331	0.40	4463	0.34	3412	0.26	13206
Moderate	2857	0.24	5810	0.50	3049	0.26	11716
High	3343	0.22	4861	0.32	6970	0.46	15174
Outside100	4421	0.31	5441	0.38	4497	0.31	14359

## Rows: 40 Columns: 6
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (5): archive_version_year, Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	Low	673	0.36	630	0.34	558	0.30	1861
2013	Moderate	570	0.26	986	0.45	657	0.30	2213
2013	High	678	0.22	1057	0.34	1356	0.44	3091
2013	Outside100	952	0.31	1114	0.36	1028	0.33	3094
2014	Low	237	0.43	177	0.32	138	0.25	552
2014	Moderate	205	0.23	453	0.51	237	0.26	895
2014	High	202	0.20	314	0.31	498	0.49	1014
2014	Outside100	272	0.31	325	0.37	273	0.31	870
2015	Low	355	0.41	297	0.34	214	0.25	866
2015	Moderate	173	0.23	398	0.54	169	0.23	740
2015	High	201	0.25	244	0.31	351	0.44	796
2015	Outside100	212	0.28	301	0.40	245	0.32	758
2016	Low	1289	0.43	929	0.31	775	0.26	2993
2016	Moderate	849	0.24	1763	0.50	929	0.26	3541
2016	High	1014	0.21	1502	0.31	2282	0.48	4798
2016	Outside100	1221	0.29	1622	0.38	1408	0.33	4251
2017	Low	313	0.46	217	0.32	154	0.23	684
2017	Moderate	172	0.23	390	0.53	176	0.24	738
2017	High	230	0.23	321	0.32	449	0.45	1000
2017	Outside100	309	0.32	359	0.38	288	0.30	956
2018	Low	250	0.44	183	0.32	135	0.24	568
2018	Moderate	180	0.25	362	0.50	180	0.25	722
2018	High	163	0.21	249	0.32	366	0.47	778
2018	Outside100	408	0.33	490	0.40	341	0.28	1239
2019	Low	131	0.43	101	0.33	71	0.23	303
2019	Moderate	97	0.27	172	0.47	96	0.26	365
2019	High	119	0.25	148	0.31	210	0.44	477
2019	Outside100	124	0.32	156	0.40	112	0.29	392
2020	Low	155	0.40	126	0.33	104	0.27	385
2020	Moderate	79	0.25	158	0.50	80	0.25	317
2020	High	107	0.21	173	0.33	238	0.46	518
2020	Outside100	120	0.32	153	0.40	106	0.28	379
2021	Low	210	0.40	149	0.28	170	0.32	529
2021	Moderate	83	0.28	158	0.54	54	0.18	295
2021	High	121	0.25	152	0.31	217	0.44	490
2021	Outside100	114	0.28	148	0.36	145	0.36	407
2022	Low	1718	0.38	1654	0.37	1093	0.24	4465
2022	Moderate	449	0.24	970	0.51	471	0.25	1890
2022	High	508	0.23	701	0.32	1003	0.45	2212
2022	Outside100	689	0.34	773	0.38	551	0.27	2013

## Rows: 4 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions 10+, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
High	255	0.39	260	0.40	140	0.21	655
Low	466	0.63	219	0.30	56	0.08	741
Moderate	212	0.33	378	0.59	51	0.08	641
Outside100	353	0.46	338	0.44	78	0.10	769

## Rows: 40 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions 10+ yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	High	53	0.38	56	0.41	29	0.21	138
2013	Low	66	0.57	32	0.28	18	0.16	116
2013	Moderate	38	0.33	66	0.57	12	0.10	116
2013	Outside100	88	0.46	85	0.44	19	0.10	192
2014	High	11	0.31	11	0.31	13	0.37	35
2014	Low	25	0.57	17	0.39	2	0.05	44
2014	Moderate	12	0.26	32	0.70	2	0.04	46
2014	Outside100	27	0.54	18	0.36	5	0.10	50
2015	High	10	0.37	11	0.41	6	0.22	27
2015	Low	21	0.64	8	0.24	4	0.12	33
2015	Moderate	14	0.44	15	0.47	3	0.09	32
2015	Outside100	19	0.45	19	0.45	4	0.10	42
2016	High	68	0.38	75	0.42	35	0.20	178
2016	Low	93	0.64	44	0.30	8	0.06	145
2016	Moderate	64	0.39	92	0.56	9	0.05	165
2016	Outside100	57	0.37	78	0.51	19	0.12	154
2017	High	21	0.40	21	0.40	11	0.21	53
2017	Low	39	0.56	28	0.40	3	0.04	70
2017	Moderate	17	0.32	33	0.62	3	0.06	53
2017	Outside100	37	0.51	26	0.36	9	0.12	72
2018	High	13	0.34	18	0.47	7	0.18	38
2018	Low	34	0.63	18	0.33	2	0.04	54
2018	Moderate	15	0.33	25	0.56	5	0.11	45
2018	Outside100	23	0.37	33	0.53	6	0.10	62
2019	High	9	0.53	7	0.41	1	0.06	17
2019	Low	22	0.76	6	0.21	1	0.03	29
2019	Moderate	10	0.45	10	0.45	2	0.09	22
2019	Outside100	19	0.50	15	0.39	4	0.11	38
2020	High	6	0.43	5	0.36	3	0.21	14
2020	Low	9	0.50	6	0.33	3	0.17	18
2020	Moderate	4	NA	16	NA	NA	NA	NA
2020	Outside100	12	0.38	19	0.59	1	0.03	32
2021	High	16	0.48	10	0.30	7	0.21	33
2021	Low	17	0.59	11	0.38	1	0.03	29
2021	Moderate	8	NA	15	NA	NA	NA	NA
2021	Outside100	9	0.47	7	0.37	3	0.16	19
2022	High	48	0.39	46	0.38	28	0.23	122
2022	Low	140	0.69	49	0.24	14	0.07	203
2022	Moderate	30	0.25	74	0.62	15	0.13	119
2022	Outside100	62	0.57	38	0.35	8	0.07	108

Matrix Pop High Counts

This breaks down by the number of births, deaths and expansions by population level, creating a table for all years. The dataset is filtered for businesses with a CBSA population level that is high among the top 100.

## Rows: 4 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Low	55467	0.29	65482	0.35	67816	0.36	188765
Moderate	28748	0.17	84589	0.51	52896	0.32	166233
High	34291	0.16	64420	0.29	121170	0.55	219881
Outside100	43290	0.23	70722	0.38	74055	0.39	188067

## Rows: 40 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	Low	6540	0.33	6538	0.33	6810	0.34	19888
2013	Moderate	4627	0.18	12782	0.51	7782	0.31	25191
2013	High	6767	0.17	11898	0.30	20710	0.53	39375
2013	Outside100	6624	0.23	10454	0.37	11188	0.40	28266
2014	Low	4985	0.35	4572	0.32	4605	0.33	14162
2014	Moderate	3071	0.17	9477	0.54	5034	0.29	17582
2014	High	3761	0.15	7134	0.28	14209	0.57	25104
2014	Outside100	4591	0.24	7309	0.39	6995	0.37	18895
2015	Low	4868	0.34	4645	0.32	4975	0.34	14488
2015	Moderate	3031	0.17	8901	0.51	5668	0.32	17600
2015	High	3703	0.16	7205	0.30	12835	0.54	23743
2015	Outside100	4339	0.23	6957	0.37	7691	0.41	18987
2016	Low	3948	0.35	3722	0.33	3721	0.33	11391
2016	Moderate	2993	0.17	8936	0.50	5857	0.33	17786
2016	High	2899	0.15	5363	0.28	11011	0.57	19273
2016	Outside100	3749	0.23	6100	0.38	6384	0.39	16233
2017	Low	3491	0.29	4515	0.38	3855	0.33	11861
2017	Moderate	1913	0.18	5288	0.49	3510	0.33	10711
2017	High	2755	0.17	5132	0.31	8720	0.53	16607
2017	Outside100	2965	0.22	5337	0.39	5368	0.39	13670
2018	Low	3834	0.34	3714	0.33	3580	0.32	11128
2018	Moderate	2081	0.16	6749	0.52	4152	0.32	12982
2018	High	2998	0.16	5539	0.29	10410	0.55	18947
2018	Outside100	3653	0.23	6139	0.39	6079	0.38	15871
2019	Low	3891	0.36	3366	0.31	3677	0.34	10934
2019	Moderate	2300	0.16	7352	0.52	4612	0.32	14264
2019	High	3125	0.15	6097	0.30	11160	0.55	20382
2019	Outside100	3342	0.23	5427	0.37	6045	0.41	14814
2020	Low	9303	0.27	12048	0.34	13698	0.39	35049
2020	Moderate	2053	0.17	6632	0.54	3695	0.30	12380
2020	High	3160	0.16	6229	0.31	10790	0.53	20179
2020	Outside100	5170	0.23	8973	0.39	8826	0.38	22969
2021	Low	3212	0.40	2324	0.29	2401	0.30	7937
2021	Moderate	1437	0.15	5785	0.59	2523	0.26	9745
2021	High	1829	0.14	3381	0.25	8055	0.61	13265
2021	Outside100	2877	0.23	4447	0.36	5142	0.41	12466
2022	Low	11395	0.22	20038	0.39	20494	0.39	51927
2022	Moderate	5242	0.19	12687	0.45	10063	0.36	27992
2022	High	3294	0.14	6442	0.28	13270	0.58	23006
2022	Outside100	5980	0.23	9579	0.37	10337	0.40	25896

## Rows: 4 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Low	33217	0.31	35567	0.34	37222	0.35	106006
Moderate	22586	0.18	62092	0.49	41671	0.33	126349
High	31083	0.17	58253	0.31	98667	0.52	188003
Outside100	37996	0.23	61703	0.37	65836	0.40	165535

## Rows: 40 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2012	Low	2869	0.33	2883	0.33	2895	0.33	8647
2012	Moderate	1736	0.17	5288	0.51	3294	0.32	10318
2012	High	3453	0.19	5711	0.31	9425	0.51	18589
2012	Outside100	3484	0.23	5839	0.39	5738	0.38	15061
2013	Low	2773	0.30	3001	0.33	3338	0.37	9112
2013	Moderate	2131	0.18	5545	0.48	3913	0.34	11589
2013	High	2542	0.16	5004	0.31	8431	0.53	15977
2013	Outside100	3532	0.23	5577	0.37	6109	0.40	15218
2014	Low	3014	0.32	3121	0.33	3301	0.35	9436
2014	Moderate	2456	0.19	6328	0.48	4395	0.33	13179
2014	High	2778	0.16	5243	0.31	8824	0.52	16845
2014	Outside100	4098	0.23	6806	0.38	7041	0.39	17945
2015	Low	3414	0.31	3800	0.34	3807	0.35	11021
2015	Moderate	2687	0.18	7281	0.49	4982	0.33	14950
2015	High	2629	0.16	5409	0.32	8895	0.53	16933
2015	Outside100	3569	0.22	6246	0.38	6611	0.40	16426
2016	Low	4206	0.33	4251	0.33	4234	0.33	12691
2016	Moderate	2889	0.19	7579	0.49	5072	0.33	15540
2016	High	3742	0.17	6810	0.31	11447	0.52	21999
2016	Outside100	4826	0.24	7532	0.37	7993	0.39	20351
2017	Low	4419	0.32	4767	0.34	4802	0.34	13988
2017	Moderate	2883	0.17	8250	0.49	5564	0.33	16697
2017	High	5129	0.17	9597	0.32	15541	0.51	30267
2017	Outside100	5258	0.23	8293	0.37	8848	0.40	22399
2018	Low	3623	0.33	3594	0.33	3743	0.34	10960
2018	Moderate	2182	0.17	6542	0.50	4243	0.33	12967
2018	High	2611	0.15	5282	0.31	9081	0.53	16974
2018	Outside100	5252	0.23	8381	0.37	8737	0.39	22370
2019	Low	3299	0.30	3763	0.35	3810	0.35	10872
2019	Moderate	2250	0.19	5700	0.48	4030	0.34	11980
2019	High	2935	0.16	5315	0.30	9584	0.54	17834
2019	Outside100	3238	0.24	5108	0.37	5419	0.39	13765
2020	Low	2097	0.32	2123	0.32	2413	0.36	6633
2020	Moderate	1451	0.18	4082	0.50	2586	0.32	8119
2020	High	2229	0.16	4176	0.30	7560	0.54	13965
2020	Outside100	2067	0.22	3368	0.36	4001	0.42	9436
2021	Low	3503	0.28	4264	0.34	4879	0.39	12646
2021	Moderate	1921	0.17	5497	0.50	3592	0.33	11010
2021	High	3035	0.16	5706	0.31	9879	0.53	18620
2021	Outside100	2672	0.21	4553	0.36	5339	0.42	12564

## Rows: 4 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
High	1863	0.16	3476	0.30	6078	0.53	11417
Low	2705	0.32	2935	0.35	2812	0.33	8452
Moderate	1536	0.19	4129	0.50	2598	0.31	8263
Outside100	2279	0.23	3625	0.37	3838	0.39	9742

## Rows: 40 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	High	370	0.16	776	0.33	1192	0.51	2338
2013	Low	338	0.28	420	0.34	461	0.38	1219
2013	Moderate	319	0.20	692	0.44	575	0.36	1586
2013	Outside100	510	0.24	740	0.35	889	0.42	2139
2014	High	120	0.15	221	0.29	434	0.56	775
2014	Low	124	0.34	120	0.33	118	0.33	362
2014	Moderate	108	0.18	308	0.50	201	0.33	617
2014	Outside100	131	0.23	223	0.38	228	0.39	582
2015	High	117	0.19	188	0.30	316	0.51	621
2015	Low	176	0.33	183	0.35	171	0.32	530
2015	Moderate	89	0.17	299	0.56	149	0.28	537
2015	Outside100	100	0.19	213	0.40	218	0.41	531
2016	High	579	0.16	1090	0.30	1992	0.54	3661
2016	Low	699	0.36	605	0.31	630	0.33	1934
2016	Moderate	486	0.19	1283	0.50	806	0.31	2575
2016	Outside100	673	0.23	1093	0.37	1212	0.41	2978
2017	High	134	0.18	233	0.31	393	0.52	760
2017	Low	168	0.38	149	0.34	125	0.28	442
2017	Moderate	86	0.17	265	0.53	153	0.30	504
2017	Outside100	144	0.24	227	0.37	241	0.39	612
2018	High	101	0.16	191	0.31	322	0.52	614
2018	Low	133	0.36	124	0.34	112	0.30	369
2018	Moderate	92	0.18	260	0.52	146	0.29	498
2018	Outside100	222	0.26	336	0.39	298	0.35	856
2019	High	63	0.18	109	0.31	182	0.51	354
2019	Low	67	0.35	68	0.35	59	0.30	194
2019	Moderate	46	0.18	125	0.50	78	0.31	249
2019	Outside100	60	0.23	103	0.39	98	0.38	261
2020	High	62	0.16	122	0.31	213	0.54	397
2020	Low	82	0.33	84	0.33	85	0.34	251
2020	Moderate	40	0.17	121	0.53	69	0.30	230
2020	Outside100	52	0.22	98	0.41	87	0.37	237
2021	High	60	0.18	90	0.27	188	0.56	338
2021	Low	100	0.29	96	0.28	148	0.43	344
2021	Moderate	42	0.21	111	0.56	45	0.23	198
2021	Outside100	54	0.20	90	0.34	123	0.46	267
2022	High	257	0.16	456	0.29	846	0.54	1559
2022	Low	818	0.29	1086	0.39	903	0.32	2807
2022	Moderate	228	0.18	665	0.52	376	0.30	1269
2022	Outside100	333	0.26	502	0.39	444	0.35	1279

## Rows: 4 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions 10+, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
High	556	0.16	1042	0.29	1973	0.55	3571
Low	674	0.37	558	0.31	589	0.32	1821
Moderate	392	0.17	1200	0.53	682	0.30	2274
Outside100	650	0.24	1034	0.37	1080	0.39	2764

## Rows: 40 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions 10+ yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	High	122	0.15	267	0.33	416	0.52	805
2013	Low	112	0.31	109	0.30	139	0.39	360
2013	Moderate	79	0.18	202	0.45	164	0.37	445
2013	Outside100	175	0.23	247	0.32	339	0.45	761
2014	High	31	0.15	59	0.29	115	0.56	205
2014	Low	36	0.38	31	0.32	29	0.30	96
2014	Moderate	21	0.14	87	0.60	37	0.26	145
2014	Outside100	29	0.17	66	0.38	79	0.45	174
2015	High	30	0.16	52	0.28	104	0.56	186
2015	Low	39	0.35	36	0.32	37	0.33	112
2015	Moderate	25	0.17	75	0.51	46	0.32	146
2015	Outside100	24	0.15	63	0.40	72	0.45	159
2016	High	159	0.16	296	0.29	554	0.55	1009
2016	Low	163	0.39	124	0.30	129	0.31	416
2016	Moderate	113	0.18	332	0.52	196	0.31	641
2016	Outside100	151	0.25	226	0.38	216	0.36	593
2017	High	50	0.16	99	0.31	173	0.54	322
2017	Low	58	0.39	43	0.29	46	0.31	147
2017	Moderate	19	0.14	86	0.65	28	0.21	133
2017	Outside100	62	0.27	85	0.37	85	0.37	232
2018	High	36	0.15	68	0.28	143	0.58	247
2018	Low	55	0.42	36	0.27	40	0.31	131
2018	Moderate	31	0.16	101	0.53	57	0.30	189
2018	Outside100	62	0.28	89	0.40	71	0.32	222
2019	High	19	0.17	29	0.26	64	0.57	112
2019	Low	28	0.33	31	0.37	25	0.30	84
2019	Moderate	15	0.19	41	0.53	21	0.27	77
2019	Outside100	20	0.19	48	0.44	40	0.37	108
2020	High	14	0.12	29	0.24	76	0.64	119
2020	Low	23	0.38	26	0.43	12	0.20	61
2020	Moderate	12	0.18	37	0.57	16	0.25	65
2020	Outside100	20	0.25	36	0.44	25	0.31	81
2021	High	23	0.24	19	0.20	54	0.56	96
2021	Low	23	0.38	14	0.23	23	0.38	60
2021	Moderate	13	0.21	37	0.59	13	0.21	63
2021	Outside100	16	0.22	23	0.32	34	0.47	73
2022	High	72	0.15	124	0.26	274	0.58	470
2022	Low	137	0.39	108	0.31	109	0.31	354
2022	Moderate	64	0.17	202	0.55	104	0.28	370
2022	Outside100	91	0.25	151	0.42	119	0.33	361

Matrix Region (Proximate) Counts

This chunk shows the matrices for HQs and businesses within the same region

## Rows: 4 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
High	7771	0.09	9379	0.10	73386	0.81	90536
Low	54549	0.65	16596	0.20	13075	0.16	84220
Moderate	10915	0.13	64688	0.78	7650	0.09	83253
OutsideRegion	NA	NA	NA	NA	NA	NA	NA

## Rows: 40 Columns: 6
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (5): archive_version_year, Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	High	1379	0.10	1433	0.10	11526	0.80	14338
2013	Low	7208	0.65	2156	0.19	1759	0.16	11123
2013	Moderate	1919	0.15	9741	0.76	1167	0.09	12827
2013	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2014	High	904	0.08	1277	0.11	9190	0.81	11371
2014	Low	5721	0.69	1485	0.18	1118	0.13	8324
2014	Moderate	1245	0.12	8067	0.80	826	0.08	10138
2014	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2015	High	777	0.08	984	0.11	7540	0.81	9301
2015	Low	5258	0.68	1344	0.17	1119	0.14	7721
2015	Moderate	1232	0.14	6794	0.76	860	0.10	8886
2015	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2016	High	651	0.07	968	0.11	7123	0.81	8742
2016	Low	4713	0.69	1257	0.18	892	0.13	6862
2016	Moderate	1053	0.12	7171	0.78	913	0.10	9137
2016	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2017	High	612	0.09	839	0.13	5011	0.78	6462
2017	Low	3137	0.62	1281	0.25	612	0.12	5030
2017	Moderate	664	0.13	3819	0.77	476	0.10	4959
2017	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2018	High	619	0.08	797	0.11	6118	0.81	7534
2018	Low	4600	0.69	1224	0.18	800	0.12	6624
2018	Moderate	837	0.12	5492	0.80	544	0.08	6873
2018	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2019	High	721	0.09	830	0.10	6787	0.81	8338
2019	Low	4735	0.68	1158	0.17	1032	0.15	6925
2019	Moderate	877	0.12	5777	0.78	727	0.10	7381
2019	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2020	High	783	0.10	782	0.10	6214	0.80	7779
2020	Low	5096	0.61	1867	0.22	1440	0.17	8403
2020	Moderate	870	0.13	5110	0.77	623	0.09	6603
2020	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2021	High	470	0.07	576	0.09	5506	0.84	6552
2021	Low	4636	0.77	757	0.13	589	0.10	5982
2021	Moderate	796	0.11	5414	0.78	723	0.10	6933
2021	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2022	High	855	0.08	893	0.09	8371	0.83	10119
2022	Low	9445	0.55	4067	0.24	3714	0.22	17226
2022	Moderate	1422	0.15	7303	0.77	791	0.08	9516
2022	OutsideRegion	NA	NA	NA	NA	NA	NA	NA

## Rows: 4 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
High	7121	0.10	8416	0.12	55469	0.78	71006
Low	34853	0.63	11223	0.20	9236	0.17	55312
Moderate	9090	0.15	46034	0.76	5766	0.09	60890
OutsideRegion	NA	NA	NA	NA	NA	NA	NA

## Rows: 40 Columns: 6
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (5): archive_version_year, Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2012	High	559	0.09	650	0.10	5125	0.81	6334
2012	Low	3010	0.66	884	0.19	692	0.15	4586
2012	Moderate	704	0.13	4065	0.77	498	0.09	5267
2012	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2013	High	650	0.11	641	0.10	4859	0.79	6150
2013	Low	2778	0.61	929	0.20	875	0.19	4582
2013	Moderate	872	0.16	4111	0.75	508	0.09	5491
2013	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2014	High	651	0.10	726	0.11	5059	0.79	6436
2014	Low	3027	0.62	966	0.20	908	0.19	4901
2014	Moderate	947	0.16	4546	0.75	542	0.09	6035
2014	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2015	High	682	0.10	765	0.12	5053	0.78	6500
2015	Low	3571	0.62	1280	0.22	902	0.16	5753
2015	Moderate	1098	0.16	5106	0.74	730	0.11	6934
2015	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2016	High	895	0.11	946	0.12	6290	0.77	8131
2016	Low	4276	0.63	1402	0.21	1142	0.17	6820
2016	Moderate	1022	0.14	5561	0.76	770	0.10	7353
2016	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2017	High	1137	0.11	1090	0.10	8326	0.79	10553
2017	Low	4992	0.65	1556	0.20	1152	0.15	7700
2017	Moderate	1131	0.14	6174	0.77	695	0.09	8000
2017	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2018	High	595	0.09	1116	0.16	5284	0.76	6995
2018	Low	4051	0.63	1291	0.20	1041	0.16	6383
2018	Moderate	899	0.14	4919	0.78	499	0.08	6317
2018	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2019	High	580	0.08	828	0.12	5419	0.79	6827
2019	Low	3244	0.61	1127	0.21	904	0.17	5275
2019	Moderate	814	0.15	4018	0.76	469	0.09	5301
2019	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2020	High	511	0.10	684	0.13	4128	0.78	5323
2020	Low	2327	0.64	634	0.17	699	0.19	3660
2020	Moderate	608	0.15	3100	0.76	378	0.09	4086
2020	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2021	High	861	0.11	970	0.13	5926	0.76	7757
2021	Low	3577	0.63	1154	0.20	921	0.16	5652
2021	Moderate	995	0.16	4434	0.73	677	0.11	6106
2021	OutsideRegion	NA	NA	NA	NA	NA	NA	NA

## Rows: 4 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
High	387	0.09	493	0.11	3629	0.80	4509
Low	2554	0.65	749	0.19	654	0.17	3957
Moderate	554	0.14	3083	0.77	379	0.09	4016
OutsideRegion	NA	NA	NA	NA	NA	NA	NA

## Rows: 40 Columns: 6
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (5): archive_version_year, Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	High	84	0.10	95	0.11	652	0.78	831
2013	Low	341	0.60	119	0.21	110	0.19	570
2013	Moderate	93	0.15	454	0.73	73	0.12	620
2013	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2014	High	25	0.07	39	0.11	283	0.82	347
2014	Low	151	0.63	56	0.23	34	0.14	241
2014	Moderate	38	0.12	265	0.83	15	0.05	318
2014	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2015	High	18	0.07	26	0.11	200	0.82	244
2015	Low	182	0.61	62	0.21	54	0.18	298
2015	Moderate	35	0.12	234	0.81	20	0.07	289
2015	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2016	High	117	0.08	143	0.10	1164	0.82	1424
2016	Low	754	0.64	229	0.20	191	0.16	1174
2016	Moderate	168	0.14	936	0.75	139	0.11	1243
2016	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2017	High	23	0.08	18	0.06	249	0.86	290
2017	Low	175	0.71	32	0.13	40	0.16	247
2017	Moderate	33	0.13	219	0.84	10	0.04	262
2017	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2018	High	20	0.08	27	0.11	201	0.81	248
2018	Low	153	0.67	53	0.23	22	0.10	228
2018	Moderate	26	0.11	192	0.82	15	0.06	233
2018	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2019	High	11	0.08	15	0.11	107	0.80	133
2019	Low	77	0.69	18	0.16	17	0.15	112
2019	Moderate	18	0.14	95	0.75	14	0.11	127
2019	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2020	High	8	0.05	18	0.11	131	0.83	157
2020	Low	95	0.69	23	0.17	20	0.14	138
2020	Moderate	21	0.18	84	0.71	14	0.12	119
2020	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2021	High	18	0.11	19	0.12	121	0.77	158
2021	Low	93	0.67	17	0.12	28	0.20	138
2021	Moderate	23	0.19	91	0.75	8	0.07	122
2021	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2022	High	63	0.09	93	0.14	521	0.77	677
2022	Low	533	0.66	140	0.17	138	0.17	811
2022	Moderate	99	0.14	513	0.75	71	0.10	683
2022	OutsideRegion	NA	NA	NA	NA	NA	NA	NA

## Rows: 4 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions 10+, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
High	119	0.08	106	0.07	1252	0.85	1477
Low	838	0.69	211	0.17	168	0.14	1217
Moderate	152	0.12	993	0.81	76	0.06	1221
OutsideRegion	NA	NA	NA	NA	NA	NA	NA

## Rows: 40 Columns: 6
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (5): archive_version_year, Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions 10+ yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	High	21	0.08	23	0.09	219	0.83	263
2013	Low	125	0.61	43	0.21	36	0.18	204
2013	Moderate	30	0.15	151	0.77	14	0.07	195
2013	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2014	High	5	0.06	5	0.06	78	0.89	88
2014	Low	43	0.59	16	0.22	14	0.19	73
2014	Moderate	5	0.05	87	0.94	1	0.01	93
2014	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2015	High	7	0.09	6	0.08	62	0.83	75
2015	Low	44	0.76	6	0.10	8	0.14	58
2015	Moderate	9	0.12	62	0.85	2	0.03	73
2015	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2016	High	31	0.08	23	0.06	348	0.87	402
2016	Low	187	0.69	49	0.18	35	0.13	271
2016	Moderate	42	0.14	240	0.79	21	0.07	303
2016	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2017	High	12	0.09	8	0.06	114	0.85	134
2017	Low	81	0.77	10	0.10	14	0.13	105
2017	Moderate	11	0.11	90	0.87	2	0.02	103
2017	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2018	High	8	0.07	6	0.05	106	0.88	120
2018	Low	76	0.67	30	0.27	7	0.06	113
2018	Moderate	8	0.09	76	0.84	6	0.07	90
2018	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2019	High	6	0.15	3	0.07	32	0.78	41
2019	Low	36	0.69	7	0.13	9	0.17	52
2019	Moderate	8	0.18	32	0.71	5	0.11	45
2019	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2020	High	NA	NA	5	NA	56	NA	NA
2020	Low	32	0.73	8	0.18	4	0.09	44
2020	Moderate	6	0.15	29	0.74	4	0.10	39
2020	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2021	High	10	0.17	4	0.07	44	0.76	58
2021	Low	28	0.70	5	0.12	7	0.17	40
2021	Moderate	8	0.19	32	0.74	3	0.07	43
2021	OutsideRegion	NA	NA	NA	NA	NA	NA	NA
2022	High	19	0.08	23	0.10	193	0.82	235
2022	Low	186	0.72	37	0.14	34	0.13	257
2022	Moderate	25	0.11	194	0.82	18	0.08	237
2022	OutsideRegion	NA	NA	NA	NA	NA	NA	NA

Matrix Region (Proximate) Counts Top 100 Only

This chunk shows the matrices for HQs and businesses within the same region, if both are in the top 100 CBSAs by population

## Rows: 3 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
High	7771	0.09	9379	0.10	73386	0.81	90536
Low	54549	0.65	16596	0.20	13075	0.16	84220
Moderate	10915	0.13	64688	0.78	7650	0.09	83253

## Rows: 30 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	High	1379	0.10	1433	0.10	11526	0.80	14338
2013	Low	7208	0.65	2156	0.19	1759	0.16	11123
2013	Moderate	1919	0.15	9741	0.76	1167	0.09	12827
2014	High	904	0.08	1277	0.11	9190	0.81	11371
2014	Low	5721	0.69	1485	0.18	1118	0.13	8324
2014	Moderate	1245	0.12	8067	0.80	826	0.08	10138
2015	High	777	0.08	984	0.11	7540	0.81	9301
2015	Low	5258	0.68	1344	0.17	1119	0.14	7721
2015	Moderate	1232	0.14	6794	0.76	860	0.10	8886
2016	High	651	0.07	968	0.11	7123	0.81	8742
2016	Low	4713	0.69	1257	0.18	892	0.13	6862
2016	Moderate	1053	0.12	7171	0.78	913	0.10	9137
2017	High	612	0.09	839	0.13	5011	0.78	6462
2017	Low	3137	0.62	1281	0.25	612	0.12	5030
2017	Moderate	664	0.13	3819	0.77	476	0.10	4959
2018	High	619	0.08	797	0.11	6118	0.81	7534
2018	Low	4600	0.69	1224	0.18	800	0.12	6624
2018	Moderate	837	0.12	5492	0.80	544	0.08	6873
2019	High	721	0.09	830	0.10	6787	0.81	8338
2019	Low	4735	0.68	1158	0.17	1032	0.15	6925
2019	Moderate	877	0.12	5777	0.78	727	0.10	7381
2020	High	783	0.10	782	0.10	6214	0.80	7779
2020	Low	5096	0.61	1867	0.22	1440	0.17	8403
2020	Moderate	870	0.13	5110	0.77	623	0.09	6603
2021	High	470	0.07	576	0.09	5506	0.84	6552
2021	Low	4636	0.77	757	0.13	589	0.10	5982
2021	Moderate	796	0.11	5414	0.78	723	0.10	6933
2022	High	855	0.08	893	0.09	8371	0.83	10119
2022	Low	9445	0.55	4067	0.24	3714	0.22	17226
2022	Moderate	1422	0.15	7303	0.77	791	0.08	9516

## Rows: 3 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
High	7121	0.10	8416	0.12	55469	0.78	71006
Low	34853	0.63	11223	0.20	9236	0.17	55312
Moderate	9090	0.15	46034	0.76	5766	0.09	60890

## Rows: 30 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2012	High	559	0.09	650	0.10	5125	0.81	6334
2012	Low	3010	0.66	884	0.19	692	0.15	4586
2012	Moderate	704	0.13	4065	0.77	498	0.09	5267
2013	High	650	0.11	641	0.10	4859	0.79	6150
2013	Low	2778	0.61	929	0.20	875	0.19	4582
2013	Moderate	872	0.16	4111	0.75	508	0.09	5491
2014	High	651	0.10	726	0.11	5059	0.79	6436
2014	Low	3027	0.62	966	0.20	908	0.19	4901
2014	Moderate	947	0.16	4546	0.75	542	0.09	6035
2015	High	682	0.10	765	0.12	5053	0.78	6500
2015	Low	3571	0.62	1280	0.22	902	0.16	5753
2015	Moderate	1098	0.16	5106	0.74	730	0.11	6934
2016	High	895	0.11	946	0.12	6290	0.77	8131
2016	Low	4276	0.63	1402	0.21	1142	0.17	6820
2016	Moderate	1022	0.14	5561	0.76	770	0.10	7353
2017	High	1137	0.11	1090	0.10	8326	0.79	10553
2017	Low	4992	0.65	1556	0.20	1152	0.15	7700
2017	Moderate	1131	0.14	6174	0.77	695	0.09	8000
2018	High	595	0.09	1116	0.16	5284	0.76	6995
2018	Low	4051	0.63	1291	0.20	1041	0.16	6383
2018	Moderate	899	0.14	4919	0.78	499	0.08	6317
2019	High	580	0.08	828	0.12	5419	0.79	6827
2019	Low	3244	0.61	1127	0.21	904	0.17	5275
2019	Moderate	814	0.15	4018	0.76	469	0.09	5301
2020	High	511	0.10	684	0.13	4128	0.78	5323
2020	Low	2327	0.64	634	0.17	699	0.19	3660
2020	Moderate	608	0.15	3100	0.76	378	0.09	4086
2021	High	861	0.11	970	0.13	5926	0.76	7757
2021	Low	3577	0.63	1154	0.20	921	0.16	5652
2021	Moderate	995	0.16	4434	0.73	677	0.11	6106

## Rows: 3 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
High	387	0.09	493	0.11	3629	0.80	4509
Low	2554	0.65	749	0.19	654	0.17	3957
Moderate	554	0.14	3083	0.77	379	0.09	4016

## Rows: 30 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	High	84	0.10	95	0.11	652	0.78	831
2013	Low	341	0.60	119	0.21	110	0.19	570
2013	Moderate	93	0.15	454	0.73	73	0.12	620
2014	High	25	0.07	39	0.11	283	0.82	347
2014	Low	151	0.63	56	0.23	34	0.14	241
2014	Moderate	38	0.12	265	0.83	15	0.05	318
2015	High	18	0.07	26	0.11	200	0.82	244
2015	Low	182	0.61	62	0.21	54	0.18	298
2015	Moderate	35	0.12	234	0.81	20	0.07	289
2016	High	117	0.08	143	0.10	1164	0.82	1424
2016	Low	754	0.64	229	0.20	191	0.16	1174
2016	Moderate	168	0.14	936	0.75	139	0.11	1243
2017	High	23	0.08	18	0.06	249	0.86	290
2017	Low	175	0.71	32	0.13	40	0.16	247
2017	Moderate	33	0.13	219	0.84	10	0.04	262
2018	High	20	0.08	27	0.11	201	0.81	248
2018	Low	153	0.67	53	0.23	22	0.10	228
2018	Moderate	26	0.11	192	0.82	15	0.06	233
2019	High	11	0.08	15	0.11	107	0.80	133
2019	Low	77	0.69	18	0.16	17	0.15	112
2019	Moderate	18	0.14	95	0.75	14	0.11	127
2020	High	8	0.05	18	0.11	131	0.83	157
2020	Low	95	0.69	23	0.17	20	0.14	138
2020	Moderate	21	0.18	84	0.71	14	0.12	119
2021	High	18	0.11	19	0.12	121	0.77	158
2021	Low	93	0.67	17	0.12	28	0.20	138
2021	Moderate	23	0.19	91	0.75	8	0.07	122
2022	High	63	0.09	93	0.14	521	0.77	677
2022	Low	533	0.66	140	0.17	138	0.17	811
2022	Moderate	99	0.14	513	0.75	71	0.10	683

## Rows: 3 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions 10+, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
High	387	0.09	493	0.11	3629	0.80	4509
Low	2554	0.65	749	0.19	654	0.17	3957
Moderate	554	0.14	3083	0.77	379	0.09	4016

## Rows: 30 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions 10+ yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	High	84	0.10	95	0.11	652	0.78	831
2013	Low	341	0.60	119	0.21	110	0.19	570
2013	Moderate	93	0.15	454	0.73	73	0.12	620
2014	High	25	0.07	39	0.11	283	0.82	347
2014	Low	151	0.63	56	0.23	34	0.14	241
2014	Moderate	38	0.12	265	0.83	15	0.05	318
2015	High	18	0.07	26	0.11	200	0.82	244
2015	Low	182	0.61	62	0.21	54	0.18	298
2015	Moderate	35	0.12	234	0.81	20	0.07	289
2016	High	117	0.08	143	0.10	1164	0.82	1424
2016	Low	754	0.64	229	0.20	191	0.16	1174
2016	Moderate	168	0.14	936	0.75	139	0.11	1243
2017	High	23	0.08	18	0.06	249	0.86	290
2017	Low	175	0.71	32	0.13	40	0.16	247
2017	Moderate	33	0.13	219	0.84	10	0.04	262
2018	High	20	0.08	27	0.11	201	0.81	248
2018	Low	153	0.67	53	0.23	22	0.10	228
2018	Moderate	26	0.11	192	0.82	15	0.06	233
2019	High	11	0.08	15	0.11	107	0.80	133
2019	Low	77	0.69	18	0.16	17	0.15	112
2019	Moderate	18	0.14	95	0.75	14	0.11	127
2020	High	8	0.05	18	0.11	131	0.83	157
2020	Low	95	0.69	23	0.17	20	0.14	138
2020	Moderate	21	0.18	84	0.71	14	0.12	119
2021	High	18	0.11	19	0.12	121	0.77	158
2021	Low	93	0.67	17	0.12	28	0.20	138
2021	Moderate	23	0.19	91	0.75	8	0.07	122
2022	High	63	0.09	93	0.14	521	0.77	677
2022	Low	533	0.66	140	0.17	138	0.17	811
2022	Moderate	99	0.14	513	0.75	71	0.10	683

Matrix Region (Out of Region) Counts

This chunk shows the matrices for HQs and businesses not in the same Census region

## Rows: 4 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
High	56210	0.27	84003	0.41	65810	0.32	206023
Low	57639	0.28	84221	0.40	66706	0.32	208566
Moderate	44643	0.29	56071	0.36	55069	0.35	155783
OutsideRegion	23190	0.33	27212	0.38	20927	0.29	71329

## Rows: 40 Columns: 6
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (5): archive_version_year, Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	High	11156	0.28	15632	0.40	12416	0.32	39204
2013	Low	5435	0.28	7816	0.40	6427	0.33	19678
2013	Moderate	6967	0.30	8097	0.35	8038	0.35	23102
2013	OutsideRegion	3307	0.33	3720	0.37	2914	0.29	9941
2014	High	5990	0.27	8900	0.41	7050	0.32	21940
2014	Low	4123	0.29	5580	0.40	4374	0.31	14077
2014	Moderate	4636	0.30	5561	0.36	5212	0.34	15409
2014	OutsideRegion	2396	0.32	3011	0.40	2119	0.28	7526
2015	High	6058	0.27	9063	0.41	7059	0.32	22180
2015	Low	3873	0.27	5642	0.39	4842	0.34	14357
2015	Moderate	4878	0.30	5513	0.34	5922	0.36	16313
2015	OutsideRegion	2835	0.32	3433	0.38	2720	0.30	8988
2016	High	4697	0.28	6694	0.40	5407	0.32	16798
2016	Low	3008	0.28	4334	0.40	3542	0.33	10884
2016	Moderate	4771	0.29	5559	0.34	5986	0.37	16316
2016	OutsideRegion	2369	0.35	2525	0.37	1870	0.28	6764
2017	High	4549	0.28	6627	0.41	5003	0.31	16179
2017	Low	3440	0.27	5227	0.41	4084	0.32	12751
2017	Moderate	2931	0.28	3720	0.36	3729	0.36	10380
2017	OutsideRegion	1925	0.32	2285	0.38	1793	0.30	6003
2018	High	4920	0.27	7246	0.40	5864	0.33	18030
2018	Low	2985	0.27	4503	0.41	3542	0.32	11030
2018	Moderate	3467	0.28	4447	0.36	4336	0.35	12250
2018	OutsideRegion	2218	0.32	2632	0.38	2007	0.29	6857
2019	High	5180	0.26	8258	0.42	6244	0.32	19682
2019	Low	3075	0.29	4233	0.40	3324	0.31	10632
2019	Moderate	3818	0.28	5107	0.37	4771	0.35	13696
2019	OutsideRegion	2159	0.32	2491	0.37	2025	0.30	6675
2020	High	5226	0.26	8525	0.43	6109	0.31	19860
2020	Low	14653	0.30	18368	0.38	15103	0.31	48124
2020	Moderate	3112	0.28	4329	0.38	3812	0.34	11253
2020	OutsideRegion	2165	0.31	2674	0.39	2104	0.30	6943
2021	High	2978	0.27	4445	0.40	3778	0.34	11201
2021	Low	1969	0.27	2894	0.40	2298	0.32	7161
2021	Moderate	2012	0.28	2898	0.40	2339	0.32	7249
2021	OutsideRegion	1550	0.30	1993	0.38	1667	0.32	5210
2022	High	5456	0.26	8613	0.41	6880	0.33	20949
2022	Low	15078	0.25	25624	0.43	19170	0.32	59872
2022	Moderate	8051	0.27	10840	0.36	10924	0.37	29815
2022	OutsideRegion	2266	0.35	2448	0.38	1708	0.27	6422

## Rows: 4 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
High	51011	0.28	75979	0.41	57656	0.31	184646
Low	30489	0.28	43347	0.40	35416	0.32	109252
Moderate	35068	0.29	42674	0.35	43434	0.36	121176
OutsideRegion	19588	0.32	23044	0.38	18369	0.30	61001

## Rows: 40 Columns: 6
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (5): archive_version_year, Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2012	High	5710	0.30	7752	0.40	5718	0.30	19180
2012	Low	2392	0.28	3469	0.40	2780	0.32	8641
2012	Moderate	2542	0.28	3276	0.36	3395	0.37	9213
2012	OutsideRegion	1350	0.31	1608	0.37	1361	0.32	4319
2013	High	4111	0.27	6463	0.42	4774	0.31	15348
2013	Low	2494	0.27	3665	0.40	3100	0.33	9259
2013	Moderate	3192	0.29	3715	0.34	4121	0.37	11028
2013	OutsideRegion	1479	0.31	1777	0.38	1462	0.31	4718
2014	High	4495	0.27	6788	0.41	5100	0.31	16383
2014	Low	2640	0.28	3737	0.40	3078	0.33	9455
2014	Moderate	3736	0.29	4577	0.35	4671	0.36	12984
2014	OutsideRegion	1652	0.32	1998	0.39	1501	0.29	5151
2015	High	4215	0.26	6731	0.42	5101	0.32	16047
2015	Low	3146	0.28	4419	0.39	3648	0.33	11213
2015	Moderate	4118	0.29	5118	0.36	5132	0.36	14368
2015	OutsideRegion	1924	0.32	2279	0.38	1796	0.30	5999
2016	High	5935	0.28	8731	0.41	6879	0.32	21545
2016	Low	3794	0.29	5073	0.39	3998	0.31	12865
2016	Moderate	4541	0.30	5198	0.35	5207	0.35	14946
2016	OutsideRegion	2476	0.33	2870	0.38	2119	0.28	7465
2017	High	8574	0.28	12731	0.41	9499	0.31	30804
2017	Low	3818	0.27	5744	0.41	4592	0.32	14154
2017	Moderate	4614	0.29	5543	0.35	5833	0.36	15990
2017	OutsideRegion	2729	0.32	3221	0.38	2531	0.30	8481
2018	High	4468	0.27	6859	0.42	5042	0.31	16369
2018	Low	3167	0.29	4367	0.40	3447	0.31	10981
2018	Moderate	3607	0.29	4519	0.36	4514	0.36	12640
2018	OutsideRegion	3180	0.31	3834	0.37	3312	0.32	10326
2019	High	4874	0.28	6934	0.40	5474	0.32	17282
2019	Low	3200	0.28	4585	0.40	3755	0.33	11540
2019	Moderate	3612	0.29	4348	0.35	4291	0.35	12251
2019	OutsideRegion	1823	0.34	1979	0.37	1559	0.29	5361
2020	High	3653	0.27	5420	0.40	4517	0.33	13590
2020	Low	1869	0.28	2643	0.40	2146	0.32	6658
2020	Moderate	2316	0.30	2789	0.36	2660	0.34	7765
2020	OutsideRegion	1286	0.32	1529	0.39	1148	0.29	3963
2021	High	4976	0.27	7570	0.42	5552	0.31	18098
2021	Low	3969	0.27	5645	0.39	4872	0.34	14486
2021	Moderate	2790	0.28	3591	0.36	3610	0.36	9991
2021	OutsideRegion	1689	0.32	1949	0.37	1580	0.30	5218

## Rows: 4 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
High	2956	0.28	4368	0.41	3341	0.31	10665
Low	2777	0.30	3714	0.40	2758	0.30	9249
Moderate	2303	0.30	2727	0.35	2670	0.35	7700
OutsideRegion	952	0.32	1124	0.38	905	0.30	2981

## Rows: 40 Columns: 6
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (5): archive_version_year, Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	High	594	0.26	962	0.43	704	0.31	2260
2013	Low	332	0.26	511	0.40	448	0.35	1291
2013	Moderate	477	0.30	532	0.33	584	0.37	1593
2013	OutsideRegion	120	0.25	191	0.39	174	0.36	485
2014	High	177	0.27	275	0.41	215	0.32	667
2014	Low	86	0.28	121	0.39	104	0.33	311
2014	Moderate	167	0.29	188	0.33	222	0.38	577
2014	OutsideRegion	52	0.34	59	0.38	43	0.28	154
2015	High	183	0.33	218	0.39	151	0.27	552
2015	Low	173	0.30	235	0.41	160	0.28	568
2015	Moderate	138	0.31	164	0.36	149	0.33	451
2015	OutsideRegion	68	0.39	65	0.37	42	0.24	175
2016	High	897	0.27	1359	0.40	1118	0.33	3374
2016	Low	535	0.29	700	0.38	584	0.32	1819
2016	Moderate	681	0.30	827	0.36	790	0.34	2298
2016	OutsideRegion	286	0.31	346	0.38	289	0.31	921
2017	High	207	0.29	303	0.43	200	0.28	710
2017	Low	138	0.32	185	0.42	114	0.26	437
2017	Moderate	139	0.29	171	0.36	166	0.35	476
2017	OutsideRegion	93	0.37	75	0.30	82	0.33	250
2018	High	143	0.27	222	0.42	165	0.31	530
2018	Low	97	0.29	130	0.38	113	0.33	340
2018	Moderate	154	0.31	170	0.35	165	0.34	489
2018	OutsideRegion	56	0.28	72	0.36	71	0.36	199
2019	High	108	0.31	133	0.39	103	0.30	344
2019	Low	54	0.28	83	0.43	54	0.28	191
2019	Moderate	79	0.33	77	0.32	82	0.34	238
2019	OutsideRegion	28	0.30	35	0.38	30	0.32	93
2020	High	99	0.27	155	0.43	107	0.30	361
2020	Low	60	0.24	103	0.42	84	0.34	247
2020	Moderate	58	0.29	74	0.37	66	0.33	198
2020	OutsideRegion	27	0.29	38	0.41	28	0.30	93
2021	High	103	0.31	133	0.40	96	0.29	332
2021	Low	117	0.30	132	0.34	142	0.36	391
2021	Moderate	60	0.35	67	0.39	46	0.27	173
2021	OutsideRegion	27	0.33	28	0.35	26	0.32	81
2022	High	445	0.29	608	0.40	482	0.31	1535
2022	Low	1185	0.32	1514	0.41	955	0.26	3654
2022	Moderate	350	0.29	457	0.38	400	0.33	1207
2022	OutsideRegion	195	0.37	215	0.41	120	0.23	530

## Rows: 4 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions 10+, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
High	860	0.27	1318	0.42	975	0.31	3153
Low	545	0.31	657	0.38	545	0.31	1747
Moderate	591	0.29	725	0.36	707	0.35	2023
OutsideRegion	217	0.33	240	0.36	207	0.31	664

## Rows: 40 Columns: 6
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (5): archive_version_year, Low, Moderate, High, <NA>
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions 10+ yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	High	204	0.26	323	0.42	247	0.32	774
2013	Low	86	0.26	116	0.35	133	0.40	335
2013	Moderate	120	0.28	136	0.32	175	0.41	431
2013	OutsideRegion	27	0.26	40	0.39	36	0.35	103
2014	High	44	0.26	72	0.42	56	0.33	172
2014	Low	28	0.31	39	0.43	23	0.26	90
2014	Moderate	36	0.30	41	0.34	42	0.35	119
2014	OutsideRegion	9	0.28	11	0.34	12	0.38	32
2015	High	40	0.26	62	0.40	53	0.34	155
2015	Low	26	0.24	44	0.40	40	0.36	110
2015	Moderate	40	0.33	34	0.28	49	0.40	123
2015	OutsideRegion	16	0.44	13	0.36	7	0.19	36
2016	High	238	0.27	378	0.43	264	0.30	880
2016	Low	116	0.31	141	0.38	116	0.31	373
2016	Moderate	172	0.29	221	0.37	198	0.34	591
2016	OutsideRegion	42	0.32	45	0.34	45	0.34	132
2017	High	72	0.27	122	0.45	77	0.28	271
2017	Low	38	0.27	62	0.45	39	0.28	139
2017	Moderate	36	0.32	46	0.41	30	0.27	112
2017	OutsideRegion	44	0.39	33	0.29	36	0.32	113
2018	High	52	0.27	87	0.45	55	0.28	194
2018	Low	28	0.29	30	0.31	38	0.40	96
2018	Moderate	48	0.28	64	0.37	61	0.35	173
2018	OutsideRegion	12	0.20	23	0.39	24	0.41	59
2019	High	28	0.28	36	0.36	37	0.37	101
2019	Low	23	0.30	34	0.45	19	0.25	76
2019	Moderate	22	0.34	24	0.37	19	0.29	65
2019	OutsideRegion	4	0.18	10	0.45	8	0.36	22
2020	High	24	0.28	35	0.41	27	0.31	86
2020	Low	17	0.30	27	0.48	12	0.21	56
2020	Moderate	15	0.28	26	0.49	12	0.23	53
2020	OutsideRegion	7	0.30	11	0.48	5	0.22	23
2021	High	33	0.40	29	0.35	21	0.25	83
2021	Low	17	0.29	21	0.36	20	0.34	58
2021	Moderate	15	0.30	24	0.48	11	0.22	50
2021	OutsideRegion	7	0.30	5	0.22	11	0.48	23
2022	High	125	0.29	174	0.40	138	0.32	437
2022	Low	166	0.40	143	0.35	105	0.25	414
2022	Moderate	87	0.28	109	0.36	110	0.36	306
2022	OutsideRegion	49	0.40	49	0.40	23	0.19	121

Matrix Region (Out of Region) Counts Top 100 only

This chunk shows the matrices for HQs and businesses not in the same Census region, if both are in the top 100 CBSAs by population

# All births
process_data("matrix_births_all_dif_region_top100only.csv", "Births, rows (hq), columns (branch)")

## Rows: 3 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
High	56210	0.27	84003	0.41	65810	0.32	206023
Low	57639	0.28	84221	0.40	66706	0.32	208566
Moderate	44643	0.29	56071	0.36	55069	0.35	155783

# Yearly births
process_data("matrix_births_yearly_dif_region_top100only.csv", "Births yearly, rows (hq), columns (branch)", TRUE)

## Rows: 30 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	High	11156	0.28	15632	0.40	12416	0.32	39204
2013	Low	5435	0.28	7816	0.40	6427	0.33	19678
2013	Moderate	6967	0.30	8097	0.35	8038	0.35	23102
2014	High	5990	0.27	8900	0.41	7050	0.32	21940
2014	Low	4123	0.29	5580	0.40	4374	0.31	14077
2014	Moderate	4636	0.30	5561	0.36	5212	0.34	15409
2015	High	6058	0.27	9063	0.41	7059	0.32	22180
2015	Low	3873	0.27	5642	0.39	4842	0.34	14357
2015	Moderate	4878	0.30	5513	0.34	5922	0.36	16313
2016	High	4697	0.28	6694	0.40	5407	0.32	16798
2016	Low	3008	0.28	4334	0.40	3542	0.33	10884
2016	Moderate	4771	0.29	5559	0.34	5986	0.37	16316
2017	High	4549	0.28	6627	0.41	5003	0.31	16179
2017	Low	3440	0.27	5227	0.41	4084	0.32	12751
2017	Moderate	2931	0.28	3720	0.36	3729	0.36	10380
2018	High	4920	0.27	7246	0.40	5864	0.33	18030
2018	Low	2985	0.27	4503	0.41	3542	0.32	11030
2018	Moderate	3467	0.28	4447	0.36	4336	0.35	12250
2019	High	5180	0.26	8258	0.42	6244	0.32	19682
2019	Low	3075	0.29	4233	0.40	3324	0.31	10632
2019	Moderate	3818	0.28	5107	0.37	4771	0.35	13696
2020	High	5226	0.26	8525	0.43	6109	0.31	19860
2020	Low	14653	0.30	18368	0.38	15103	0.31	48124
2020	Moderate	3112	0.28	4329	0.38	3812	0.34	11253
2021	High	2978	0.27	4445	0.40	3778	0.34	11201
2021	Low	1969	0.27	2894	0.40	2298	0.32	7161
2021	Moderate	2012	0.28	2898	0.40	2339	0.32	7249
2022	High	5456	0.26	8613	0.41	6880	0.33	20949
2022	Low	15078	0.25	25624	0.43	19170	0.32	59872
2022	Moderate	8051	0.27	10840	0.36	10924	0.37	29815

# All deaths
process_data("matrix_deaths_all_dif_region_top100only.csv", "Deaths, rows (hq), columns (branch)")

## Rows: 3 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
High	51011	0.28	75979	0.41	57656	0.31	184646
Low	30489	0.28	43347	0.40	35416	0.32	109252
Moderate	35068	0.29	42674	0.35	43434	0.36	121176

# Yearly deaths
process_data("matrix_deaths_yearly_dif_region_top100only.csv", "Deaths yearly, rows (hq), columns (branch)", TRUE)

## Rows: 30 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2012	High	5710	0.30	7752	0.40	5718	0.30	19180
2012	Low	2392	0.28	3469	0.40	2780	0.32	8641
2012	Moderate	2542	0.28	3276	0.36	3395	0.37	9213
2013	High	4111	0.27	6463	0.42	4774	0.31	15348
2013	Low	2494	0.27	3665	0.40	3100	0.33	9259
2013	Moderate	3192	0.29	3715	0.34	4121	0.37	11028
2014	High	4495	0.27	6788	0.41	5100	0.31	16383
2014	Low	2640	0.28	3737	0.40	3078	0.33	9455
2014	Moderate	3736	0.29	4577	0.35	4671	0.36	12984
2015	High	4215	0.26	6731	0.42	5101	0.32	16047
2015	Low	3146	0.28	4419	0.39	3648	0.33	11213
2015	Moderate	4118	0.29	5118	0.36	5132	0.36	14368
2016	High	5935	0.28	8731	0.41	6879	0.32	21545
2016	Low	3794	0.29	5073	0.39	3998	0.31	12865
2016	Moderate	4541	0.30	5198	0.35	5207	0.35	14946
2017	High	8574	0.28	12731	0.41	9499	0.31	30804
2017	Low	3818	0.27	5744	0.41	4592	0.32	14154
2017	Moderate	4614	0.29	5543	0.35	5833	0.36	15990
2018	High	4468	0.27	6859	0.42	5042	0.31	16369
2018	Low	3167	0.29	4367	0.40	3447	0.31	10981
2018	Moderate	3607	0.29	4519	0.36	4514	0.36	12640
2019	High	4874	0.28	6934	0.40	5474	0.32	17282
2019	Low	3200	0.28	4585	0.40	3755	0.33	11540
2019	Moderate	3612	0.29	4348	0.35	4291	0.35	12251
2020	High	3653	0.27	5420	0.40	4517	0.33	13590
2020	Low	1869	0.28	2643	0.40	2146	0.32	6658
2020	Moderate	2316	0.30	2789	0.36	2660	0.34	7765
2021	High	4976	0.27	7570	0.42	5552	0.31	18098
2021	Low	3969	0.27	5645	0.39	4872	0.34	14486
2021	Moderate	2790	0.28	3591	0.36	3610	0.36	9991

# All expansions
process_data("matrix_expansion_all_dif_region_top100only.csv", "Expansions, rows (hq), columns (branch)")

## Rows: 3 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
High	2956	0.28	4368	0.41	3341	0.31	10665
Low	2777	0.30	3714	0.40	2758	0.30	9249
Moderate	2303	0.30	2727	0.35	2670	0.35	7700

# Yearly expansions
process_data("matrix_expansion_yearly_dif_region_top100only.csv", "Expansions yearly, rows (hq), columns (branch)", TRUE)

## Rows: 30 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	High	594	0.26	962	0.43	704	0.31	2260
2013	Low	332	0.26	511	0.40	448	0.35	1291
2013	Moderate	477	0.30	532	0.33	584	0.37	1593
2014	High	177	0.27	275	0.41	215	0.32	667
2014	Low	86	0.28	121	0.39	104	0.33	311
2014	Moderate	167	0.29	188	0.33	222	0.38	577
2015	High	183	0.33	218	0.39	151	0.27	552
2015	Low	173	0.30	235	0.41	160	0.28	568
2015	Moderate	138	0.31	164	0.36	149	0.33	451
2016	High	897	0.27	1359	0.40	1118	0.33	3374
2016	Low	535	0.29	700	0.38	584	0.32	1819
2016	Moderate	681	0.30	827	0.36	790	0.34	2298
2017	High	207	0.29	303	0.43	200	0.28	710
2017	Low	138	0.32	185	0.42	114	0.26	437
2017	Moderate	139	0.29	171	0.36	166	0.35	476
2018	High	143	0.27	222	0.42	165	0.31	530
2018	Low	97	0.29	130	0.38	113	0.33	340
2018	Moderate	154	0.31	170	0.35	165	0.34	489
2019	High	108	0.31	133	0.39	103	0.30	344
2019	Low	54	0.28	83	0.43	54	0.28	191
2019	Moderate	79	0.33	77	0.32	82	0.34	238
2020	High	99	0.27	155	0.43	107	0.30	361
2020	Low	60	0.24	103	0.42	84	0.34	247
2020	Moderate	58	0.29	74	0.37	66	0.33	198
2021	High	103	0.31	133	0.40	96	0.29	332
2021	Low	117	0.30	132	0.34	142	0.36	391
2021	Moderate	60	0.35	67	0.39	46	0.27	173
2022	High	445	0.29	608	0.40	482	0.31	1535
2022	Low	1185	0.32	1514	0.41	955	0.26	3654
2022	Moderate	350	0.29	457	0.38	400	0.33	1207

# All expansions (10+)
process_data_no_outside("matrix_expansion_10_all_dif_region_top100only.csv", "Expansions 10+, rows (hq), columns (branch)")

## Rows: 3 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions 10+, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
High	2956	0.28	4368	0.41	3341	0.31	10665
Low	2777	0.30	3714	0.40	2758	0.30	9249
Moderate	2303	0.30	2727	0.35	2670	0.35	7700

# Yearly expansions (10+)
process_data_no_outside("matrix_expansion_10_yearly_dif_region_top100only.csv", "Expansions 10+ yearly, rows (hq), columns (branch)", TRUE)

## Rows: 30 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions 10+ yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	High	594	0.26	962	0.43	704	0.31	2260
2013	Low	332	0.26	511	0.40	448	0.35	1291
2013	Moderate	477	0.30	532	0.33	584	0.37	1593
2014	High	177	0.27	275	0.41	215	0.32	667
2014	Low	86	0.28	121	0.39	104	0.33	311
2014	Moderate	167	0.29	188	0.33	222	0.38	577
2015	High	183	0.33	218	0.39	151	0.27	552
2015	Low	173	0.30	235	0.41	160	0.28	568
2015	Moderate	138	0.31	164	0.36	149	0.33	451
2016	High	897	0.27	1359	0.40	1118	0.33	3374
2016	Low	535	0.29	700	0.38	584	0.32	1819
2016	Moderate	681	0.30	827	0.36	790	0.34	2298
2017	High	207	0.29	303	0.43	200	0.28	710
2017	Low	138	0.32	185	0.42	114	0.26	437
2017	Moderate	139	0.29	171	0.36	166	0.35	476
2018	High	143	0.27	222	0.42	165	0.31	530
2018	Low	97	0.29	130	0.38	113	0.33	340
2018	Moderate	154	0.31	170	0.35	165	0.34	489
2019	High	108	0.31	133	0.39	103	0.30	344
2019	Low	54	0.28	83	0.43	54	0.28	191
2019	Moderate	79	0.33	77	0.32	82	0.34	238
2020	High	99	0.27	155	0.43	107	0.30	361
2020	Low	60	0.24	103	0.42	84	0.34	247
2020	Moderate	58	0.29	74	0.37	66	0.33	198
2021	High	103	0.31	133	0.40	96	0.29	332
2021	Low	117	0.30	132	0.34	142	0.36	391
2021	Moderate	60	0.35	67	0.39	46	0.27	173
2022	High	445	0.29	608	0.40	482	0.31	1535
2022	Low	1185	0.32	1514	0.41	955	0.26	3654
2022	Moderate	350	0.29	457	0.38	400	0.33	1207

Matrix Region (East North Central) Counts

This breaks down by the number of births, deaths and expansions by HQ Region, creating a table for all years.

## Rows: 3 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Low	8636	0.44	5700	0.29	5418	0.27	19754
Moderate	8408	0.18	24430	0.51	14775	0.31	47613
OutsideRegion	144752	0.21	255083	0.37	295744	0.43	695579

## Rows: 30 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	Low	1401	0.43	990	0.31	848	0.26	3239
2013	Moderate	1799	0.20	4363	0.48	2836	0.32	8998
2013	OutsideRegion	21358	0.21	36319	0.36	42806	0.43	100483
2014	Low	929	0.44	647	0.31	545	0.26	2121
2014	Moderate	1020	0.18	3049	0.54	1546	0.28	5615
2014	OutsideRegion	14459	0.21	24796	0.36	28752	0.42	68007
2015	Low	899	0.47	533	0.28	473	0.25	1905
2015	Moderate	1079	0.18	2839	0.48	1955	0.33	5873
2015	OutsideRegion	13963	0.21	24336	0.36	28741	0.43	67040
2016	Low	1032	0.58	417	0.23	344	0.19	1793
2016	Moderate	1241	0.18	3342	0.47	2473	0.35	7056
2016	OutsideRegion	11316	0.20	20362	0.36	24156	0.43	55834
2017	Low	723	0.26	880	0.32	1155	0.42	2758
2017	Moderate	485	0.18	1368	0.49	914	0.33	2767
2017	OutsideRegion	9916	0.21	18024	0.38	19384	0.41	47324
2018	Low	951	0.47	569	0.28	485	0.24	2005
2018	Moderate	636	0.17	1962	0.53	1090	0.30	3688
2018	OutsideRegion	10979	0.21	19610	0.37	22646	0.43	53235
2019	Low	637	0.44	408	0.28	395	0.27	1440
2019	Moderate	635	0.17	1947	0.51	1230	0.32	3812
2019	OutsideRegion	11386	0.21	19887	0.36	23869	0.43	55142
2020	Low	564	0.44	381	0.30	338	0.26	1283
2020	Moderate	652	0.18	1864	0.53	1030	0.29	3546
2020	OutsideRegion	18470	0.22	31637	0.37	35641	0.42	85748
2021	Low	677	0.48	360	0.26	369	0.26	1406
2021	Moderate	345	0.13	1564	0.60	678	0.26	2587
2021	OutsideRegion	8333	0.21	14013	0.36	17074	0.43	39420
2022	Low	823	0.46	515	0.29	466	0.26	1804
2022	Moderate	516	0.14	2132	0.58	1023	0.28	3671
2022	OutsideRegion	24572	0.20	46099	0.37	52675	0.43	123346

## Rows: 3 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Low	5872	0.40	4766	0.32	4167	0.28	14805
Moderate	7984	0.18	21371	0.49	14431	0.33	43786
OutsideRegion	111026	0.21	191478	0.36	224798	0.43	527302

## Rows: 30 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2012	Low	544	0.42	432	0.33	331	0.25	1307
2012	Moderate	616	0.17	1883	0.53	1060	0.30	3559
2012	OutsideRegion	10382	0.22	17406	0.36	19961	0.42	47749
2013	Low	497	0.39	420	0.33	369	0.29	1286
2013	Moderate	796	0.18	2006	0.46	1535	0.35	4337
2013	OutsideRegion	9685	0.21	16701	0.36	19887	0.43	46273
2014	Low	586	0.38	485	0.32	452	0.30	1523
2014	Moderate	953	0.19	2419	0.47	1758	0.34	5130
2014	OutsideRegion	10807	0.21	18594	0.37	21351	0.42	50752
2015	Low	522	0.36	514	0.35	426	0.29	1462
2015	Moderate	1164	0.18	3050	0.48	2115	0.33	6329
2015	OutsideRegion	10613	0.21	19172	0.37	21754	0.42	51539
2016	Low	792	0.43	568	0.30	503	0.27	1863
2016	Moderate	849	0.19	2153	0.49	1433	0.32	4435
2016	OutsideRegion	14022	0.22	23451	0.36	26810	0.42	64283
2017	Low	815	0.41	650	0.32	543	0.27	2008
2017	Moderate	1071	0.19	2682	0.48	1807	0.32	5560
2017	OutsideRegion	15803	0.21	27575	0.36	32405	0.43	75783
2018	Low	623	0.45	418	0.30	339	0.25	1380
2018	Moderate	811	0.18	2238	0.49	1533	0.33	4582
2018	OutsideRegion	12234	0.21	21143	0.37	23932	0.42	57309
2019	Low	667	0.34	622	0.32	659	0.34	1948
2019	Moderate	775	0.18	1943	0.46	1532	0.36	4250
2019	OutsideRegion	10280	0.21	17321	0.36	20652	0.43	48253
2020	Low	310	0.42	220	0.30	200	0.27	730
2020	Moderate	421	0.18	1302	0.55	652	0.27	2375
2020	OutsideRegion	7113	0.20	12227	0.35	15708	0.45	35048
2021	Low	516	0.40	437	0.34	345	0.27	1298
2021	Moderate	528	0.16	1695	0.52	1006	0.31	3229
2021	OutsideRegion	10087	0.20	17888	0.36	22338	0.44	50313

## Rows: 3 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Low	397	0.45	262	0.30	229	0.26	888
Moderate	504	0.18	1298	0.47	935	0.34	2737
OutsideRegion	7482	0.22	12605	0.37	14162	0.41	34249

## Rows: 30 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	Low	60	0.39	51	0.33	42	0.27	153
2013	Moderate	106	0.18	253	0.43	229	0.39	588
2013	OutsideRegion	1371	0.21	2324	0.36	2846	0.44	6541
2014	Low	28	0.47	12	0.20	20	0.33	60
2014	Moderate	52	0.21	113	0.45	84	0.34	249
2014	OutsideRegion	403	0.20	747	0.37	877	0.43	2027
2015	Low	20	0.43	16	0.34	11	0.23	47
2015	Moderate	32	0.17	96	0.52	57	0.31	185
2015	OutsideRegion	430	0.22	771	0.39	786	0.40	1987
2016	Low	125	0.44	79	0.28	77	0.27	281
2016	Moderate	142	0.18	378	0.48	265	0.34	785
2016	OutsideRegion	2170	0.22	3614	0.36	4298	0.43	10082
2017	Low	27	0.49	16	0.29	12	0.22	55
2017	Moderate	29	0.19	79	0.53	41	0.28	149
2017	OutsideRegion	476	0.23	779	0.37	859	0.41	2114
2018	Low	29	0.52	18	0.32	9	0.16	56
2018	Moderate	35	0.21	74	0.45	56	0.34	165
2018	OutsideRegion	484	0.23	819	0.39	813	0.38	2116
2019	Low	15	0.48	11	0.35	5	0.16	31
2019	Moderate	16	0.19	32	0.38	36	0.43	84
2019	OutsideRegion	205	0.22	362	0.38	376	0.40	943
2020	Low	17	0.35	14	0.29	18	0.37	49
2020	Moderate	10	0.17	27	0.46	22	0.37	59
2020	OutsideRegion	209	0.21	384	0.38	414	0.41	1007
2021	Low	13	0.52	6	0.24	6	0.24	25
2021	Moderate	18	0.28	33	0.51	14	0.22	65
2021	OutsideRegion	225	0.21	348	0.33	484	0.46	1057
2022	Low	63	0.48	39	0.30	29	0.22	131
2022	Moderate	64	0.16	213	0.52	131	0.32	408
2022	OutsideRegion	1509	0.24	2457	0.39	2409	0.38	6375

Matrix Region (Middle Atlantic) Counts

This breaks down by the number of births, deaths and expansions by HQ Region, creating a table for all years.

## Rows: 4 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Low	4125	0.46	1876	0.21	3012	0.33	9013
Moderate	191	0.17	347	0.31	596	0.53	1134
High	14849	0.15	26703	0.27	56094	0.57	97646
OutsideRegion	142631	0.22	256287	0.39	256235	0.39	655153

## Rows: 40 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	Low	579	0.39	372	0.25	537	0.36	1488
2013	Moderate	61	0.20	98	0.33	142	0.47	301
2013	High	2764	0.16	4708	0.28	9610	0.56	17082
2013	OutsideRegion	21154	0.23	36494	0.39	36201	0.39	93849
2014	Low	390	0.43	205	0.22	317	0.35	912
2014	Moderate	25	0.19	37	0.29	67	0.52	129
2014	High	1736	0.14	3242	0.27	7012	0.58	11990
2014	OutsideRegion	14257	0.23	25008	0.40	23447	0.37	62712
2015	Low	471	0.52	175	0.19	265	0.29	911
2015	Moderate	14	0.12	32	0.27	72	0.61	118
2015	High	1536	0.15	2869	0.28	5758	0.57	10163
2015	OutsideRegion	13920	0.22	24632	0.39	25074	0.39	63626
2016	Low	292	0.37	220	0.28	275	0.35	787
2016	Moderate	10	0.11	21	0.24	57	0.65	88
2016	High	1153	0.14	2041	0.25	4979	0.61	8173
2016	OutsideRegion	12134	0.22	21839	0.39	21662	0.39	55635
2017	Low	312	0.47	145	0.22	200	0.30	657
2017	Moderate	3	0.05	26	0.40	36	0.55	65
2017	High	1205	0.16	2103	0.28	4095	0.55	7403
2017	OutsideRegion	9604	0.21	17998	0.40	17122	0.38	44724
2018	Low	513	0.58	161	0.18	215	0.24	889
2018	Moderate	11	0.12	29	0.33	49	0.55	89
2018	High	1347	0.16	2112	0.26	4808	0.58	8267
2018	OutsideRegion	10695	0.22	19839	0.40	19149	0.39	49683
2019	Low	525	0.49	183	0.17	363	0.34	1071
2019	Moderate	8	0.13	23	0.38	29	0.48	60
2019	High	1493	0.15	2898	0.29	5483	0.56	9874
2019	OutsideRegion	10632	0.22	19138	0.39	19619	0.40	49389
2020	Low	308	0.35	181	0.20	396	0.45	885
2020	Moderate	19	0.19	26	0.27	53	0.54	98
2020	High	1647	0.16	3177	0.31	5461	0.53	10285
2020	OutsideRegion	17712	0.22	30498	0.38	31099	0.39	79309
2021	Low	379	0.61	78	0.13	160	0.26	617
2021	Moderate	16	0.28	16	0.28	25	0.44	57
2021	High	702	0.13	1216	0.22	3514	0.65	5432
2021	OutsideRegion	8258	0.22	14627	0.39	14422	0.39	37307
2022	Low	356	0.45	156	0.20	284	0.36	796
2022	Moderate	24	0.19	39	0.30	66	0.51	129
2022	High	1266	0.14	2337	0.26	5374	0.60	8977
2022	OutsideRegion	24265	0.20	46214	0.39	48440	0.41	118919

## Rows: 4 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Low	2894	0.39	1839	0.25	2666	0.36	7399
Moderate	175	0.20	267	0.31	422	0.49	864
High	14914	0.16	27252	0.30	49341	0.54	91507
OutsideRegion	106899	0.22	188257	0.39	190967	0.39	486123

## Rows: 40 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2012	Low	181	0.38	125	0.26	166	0.35	472
2012	Moderate	17	0.20	11	0.13	57	0.67	85
2012	High	1360	0.17	2340	0.29	4461	0.55	8161
2012	OutsideRegion	9984	0.23	17245	0.39	16668	0.38	43897
2013	Low	238	0.44	121	0.22	184	0.34	543
2013	Moderate	28	0.24	34	0.30	53	0.46	115
2013	High	1292	0.16	2364	0.29	4404	0.55	8060
2013	OutsideRegion	9420	0.22	16608	0.38	17150	0.40	43178
2014	Low	313	0.45	146	0.21	229	0.33	688
2014	Moderate	15	0.17	27	0.30	48	0.53	90
2014	High	1405	0.16	2618	0.30	4690	0.54	8713
2014	OutsideRegion	10613	0.22	18707	0.39	18594	0.39	47914
2015	Low	248	0.41	135	0.22	220	0.36	603
2015	Moderate	22	0.17	49	0.37	60	0.46	131
2015	High	1182	0.15	2255	0.29	4274	0.55	7711
2015	OutsideRegion	10847	0.21	20297	0.40	19741	0.39	50885
2016	Low	305	0.41	175	0.24	255	0.35	735
2016	Moderate	44	0.24	58	0.32	78	0.43	180
2016	High	1596	0.16	2921	0.30	5310	0.54	9827
2016	OutsideRegion	13718	0.23	23018	0.38	23103	0.39	59839
2017	Low	431	0.42	251	0.25	336	0.33	1018
2017	Moderate	8	0.11	34	0.47	31	0.42	73
2017	High	3093	0.18	5527	0.32	8536	0.50	17156
2017	OutsideRegion	14157	0.22	25095	0.39	25852	0.40	65104
2018	Low	319	0.44	192	0.26	222	0.30	733
2018	Moderate	15	0.31	15	0.31	18	0.38	48
2018	High	1184	0.14	2444	0.30	4625	0.56	8253
2018	OutsideRegion	12150	0.22	21148	0.39	20939	0.39	54237
2019	Low	342	0.33	309	0.29	397	0.38	1048
2019	Moderate	7	0.13	10	0.19	35	0.67	52
2019	High	1347	0.16	2296	0.27	4722	0.56	8365
2019	OutsideRegion	10026	0.22	17271	0.38	17689	0.39	44986
2020	Low	232	0.32	173	0.24	321	0.44	726
2020	Moderate	9	0.25	13	0.36	14	0.39	36
2020	High	908	0.16	1623	0.28	3255	0.56	5786
2020	OutsideRegion	6695	0.21	11940	0.38	12970	0.41	31605
2021	Low	285	0.34	212	0.25	336	0.40	833
2021	Moderate	10	0.19	16	0.30	28	0.52	54
2021	High	1547	0.16	2864	0.30	5064	0.53	9475
2021	OutsideRegion	9289	0.21	16928	0.38	18261	0.41	44478

## Rows: 4 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Low	212	0.47	91	0.20	144	0.32	447
Moderate	37	0.31	43	0.36	38	0.32	118
High	843	0.16	1552	0.29	2974	0.55	5369
OutsideRegion	7291	0.23	12479	0.39	12170	0.38	31940

## Rows: 39 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	Low	31	0.46	16	0.24	21	0.31	68
2013	Moderate	5	0.31	5	0.31	6	0.38	16
2013	High	181	0.16	353	0.31	609	0.53	1143
2013	OutsideRegion	1320	0.22	2254	0.37	2481	0.41	6055
2014	Low	15	0.42	8	0.22	13	0.36	36
2014	Moderate	1	NA	NA	NA	1	NA	NA
2014	High	55	0.14	98	0.26	230	0.60	383
2014	OutsideRegion	412	0.22	766	0.40	737	0.38	1915
2015	Low	10	0.37	2	0.07	15	0.56	27
2015	Moderate	NA	NA	1	NA	NA	NA	NA
2015	High	67	0.22	83	0.27	152	0.50	302
2015	OutsideRegion	405	0.21	797	0.42	687	0.36	1889
2016	Low	66	0.49	27	0.20	41	0.31	134
2016	Moderate	30	0.33	36	0.40	24	0.27	90
2016	High	271	0.15	527	0.29	1031	0.56	1829
2016	OutsideRegion	2070	0.23	3481	0.38	3544	0.39	9095
2017	Low	10	0.43	5	0.22	8	0.35	23
2017	Moderate	NA	NA	NA	NA	1	NA	NA
2017	High	68	0.17	128	0.33	196	0.50	392
2017	OutsideRegion	454	0.24	741	0.39	707	0.37	1902
2018	Low	12	0.67	3	0.17	3	0.17	18
2018	Moderate	NA	NA	1	NA	NA	NA	NA
2018	High	51	0.17	80	0.26	172	0.57	303
2018	OutsideRegion	485	0.24	827	0.41	703	0.35	2015
2019	Low	5	0.42	3	0.25	4	0.33	12
2019	High	21	0.15	37	0.27	81	0.58	139
2019	OutsideRegion	210	0.23	365	0.40	332	0.37	907
2020	Low	2	0.14	6	0.43	6	0.43	14
2020	Moderate	NA	NA	NA	NA	1	NA	NA
2020	High	25	0.15	46	0.28	91	0.56	162
2020	OutsideRegion	209	0.22	373	0.40	356	0.38	938
2021	Low	7	0.32	3	0.14	12	0.55	22
2021	Moderate	NA	NA	NA	NA	1	NA	NA
2021	High	17	0.14	32	0.27	69	0.58	118
2021	OutsideRegion	232	0.23	352	0.35	422	0.42	1006
2022	Low	54	0.58	18	0.19	21	0.23	93
2022	Moderate	1	NA	NA	NA	4	NA	NA
2022	High	87	0.15	168	0.28	343	0.57	598
2022	OutsideRegion	1494	0.24	2523	0.41	2201	0.35	6218

Matrix Region (Mountain) Counts

This breaks down by the number of births, deaths and expansions by HQ Region, creating a table for all years.

## Rows: 4 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Low	5879	0.21	10488	0.38	11359	0.41	27726
Moderate	140	0.20	243	0.35	305	0.44	688
High	1668	0.17	3251	0.33	4999	0.50	9918
OutsideRegion	154109	0.21	271231	0.37	299274	0.41	724614

## Rows: 40 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	Low	466	0.20	839	0.37	989	0.43	2294
2013	Moderate	26	0.25	29	0.28	48	0.47	103
2013	High	281	0.17	541	0.33	834	0.50	1656
2013	OutsideRegion	23785	0.22	40263	0.37	44619	0.41	108667
2014	Low	387	0.22	703	0.39	691	0.39	1781
2014	Moderate	10	0.20	22	0.45	17	0.35	49
2014	High	239	0.19	394	0.31	658	0.51	1291
2014	OutsideRegion	15772	0.22	27373	0.38	29477	0.41	72622
2015	Low	571	0.22	1011	0.38	1044	0.40	2626
2015	Moderate	7	0.12	27	0.47	23	0.40	57
2015	High	168	0.15	376	0.34	572	0.51	1116
2015	OutsideRegion	15195	0.21	26294	0.37	29530	0.42	71019
2016	Low	207	0.21	379	0.38	410	0.41	996
2016	Moderate	4	0.08	13	0.25	35	0.67	52
2016	High	142	0.16	267	0.31	453	0.53	862
2016	OutsideRegion	13236	0.21	23462	0.37	26075	0.42	62773
2017	Low	236	0.23	365	0.36	424	0.41	1025
2017	Moderate	14	0.20	17	0.24	40	0.56	71
2017	High	124	0.16	280	0.37	356	0.47	760
2017	OutsideRegion	10750	0.21	19610	0.38	20633	0.40	50993
2018	Low	285	0.17	747	0.43	692	0.40	1724
2018	Moderate	10	0.21	12	0.25	26	0.54	48
2018	High	129	0.16	248	0.30	450	0.54	827
2018	OutsideRegion	12142	0.22	21134	0.38	23053	0.41	56329
2019	Low	350	0.25	522	0.37	522	0.37	1394
2019	Moderate	7	0.26	9	0.33	11	0.41	27
2019	High	169	0.17	330	0.34	478	0.49	977
2019	OutsideRegion	12132	0.21	21381	0.37	24483	0.42	57996
2020	Low	2895	0.21	5135	0.37	5714	0.42	13744
2020	Moderate	2	0.08	13	0.50	11	0.42	26
2020	High	184	0.20	337	0.37	395	0.43	916
2020	OutsideRegion	16605	0.22	28397	0.37	30889	0.41	75891
2021	Low	230	0.25	348	0.37	357	0.38	935
2021	Moderate	17	0.26	23	0.35	26	0.39	66
2021	High	59	0.13	127	0.28	265	0.59	451
2021	OutsideRegion	9049	0.22	15439	0.37	17473	0.42	41961
2022	Low	252	0.21	439	0.36	516	0.43	1207
2022	Moderate	43	0.23	78	0.41	68	0.36	189
2022	High	173	0.16	351	0.33	538	0.51	1062
2022	OutsideRegion	25443	0.20	47878	0.38	53042	0.42	126363

## Rows: 4 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Low	2806	0.21	5057	0.38	5322	0.40	13185
Moderate	69	0.20	140	0.40	141	0.40	350
High	1403	0.17	2718	0.33	4170	0.50	8291
OutsideRegion	120604	0.21	209700	0.37	233763	0.41	564067

## Rows: 40 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2012	Low	255	0.21	468	0.38	508	0.41	1231
2012	Moderate	2	0.10	6	0.30	12	0.60	20
2012	High	141	0.18	236	0.30	398	0.51	775
2012	OutsideRegion	11144	0.22	19011	0.38	20434	0.40	50589
2013	Low	277	0.20	519	0.38	583	0.42	1379
2013	Moderate	14	0.30	17	0.36	16	0.34	47
2013	High	134	0.16	279	0.33	426	0.51	839
2013	OutsideRegion	10553	0.21	18312	0.37	20766	0.42	49631
2014	Low	228	0.20	434	0.39	455	0.41	1117
2014	Moderate	18	0.40	11	0.24	16	0.36	45
2014	High	184	0.19	337	0.34	467	0.47	988
2014	OutsideRegion	11916	0.22	20716	0.37	22623	0.41	55255
2015	Low	328	0.22	574	0.39	571	0.39	1473
2015	Moderate	2	0.12	10	0.62	4	0.25	16
2015	High	103	0.15	233	0.34	352	0.51	688
2015	OutsideRegion	11866	0.21	21919	0.38	23368	0.41	57153
2016	Low	310	0.23	498	0.37	542	0.40	1350
2016	Moderate	4	0.11	20	0.54	13	0.35	37
2016	High	194	0.19	328	0.32	508	0.49	1030
2016	OutsideRegion	15155	0.22	25326	0.37	27683	0.41	68164
2017	Low	320	0.23	520	0.37	564	0.40	1404
2017	Moderate	6	0.14	18	0.41	20	0.45	44
2017	High	140	0.13	332	0.31	585	0.55	1057
2017	OutsideRegion	17223	0.21	30037	0.37	33586	0.42	80846
2018	Low	187	0.20	379	0.40	385	0.40	951
2018	Moderate	8	0.21	16	0.41	15	0.38	39
2018	High	135	0.17	266	0.34	376	0.48	777
2018	OutsideRegion	13338	0.22	23138	0.38	25028	0.41	61504
2019	Low	319	0.21	650	0.43	534	0.36	1503
2019	Moderate	2	0.05	15	0.41	20	0.54	37
2019	High	162	0.19	290	0.34	411	0.48	863
2019	OutsideRegion	11239	0.22	18931	0.36	21878	0.42	52048
2020	Low	146	0.20	274	0.37	322	0.43	742
2020	Moderate	5	0.14	20	0.56	11	0.31	36
2020	High	115	0.18	198	0.30	342	0.52	655
2020	OutsideRegion	7578	0.21	13257	0.36	15885	0.43	36720
2021	Low	436	0.21	741	0.36	858	0.42	2035
2021	Moderate	8	0.28	7	0.24	14	0.48	29
2021	High	95	0.15	219	0.35	305	0.49	619
2021	OutsideRegion	10592	0.20	19053	0.37	22512	0.43	52157

## Rows: 4 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Low	584	0.24	986	0.41	827	0.35	2397
Moderate	6	0.19	19	0.61	6	0.19	31
High	84	0.16	187	0.36	253	0.48	524
OutsideRegion	7709	0.22	12973	0.37	14240	0.41	34922

## Rows: 39 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	Low	23	0.16	66	0.47	51	0.36	140
2013	Moderate	2	0.18	8	0.73	1	0.09	11
2013	High	17	0.14	44	0.37	58	0.49	119
2013	OutsideRegion	1495	0.21	2510	0.36	3007	0.43	7012
2014	Low	4	0.15	14	0.52	9	0.33	27
2014	Moderate	NA	NA	1	NA	1	NA	NA
2014	High	9	0.29	10	0.32	12	0.39	31
2014	OutsideRegion	470	0.21	847	0.37	959	0.42	2276
2015	Low	7	0.17	14	0.33	21	0.50	42
2015	High	3	0.11	7	0.25	18	0.64	28
2015	OutsideRegion	472	0.22	862	0.40	815	0.38	2149
2016	Low	34	0.21	70	0.42	61	0.37	165
2016	Moderate	1	0.14	5	0.71	1	0.14	7
2016	High	34	0.19	61	0.34	84	0.47	179
2016	OutsideRegion	2368	0.22	3935	0.36	4494	0.42	10797
2017	Low	32	0.36	36	0.40	22	0.24	90
2017	Moderate	NA	NA	NA	NA	1	NA	NA
2017	High	2	0.08	12	0.50	10	0.42	24
2017	OutsideRegion	498	0.23	826	0.37	879	0.40	2203
2018	Low	9	0.32	8	0.29	11	0.39	28
2018	Moderate	NA	NA	1	NA	NA	NA	NA
2018	High	4	0.14	12	0.43	12	0.43	28
2018	OutsideRegion	535	0.23	890	0.39	855	0.38	2280
2019	Low	7	0.32	7	0.32	8	0.36	22
2019	Moderate	NA	NA	NA	NA	1	NA	NA
2019	High	4	0.31	2	0.15	7	0.54	13
2019	OutsideRegion	225	0.22	396	0.39	401	0.39	1022
2020	Low	15	0.29	18	0.35	18	0.35	51
2020	Moderate	NA	NA	2	NA	NA	NA	NA
2020	High	1	0.06	5	0.31	10	0.62	16
2020	OutsideRegion	220	0.21	400	0.38	426	0.41	1046
2021	Low	38	0.22	46	0.27	89	0.51	173
2021	Moderate	1	NA	NA	NA	NA	NA	NA
2021	High	1	0.09	3	0.27	7	0.64	11
2021	OutsideRegion	216	0.22	338	0.35	408	0.42	962
2022	Low	415	0.25	707	0.43	537	0.32	1659
2022	Moderate	2	0.40	2	0.40	1	0.20	5
2022	High	9	0.12	31	0.41	35	0.47	75
2022	OutsideRegion	1210	0.23	1969	0.38	1996	0.39	5175

Matrix Region (South Atlantic) Counts

This breaks down by the number of births, deaths and expansions by HQ Region, creating a table for all years.

## Rows: 4 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Low	26398	0.28	33268	0.35	35056	0.37	94722
Moderate	3137	0.21	7189	0.49	4299	0.29	14625
High	3939	0.14	6889	0.25	16809	0.61	27637
OutsideRegion	128322	0.20	237867	0.38	259773	0.41	625962

## Rows: 40 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	Low	3035	0.34	2911	0.32	3046	0.34	8992
2013	Moderate	581	0.25	1016	0.44	700	0.30	2297
2013	High	667	0.16	1186	0.29	2292	0.55	4145
2013	OutsideRegion	20275	0.21	36559	0.38	40452	0.42	97286
2014	Low	2337	0.36	1973	0.30	2207	0.34	6517
2014	Moderate	314	0.21	771	0.51	433	0.29	1518
2014	High	434	0.15	670	0.23	1752	0.61	2856
2014	OutsideRegion	13323	0.21	25078	0.39	26451	0.41	64852
2015	Low	2256	0.34	1991	0.30	2301	0.35	6548
2015	Moderate	319	0.22	782	0.53	375	0.25	1476
2015	High	370	0.14	675	0.25	1678	0.62	2723
2015	OutsideRegion	12996	0.20	24260	0.38	26815	0.42	64071
2016	Low	1739	0.34	1718	0.33	1698	0.33	5155
2016	Moderate	168	0.17	526	0.55	271	0.28	965
2016	High	379	0.15	576	0.23	1584	0.62	2539
2016	OutsideRegion	11303	0.20	21301	0.38	23420	0.42	56024
2017	Low	1248	0.34	1205	0.33	1223	0.33	3676
2017	Moderate	189	0.20	496	0.53	249	0.27	934
2017	High	323	0.14	546	0.24	1368	0.61	2237
2017	OutsideRegion	9364	0.20	18025	0.39	18613	0.40	46002
2018	Low	1621	0.33	1677	0.34	1610	0.33	4908
2018	Moderate	254	0.18	614	0.43	546	0.39	1414
2018	High	295	0.14	602	0.28	1260	0.58	2157
2018	OutsideRegion	10396	0.21	19248	0.38	20805	0.41	50449
2019	Low	1803	0.35	1573	0.31	1721	0.34	5097
2019	Moderate	299	0.21	657	0.46	463	0.33	1419
2019	High	294	0.13	590	0.26	1414	0.62	2298
2019	OutsideRegion	10262	0.20	19422	0.38	21896	0.42	51580
2020	Low	2206	0.34	2032	0.32	2179	0.34	6417
2020	Moderate	288	0.20	761	0.53	387	0.27	1436
2020	High	309	0.13	540	0.23	1512	0.64	2361
2020	OutsideRegion	16883	0.21	30549	0.38	32931	0.41	80363
2021	Low	1497	0.39	1144	0.30	1158	0.30	3799
2021	Moderate	423	0.24	804	0.46	507	0.29	1734
2021	High	280	0.12	482	0.21	1507	0.66	2269
2021	OutsideRegion	7155	0.20	13507	0.38	14949	0.42	35611
2022	Low	8656	0.20	17044	0.39	17913	0.41	43613
2022	Moderate	302	0.21	762	0.53	368	0.26	1432
2022	High	588	0.15	1022	0.25	2442	0.60	4052
2022	OutsideRegion	16365	0.21	29918	0.38	33441	0.42	79724

## Rows: 4 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Low	16141	0.32	16298	0.33	17591	0.35	50030
Moderate	2509	0.22	5222	0.45	3759	0.33	11490
High	3309	0.16	5714	0.27	11775	0.57	20798
OutsideRegion	102923	0.20	190381	0.38	210271	0.42	503575

## Rows: 40 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2012	Low	1519	0.35	1365	0.32	1418	0.33	4302
2012	Moderate	183	0.18	468	0.46	365	0.36	1016
2012	High	246	0.15	461	0.27	987	0.58	1694
2012	OutsideRegion	9594	0.21	17427	0.38	18582	0.41	45603
2013	Low	1343	0.31	1353	0.32	1575	0.37	4271
2013	Moderate	242	0.23	486	0.45	342	0.32	1070
2013	High	310	0.17	544	0.29	991	0.54	1845
2013	OutsideRegion	9083	0.20	16744	0.37	18883	0.42	44710
2014	Low	1361	0.31	1416	0.33	1562	0.36	4339
2014	Moderate	264	0.24	503	0.45	354	0.32	1121
2014	High	318	0.16	568	0.29	1089	0.55	1975
2014	OutsideRegion	10403	0.21	19011	0.38	20556	0.41	49970
2015	Low	1749	0.31	1874	0.34	1942	0.35	5565
2015	Moderate	258	0.21	626	0.51	337	0.28	1221
2015	High	374	0.16	721	0.31	1230	0.53	2325
2015	OutsideRegion	9918	0.20	19515	0.39	20786	0.41	50219
2016	Low	2202	0.33	2194	0.33	2183	0.33	6579
2016	Moderate	243	0.23	472	0.45	323	0.31	1038
2016	High	572	0.19	912	0.30	1562	0.51	3046
2016	OutsideRegion	12646	0.21	22594	0.38	24678	0.41	59918
2017	Low	2128	0.32	2271	0.34	2343	0.35	6742
2017	Moderate	253	0.19	680	0.51	403	0.30	1336
2017	High	419	0.16	645	0.25	1532	0.59	2596
2017	OutsideRegion	14889	0.20	27311	0.38	30477	0.42	72677
2018	Low	1933	0.33	1819	0.31	2067	0.36	5819
2018	Moderate	194	0.20	490	0.50	293	0.30	977
2018	High	246	0.14	466	0.26	1048	0.60	1760
2018	OutsideRegion	11295	0.21	21024	0.38	22396	0.41	54715
2019	Low	1476	0.32	1548	0.33	1630	0.35	4654
2019	Moderate	203	0.22	431	0.47	290	0.31	924
2019	High	261	0.15	462	0.26	1051	0.59	1774
2019	OutsideRegion	9782	0.21	17445	0.37	19872	0.42	47099
2020	Low	1027	0.33	1008	0.32	1116	0.35	3151
2020	Moderate	203	0.26	320	0.42	244	0.32	767
2020	High	242	0.15	397	0.25	968	0.60	1607
2020	OutsideRegion	6372	0.20	12024	0.37	14232	0.44	32628
2021	Low	1403	0.30	1450	0.31	1755	0.38	4608
2021	Moderate	466	0.23	746	0.37	808	0.40	2020
2021	High	321	0.15	538	0.25	1317	0.61	2176
2021	OutsideRegion	8941	0.19	17286	0.38	19809	0.43	46036

## Rows: 4 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Low	1183	0.33	1161	0.33	1190	0.34	3534
Moderate	163	0.22	350	0.47	235	0.31	748
High	218	0.16	341	0.25	817	0.59	1376
OutsideRegion	6819	0.21	12313	0.38	13084	0.41	32216

## Rows: 40 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	Low	154	0.25	208	0.34	245	0.40	607
2013	Moderate	21	0.19	44	0.39	48	0.42	113
2013	High	43	0.17	83	0.32	132	0.51	258
2013	OutsideRegion	1319	0.21	2293	0.36	2692	0.43	6304
2014	Low	59	0.33	60	0.34	58	0.33	177
2014	Moderate	9	0.20	25	0.56	11	0.24	45
2014	High	16	0.15	28	0.25	66	0.60	110
2014	OutsideRegion	399	0.20	759	0.38	846	0.42	2004
2015	Low	118	0.34	130	0.37	102	0.29	350
2015	Moderate	11	0.21	31	0.58	11	0.21	53
2015	High	7	0.11	15	0.25	39	0.64	61
2015	OutsideRegion	346	0.20	707	0.40	702	0.40	1755
2016	Low	392	0.38	308	0.30	338	0.33	1038
2016	Moderate	51	0.25	92	0.45	61	0.30	204
2016	High	68	0.17	95	0.24	240	0.60	403
2016	OutsideRegion	1926	0.20	3576	0.38	4001	0.42	9503
2017	Low	75	0.38	67	0.34	53	0.27	195
2017	Moderate	6	0.14	31	0.70	7	0.16	44
2017	High	11	0.14	14	0.18	53	0.68	78
2017	OutsideRegion	440	0.22	762	0.38	799	0.40	2001
2018	Low	60	0.37	57	0.35	46	0.28	163
2018	Moderate	6	0.14	19	0.45	17	0.40	42
2018	High	14	0.16	24	0.27	50	0.57	88
2018	OutsideRegion	468	0.23	811	0.40	765	0.37	2044
2019	Low	31	0.33	35	0.37	29	0.31	95
2019	Moderate	4	0.21	7	0.37	8	0.42	19
2019	High	7	0.14	15	0.29	29	0.57	51
2019	OutsideRegion	194	0.22	348	0.39	351	0.39	893
2020	Low	38	0.35	34	0.31	37	0.34	109
2020	Moderate	11	0.31	15	0.43	9	0.26	35
2020	High	9	0.17	13	0.24	32	0.59	54
2020	OutsideRegion	178	0.19	363	0.40	376	0.41	917
2021	Low	35	0.35	33	0.33	31	0.31	99
2021	Moderate	6	0.21	14	0.50	8	0.29	28
2021	High	10	0.21	8	0.17	30	0.62	48
2021	OutsideRegion	205	0.21	332	0.34	435	0.45	972
2022	Low	221	0.32	229	0.33	251	0.36	701
2022	Moderate	38	0.23	72	0.44	55	0.33	165
2022	High	33	0.15	46	0.20	146	0.65	225
2022	OutsideRegion	1344	0.23	2362	0.41	2117	0.36	5823

Matrix Region (West South Central) Counts

This breaks down by the number of births, deaths and expansions by HQ Region, creating a table for all years.

## Rows: 4 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Low	121	0.21	261	0.46	185	0.33	567
Moderate	5889	0.15	20216	0.52	12440	0.32	38545
High	1912	0.12	4874	0.30	9200	0.58	15986
OutsideRegion	153874	0.22	259862	0.37	294112	0.42	707848

## Rows: 40 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	Low	27	0.26	44	0.43	31	0.30	102
2013	Moderate	921	0.16	3097	0.53	1846	0.31	5864
2013	High	303	0.13	813	0.34	1296	0.54	2412
2013	OutsideRegion	23307	0.22	37718	0.36	43317	0.42	104342
2014	Low	40	0.27	68	0.45	42	0.28	150
2014	Moderate	641	0.16	2316	0.56	1173	0.28	4130
2014	High	209	0.11	587	0.32	1065	0.57	1861
2014	OutsideRegion	15518	0.22	25521	0.37	28563	0.41	69602
2015	Low	4	0.09	23	0.52	17	0.39	44
2015	Moderate	692	0.15	2560	0.54	1481	0.31	4733
2015	High	208	0.13	485	0.29	954	0.58	1647
2015	OutsideRegion	15037	0.22	24640	0.36	28717	0.42	68394
2016	Low	18	0.21	37	0.44	30	0.35	85
2016	Moderate	928	0.19	2314	0.47	1639	0.34	4881
2016	High	337	0.15	779	0.35	1128	0.50	2244
2016	OutsideRegion	12306	0.21	20991	0.37	24176	0.42	57473
2017	Low	6	0.25	9	0.38	9	0.38	24
2017	Moderate	432	0.15	1432	0.51	954	0.34	2818
2017	High	217	0.15	469	0.32	783	0.53	1469
2017	OutsideRegion	10469	0.22	18362	0.38	19707	0.41	48538
2018	Low	8	0.22	13	0.36	15	0.42	36
2018	Moderate	495	0.15	1686	0.52	1067	0.33	3248
2018	High	214	0.14	516	0.34	772	0.51	1502
2018	OutsideRegion	11849	0.22	19926	0.37	22367	0.41	54142
2019	Low	8	0.30	10	0.37	9	0.33	27
2019	Moderate	472	0.14	1770	0.53	1095	0.33	3337
2019	High	150	0.10	373	0.26	925	0.64	1448
2019	OutsideRegion	12028	0.22	20089	0.36	23465	0.42	55582
2020	Low	1	0.04	14	0.50	13	0.46	28
2020	Moderate	423	0.14	1564	0.53	943	0.32	2930
2020	High	102	0.09	322	0.27	758	0.64	1182
2020	OutsideRegion	19160	0.22	31982	0.37	35295	0.41	86437
2021	Low	5	0.16	18	0.58	8	0.26	31
2021	Moderate	229	0.11	1313	0.61	626	0.29	2168
2021	High	94	0.10	244	0.27	559	0.62	897
2021	OutsideRegion	9027	0.22	14362	0.36	16928	0.42	40317
2022	Low	4	0.10	25	0.62	11	0.28	40
2022	Moderate	656	0.15	2164	0.49	1616	0.36	4436
2022	High	78	0.06	286	0.22	960	0.73	1324
2022	OutsideRegion	25173	0.20	46271	0.38	51577	0.42	123021

## Rows: 4 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Low	153	0.24	259	0.40	229	0.36	641
Moderate	4946	0.16	15116	0.50	10118	0.34	30180
High	1909	0.14	4734	0.34	7192	0.52	13835
OutsideRegion	117874	0.22	197506	0.36	225857	0.42	541237

## Rows: 40 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2012	Low	13	0.30	16	0.36	15	0.34	44
2012	Moderate	346	0.15	1246	0.54	715	0.31	2307
2012	High	152	0.15	356	0.34	531	0.51	1039
2012	OutsideRegion	11031	0.22	18103	0.37	20091	0.41	49225
2013	Low	24	0.32	26	0.34	26	0.34	76
2013	Moderate	412	0.15	1451	0.54	833	0.31	2696
2013	High	134	0.14	344	0.35	507	0.51	985
2013	OutsideRegion	10408	0.22	17306	0.36	20425	0.42	48139
2014	Low	16	0.22	34	0.47	23	0.32	73
2014	Moderate	533	0.18	1538	0.51	934	0.31	3005
2014	High	174	0.15	390	0.34	581	0.51	1145
2014	OutsideRegion	11623	0.22	19536	0.37	22023	0.41	53182
2015	Low	13	0.21	26	0.42	23	0.37	62
2015	Moderate	573	0.16	1729	0.48	1300	0.36	3602
2015	High	149	0.12	477	0.37	650	0.51	1276
2015	OutsideRegion	11564	0.21	20504	0.38	22322	0.41	54390
2016	Low	19	0.25	25	0.32	33	0.43	77
2016	Moderate	796	0.19	2135	0.50	1346	0.31	4277
2016	High	222	0.13	605	0.35	914	0.52	1741
2016	OutsideRegion	14626	0.23	23407	0.36	26453	0.41	64486
2017	Low	27	0.22	55	0.45	41	0.33	123
2017	Moderate	638	0.15	2183	0.50	1538	0.35	4359
2017	High	238	0.13	605	0.33	974	0.54	1817
2017	OutsideRegion	16786	0.22	28064	0.36	32202	0.42	77052
2018	Low	16	0.23	26	0.37	28	0.40	70
2018	Moderate	446	0.15	1498	0.50	1027	0.35	2971
2018	High	248	0.14	622	0.36	851	0.49	1721
2018	OutsideRegion	12958	0.22	21653	0.37	23898	0.41	58509
2019	Low	13	0.21	31	0.51	17	0.28	61
2019	Moderate	504	0.19	1264	0.47	910	0.34	2678
2019	High	200	0.13	482	0.32	806	0.54	1488
2019	OutsideRegion	11005	0.22	18109	0.36	21110	0.42	50224
2020	Low	4	0.33	5	0.42	3	0.25	12
2020	Moderate	374	0.17	1024	0.46	823	0.37	2221
2020	High	242	0.16	524	0.34	758	0.50	1524
2020	OutsideRegion	7224	0.21	12196	0.35	14976	0.44	34396
2021	Low	8	0.19	15	0.35	20	0.47	43
2021	Moderate	324	0.16	1048	0.51	692	0.34	2064
2021	High	150	0.14	329	0.30	620	0.56	1099
2021	OutsideRegion	10649	0.21	18628	0.36	22357	0.43	51634

## Rows: 4 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Low	15	0.22	23	0.33	31	0.45	69
Moderate	371	0.18	1069	0.51	637	0.31	2077
High	129	0.14	299	0.33	474	0.53	902
OutsideRegion	7868	0.23	12774	0.37	14184	0.41	34826

## Rows: 38 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	Low	5	0.26	7	0.37	7	0.37	19
2013	Moderate	75	0.19	178	0.46	134	0.35	387
2013	High	12	0.10	42	0.35	66	0.55	120
2013	OutsideRegion	1445	0.21	2401	0.36	2910	0.43	6756
2014	Low	NA	NA	4	NA	1	NA	NA
2014	Moderate	22	0.15	67	0.47	53	0.37	142
2014	High	7	0.11	17	0.28	37	0.61	61
2014	OutsideRegion	454	0.21	784	0.37	890	0.42	2128
2015	Low	NA	NA	1	NA	1	NA	NA
2015	Moderate	23	0.17	73	0.54	38	0.28	134
2015	High	7	0.10	28	0.42	32	0.48	67
2015	OutsideRegion	452	0.22	781	0.39	783	0.39	2016
2016	Low	5	0.25	5	0.25	10	0.50	20
2016	Moderate	116	0.17	367	0.53	208	0.30	691
2016	High	44	0.14	101	0.33	161	0.53	306
2016	OutsideRegion	2272	0.22	3598	0.36	4261	0.42	10131
2017	Low	3	0.25	4	0.33	5	0.42	12
2017	Moderate	26	0.21	57	0.46	40	0.33	123
2017	High	8	0.18	11	0.24	26	0.58	45
2017	OutsideRegion	495	0.23	802	0.38	841	0.39	2138
2018	Low	1	NA	NA	NA	5	NA	NA
2018	Moderate	26	0.20	68	0.53	34	0.27	128
2018	High	8	0.19	17	0.40	17	0.40	42
2018	OutsideRegion	513	0.24	826	0.38	822	0.38	2161
2019	Moderate	8	0.12	38	0.59	18	0.28	64
2019	High	6	0.18	9	0.27	18	0.55	33
2019	OutsideRegion	222	0.23	358	0.37	381	0.40	961
2020	Low	NA	NA	1	NA	NA	NA	NA
2020	Moderate	7	0.12	32	0.55	19	0.33	58
2020	High	6	0.24	12	0.48	7	0.28	25
2020	OutsideRegion	223	0.22	380	0.37	428	0.42	1031
2021	Moderate	9	0.18	28	0.56	13	0.26	50
2021	High	5	0.13	9	0.23	25	0.64	39
2021	OutsideRegion	242	0.23	350	0.33	466	0.44	1058
2022	Low	1	0.25	1	0.25	2	0.50	4
2022	Moderate	59	0.20	161	0.54	80	0.27	300
2022	High	26	0.16	53	0.32	85	0.52	164
2022	OutsideRegion	1550	0.24	2494	0.39	2402	0.37	6446

Matrix Region (Pacific) Counts

This breaks down by the number of births, deaths and expansions by HQ Region, creating a table for all years.

## Rows: 3 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Low	25	0.14	43	0.24	113	0.62	181
High	10480	0.17	19937	0.33	30631	0.50	61048
OutsideRegion	151291	0.22	265233	0.38	285193	0.41	701717

## Rows: 30 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	Low	NA	NA	2	NA	32	NA	NA
2013	High	2447	0.20	4046	0.32	6012	0.48	12505
2013	OutsideRegion	22111	0.22	37624	0.38	40446	0.40	100181
2014	Low	5	0.22	5	0.22	13	0.57	23
2014	High	968	0.16	1885	0.31	3202	0.53	6055
2014	OutsideRegion	15435	0.22	26602	0.38	27628	0.40	69665
2015	Low	5	0.38	2	0.15	6	0.46	13
2015	High	1131	0.17	2267	0.35	3169	0.48	6567
2015	OutsideRegion	14805	0.22	25439	0.37	27994	0.41	68238
2016	Low	NA	NA	1	NA	10	NA	NA
2016	High	760	0.16	1496	0.31	2600	0.54	4856
2016	OutsideRegion	12829	0.21	22624	0.38	24363	0.41	59816
2017	Low	3	0.30	2	0.20	5	0.50	10
2017	High	783	0.19	1524	0.36	1908	0.45	4215
2017	OutsideRegion	10338	0.21	18746	0.39	19540	0.40	48624
2018	Low	1	0.33	1	0.33	1	0.33	3
2018	High	901	0.16	1844	0.33	2823	0.51	5568
2018	OutsideRegion	11664	0.22	20296	0.38	21397	0.40	53357
2019	Low	7	0.16	21	0.48	16	0.36	44
2019	High	907	0.17	1700	0.33	2617	0.50	5224
2019	OutsideRegion	11744	0.21	20521	0.37	22861	0.41	55126
2020	Low	NA	NA	3	NA	2	NA	NA
2020	High	857	0.17	1708	0.34	2486	0.49	5051
2020	OutsideRegion	18829	0.22	32171	0.38	34521	0.40	85521
2021	Low	1	NA	NA	NA	17	NA	NA
2021	High	641	0.16	1223	0.31	2071	0.53	3935
2021	OutsideRegion	8713	0.22	14714	0.37	16033	0.41	39460
2022	Low	3	0.15	6	0.30	11	0.55	20
2022	High	1085	0.15	2244	0.32	3743	0.53	7072
2022	OutsideRegion	24823	0.20	46496	0.38	50410	0.41	121729

## Rows: 3 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Low	32	0.17	42	0.22	113	0.60	187
High	8116	0.18	15116	0.33	22475	0.49	45707
OutsideRegion	116734	0.22	202457	0.37	220808	0.41	539999

## Rows: 30 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2012	Low	NA	NA	NA	NA	14	NA	NA
2012	High	1474	0.23	2162	0.33	2839	0.44	6475
2012	OutsideRegion	10068	0.22	17559	0.38	18499	0.40	46126
2013	Low	NA	NA	2	NA	34	NA	NA
2013	High	581	0.16	1262	0.34	1883	0.51	3726
2013	OutsideRegion	10397	0.22	17863	0.37	19874	0.41	48134
2014	Low	2	0.18	1	0.09	8	0.73	11
2014	High	578	0.17	1111	0.33	1693	0.50	3382
2014	OutsideRegion	11766	0.22	20386	0.38	21860	0.40	54012
2015	Low	3	0.21	5	0.36	6	0.43	14
2015	High	709	0.16	1544	0.35	2106	0.48	4359
2015	OutsideRegion	11587	0.21	21187	0.39	22183	0.40	54957
2016	Low	8	0.40	4	0.20	8	0.40	20
2016	High	995	0.19	1675	0.32	2642	0.50	5312
2016	OutsideRegion	14660	0.22	24493	0.38	26096	0.40	65249
2017	Low	7	0.21	12	0.36	14	0.42	33
2017	High	1045	0.16	2114	0.33	3323	0.51	6482
2017	OutsideRegion	16637	0.22	28781	0.37	31418	0.41	76836
2018	Low	2	NA	NA	NA	5	NA	NA
2018	High	664	0.18	1216	0.33	1851	0.50	3731
2018	OutsideRegion	13002	0.22	22583	0.38	23948	0.40	59533
2019	Low	2	0.25	3	0.38	3	0.38	8
2019	High	668	0.17	1271	0.33	1923	0.50	3862
2019	OutsideRegion	11052	0.22	18612	0.37	20917	0.41	50581
2020	Low	1	0.11	3	0.33	5	0.56	9
2020	High	628	0.16	1262	0.33	1964	0.51	3854
2020	OutsideRegion	7215	0.21	12484	0.36	14591	0.43	34290
2021	Low	7	0.20	12	0.34	16	0.46	35
2021	High	774	0.17	1499	0.33	2251	0.50	4524
2021	OutsideRegion	10350	0.21	18509	0.37	21422	0.43	50281

## Rows: 3 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Low	2	0.11	5	0.26	12	0.63	19
High	531	0.18	960	0.33	1391	0.48	2882
OutsideRegion	7850	0.22	13200	0.38	13923	0.40	34973

## Rows: 26 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	Low	NA	NA	NA	NA	4	NA	NA
2013	High	102	0.16	231	0.37	294	0.47	627
2013	OutsideRegion	1435	0.22	2397	0.36	2819	0.42	6651
2014	High	29	0.18	58	0.35	77	0.47	164
2014	OutsideRegion	454	0.21	814	0.37	904	0.42	2172
2015	Low	NA	NA	2	NA	NA	NA	NA
2015	High	29	0.20	47	0.33	66	0.46	142
2015	OutsideRegion	453	0.22	834	0.40	788	0.38	2075
2016	Low	1	0.33	1	0.33	1	0.33	3
2016	High	152	0.18	265	0.32	418	0.50	835
2016	OutsideRegion	2284	0.22	3805	0.37	4221	0.41	10310
2017	High	42	0.21	57	0.29	99	0.50	198
2017	OutsideRegion	490	0.23	817	0.39	813	0.38	2120
2018	High	23	0.18	47	0.36	60	0.46	130
2018	OutsideRegion	525	0.24	864	0.39	818	0.37	2207
2019	Low	1	NA	NA	NA	NA	NA	NA
2019	High	19	0.19	39	0.39	42	0.42	100
2019	OutsideRegion	216	0.23	366	0.38	375	0.39	957
2020	High	19	0.15	44	0.34	65	0.51	128
2020	OutsideRegion	217	0.22	381	0.39	389	0.39	987
2021	Low	NA	NA	1	NA	1	NA	NA
2021	High	25	0.21	37	0.31	56	0.47	118
2021	OutsideRegion	231	0.22	349	0.34	447	0.44	1027
2022	Low	NA	NA	1	NA	6	NA	NA
2022	High	91	0.21	135	0.31	214	0.49	440
2022	OutsideRegion	1545	0.24	2573	0.40	2349	0.36	6467

Matrix Region (New England) Counts

This breaks down by the number of births, deaths and expansions by HQ Region, creating a table for all years.

## Rows: 4 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Low	43	0.15	127	0.45	114	0.40	284
Moderate	3621	0.15	12768	0.51	8425	0.34	24814
High	1438	0.19	2757	0.36	3393	0.45	7588
OutsideRegion	156694	0.21	269561	0.37	304005	0.42	730260

## Rows: 40 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	Low	9	0.24	17	0.45	12	0.32	38
2013	Moderate	586	0.16	1796	0.50	1182	0.33	3564
2013	High	304	0.19	604	0.38	665	0.42	1573
2013	OutsideRegion	23659	0.22	39255	0.37	44631	0.41	107545
2014	Low	17	0.24	24	0.33	31	0.43	72
2014	Moderate	610	0.17	1685	0.48	1208	0.34	3503
2014	High	174	0.17	356	0.34	515	0.49	1045
2014	OutsideRegion	15607	0.22	26427	0.37	29089	0.41	71123
2015	Low	3	0.10	11	0.38	15	0.52	29
2015	Moderate	412	0.16	1144	0.45	990	0.39	2546
2015	High	290	0.19	531	0.35	697	0.46	1518
2015	OutsideRegion	15236	0.22	26022	0.37	29467	0.42	70725
2016	Low	2	0.11	7	0.39	9	0.50	18
2016	Moderate	308	0.11	1614	0.57	895	0.32	2817
2016	High	126	0.21	203	0.34	262	0.44	591
2016	OutsideRegion	13153	0.21	22297	0.36	25807	0.42	61257
2017	Low	2	0.10	14	0.70	4	0.20	20
2017	Moderate	307	0.16	896	0.47	718	0.37	1921
2017	High	103	0.20	210	0.40	206	0.40	519
2017	OutsideRegion	10712	0.21	19152	0.38	20525	0.41	50389
2018	Low	2	0.18	5	0.45	4	0.36	11
2018	Moderate	279	0.14	1113	0.55	645	0.32	2037
2018	High	112	0.18	216	0.35	295	0.47	623
2018	OutsideRegion	12173	0.22	20807	0.37	23277	0.41	56257
2019	Low	NA	NA	4	NA	3	NA	NA
2019	Moderate	350	0.14	1214	0.48	953	0.38	2517
2019	High	112	0.20	206	0.37	236	0.43	554
2019	OutsideRegion	12196	0.21	20818	0.36	24302	0.42	57316
2020	Low	5	0.09	21	0.40	27	0.51	53
2020	Moderate	311	0.14	1153	0.51	801	0.35	2265
2020	High	61	0.16	144	0.38	178	0.46	383
2020	OutsideRegion	19309	0.22	32564	0.37	36003	0.41	87876
2021	Low	2	0.13	8	0.53	5	0.33	15
2021	Moderate	193	0.12	1016	0.62	432	0.26	1641
2021	High	53	0.19	89	0.32	137	0.49	279
2021	OutsideRegion	9107	0.22	14824	0.36	17547	0.42	41478
2022	Low	1	0.05	16	0.76	4	0.19	21
2022	Moderate	265	0.13	1137	0.57	601	0.30	2003
2022	High	103	0.20	198	0.39	202	0.40	503
2022	OutsideRegion	25542	0.20	47395	0.38	53357	0.42	126294

## Rows: 4 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Low	63	0.21	120	0.41	112	0.38	295
Moderate	3104	0.16	9328	0.48	7063	0.36	19495
High	1429	0.18	2715	0.35	3694	0.47	7838
OutsideRegion	120286	0.22	205452	0.37	232527	0.42	558265

## Rows: 40 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2012	Low	9	0.33	12	0.44	6	0.22	27
2012	Moderate	229	0.16	676	0.47	546	0.38	1451
2012	High	79	0.18	155	0.35	208	0.47	442
2012	OutsideRegion	11225	0.22	18878	0.37	20592	0.41	50695
2013	Low	5	0.17	16	0.53	9	0.30	30
2013	Moderate	270	0.18	650	0.43	581	0.39	1501
2013	High	91	0.17	211	0.40	220	0.42	522
2013	OutsideRegion	10612	0.21	18250	0.37	20981	0.42	49843
2014	Low	7	0.26	13	0.48	7	0.26	27
2014	Moderate	328	0.17	873	0.45	719	0.37	1920
2014	High	119	0.19	219	0.34	301	0.47	639
2014	OutsideRegion	11892	0.22	20393	0.37	22534	0.41	54819
2015	Low	9	0.16	24	0.44	22	0.40	55
2015	Moderate	303	0.17	838	0.47	647	0.36	1788
2015	High	112	0.20	178	0.31	281	0.49	571
2015	OutsideRegion	11875	0.21	21696	0.38	23345	0.41	56916
2016	Low	7	0.18	15	0.39	16	0.42	38
2016	Moderate	385	0.15	1256	0.48	976	0.37	2617
2016	High	162	0.16	369	0.35	511	0.49	1042
2016	OutsideRegion	15109	0.23	24532	0.37	27243	0.41	66884
2017	Low	7	0.17	14	0.33	21	0.50	42
2017	Moderate	418	0.16	1300	0.48	978	0.36	2696
2017	High	193	0.17	374	0.32	586	0.51	1153
2017	OutsideRegion	17071	0.21	29219	0.37	33170	0.42	79460
2018	Low	6	0.29	5	0.24	10	0.48	21
2018	Moderate	353	0.15	1216	0.51	803	0.34	2372
2018	High	134	0.18	268	0.37	328	0.45	730
2018	OutsideRegion	13175	0.22	22310	0.37	24663	0.41	60148
2019	Low	7	0.28	10	0.40	8	0.32	25
2019	Moderate	405	0.18	1024	0.45	830	0.37	2259
2019	High	297	0.20	513	0.35	670	0.45	1480
2019	OutsideRegion	11013	0.22	18339	0.36	21335	0.42	50687
2020	Low	1	0.11	4	0.44	4	0.44	9
2020	Moderate	188	0.15	608	0.48	467	0.37	1263
2020	High	94	0.17	171	0.32	273	0.51	538
2020	OutsideRegion	7561	0.21	12966	0.36	15816	0.44	36343
2021	Low	5	0.24	7	0.33	9	0.43	21
2021	Moderate	225	0.14	887	0.54	516	0.32	1628
2021	High	148	0.21	257	0.36	316	0.44	721
2021	OutsideRegion	10753	0.20	18869	0.36	22848	0.44	52470

## Rows: 4 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Low	4	0.15	12	0.44	11	0.41	27
Moderate	204	0.17	629	0.52	382	0.31	1215
High	58	0.16	137	0.38	168	0.46	363
OutsideRegion	8117	0.22	13387	0.37	14765	0.41	36269

## Rows: 36 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	Low	NA	NA	5	NA	4	NA	NA
2013	Moderate	63	0.24	110	0.42	89	0.34	262
2013	High	15	0.21	23	0.32	33	0.46	71
2013	OutsideRegion	1459	0.21	2490	0.36	2991	0.43	6940
2014	Low	NA	NA	2	NA	NA	NA	NA
2014	Moderate	10	0.13	39	0.52	26	0.35	75
2014	High	4	0.15	10	0.38	12	0.46	26
2014	OutsideRegion	469	0.21	821	0.37	943	0.42	2233
2015	Low	1	NA	1	NA	NA	NA	NA
2015	Moderate	12	0.14	49	0.58	24	0.28	85
2015	High	4	0.20	8	0.40	8	0.40	20
2015	OutsideRegion	465	0.22	825	0.39	822	0.39	2112
2016	Low	2	0.17	4	0.33	6	0.50	12
2016	Moderate	59	0.16	189	0.51	122	0.33	370
2016	High	10	0.09	41	0.38	58	0.53	109
2016	OutsideRegion	2366	0.22	3837	0.36	4454	0.42	10657
2017	Low	NA	NA	NA	NA	1	NA	NA
2017	Moderate	12	0.12	43	0.45	41	0.43	96
2017	High	3	0.13	11	0.48	9	0.39	23
2017	OutsideRegion	517	0.24	820	0.37	861	0.39	2198
2018	Moderate	10	0.13	48	0.62	20	0.26	78
2018	High	1	0.04	11	0.48	11	0.48	23
2018	OutsideRegion	537	0.24	852	0.38	847	0.38	2236
2019	Moderate	9	0.20	26	0.59	9	0.20	44
2019	High	6	0.33	7	0.39	5	0.28	18
2019	OutsideRegion	221	0.22	372	0.37	403	0.40	996
2020	Moderate	6	0.16	23	0.61	9	0.24	38
2020	High	2	0.17	2	0.17	8	0.67	12
2020	OutsideRegion	228	0.21	400	0.38	437	0.41	1065
2021	Moderate	6	0.24	14	0.56	5	0.20	25
2021	High	2	0.50	1	0.25	1	0.25	4
2021	OutsideRegion	248	0.22	372	0.33	498	0.45	1118
2022	Low	1	NA	NA	NA	NA	NA	NA
2022	Moderate	17	0.12	88	0.62	37	0.26	142
2022	High	11	0.19	23	0.40	23	0.40	57
2022	OutsideRegion	1607	0.24	2598	0.39	2509	0.37	6714

Matrix Region (West North Central) Counts

This breaks down by the number of births, deaths and expansions by HQ Region, creating a table for all years.

## Rows: 3 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Low	6751	0.29	8732	0.38	7544	0.33	23027
Moderate	3512	0.16	13158	0.61	5073	0.23	21743
OutsideRegion	151533	0.21	263323	0.37	303320	0.42	718176

## Rows: 30 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	Low	504	0.31	583	0.36	531	0.33	1618
2013	Moderate	567	0.15	2269	0.60	927	0.25	3763
2013	OutsideRegion	23487	0.22	38820	0.36	45032	0.42	107339
2014	Low	405	0.38	398	0.37	265	0.25	1068
2014	Moderate	416	0.17	1541	0.62	544	0.22	2501
2014	OutsideRegion	15587	0.22	26553	0.37	30034	0.42	72174
2015	Low	299	0.31	357	0.37	309	0.32	965
2015	Moderate	412	0.17	1377	0.57	619	0.26	2408
2015	OutsideRegion	15230	0.21	25974	0.36	30241	0.42	71445
2016	Low	439	0.27	574	0.35	623	0.38	1636
2016	Moderate	272	0.16	1010	0.61	386	0.23	1668
2016	OutsideRegion	12878	0.21	22537	0.37	25964	0.42	61379
2017	Low	588	0.27	1303	0.60	292	0.13	2183
2017	Moderate	390	0.22	937	0.53	444	0.25	1771
2017	OutsideRegion	10146	0.21	18032	0.37	20717	0.42	48895
2018	Low	239	0.35	251	0.37	196	0.29	686
2018	Moderate	332	0.15	1206	0.56	610	0.28	2148
2018	OutsideRegion	11995	0.21	20684	0.37	23415	0.42	56094
2019	Low	297	0.38	261	0.33	231	0.29	789
2019	Moderate	458	0.17	1600	0.58	690	0.25	2748
2019	OutsideRegion	11903	0.21	20381	0.36	24573	0.43	56857
2020	Low	2785	0.26	3541	0.33	4276	0.40	10602
2020	Moderate	253	0.15	1091	0.66	320	0.19	1664
2020	OutsideRegion	16648	0.21	29250	0.37	32413	0.41	78311
2021	Low	239	0.54	125	0.28	81	0.18	445
2021	Moderate	199	0.14	1023	0.72	201	0.14	1423
2021	OutsideRegion	8917	0.21	14789	0.36	17839	0.43	41545
2022	Low	956	0.31	1339	0.44	740	0.24	3035
2022	Moderate	213	0.13	1104	0.67	332	0.20	1649
2022	OutsideRegion	24742	0.20	46303	0.37	53092	0.43	124137

## Rows: 3 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Low	2869	0.29	3742	0.37	3449	0.34	10060
Moderate	3199	0.18	9736	0.55	4862	0.27	17797
OutsideRegion	118814	0.21	204137	0.37	235085	0.42	558036

## Rows: 30 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2012	Low	154	0.33	188	0.40	125	0.27	467
2012	Moderate	308	0.18	920	0.55	444	0.27	1672
2012	OutsideRegion	11080	0.22	18613	0.37	20783	0.41	50476
2013	Low	201	0.29	255	0.37	233	0.34	689
2013	Moderate	340	0.20	847	0.50	495	0.29	1682
2013	OutsideRegion	10437	0.21	18025	0.36	21063	0.43	49525
2014	Low	241	0.33	248	0.34	239	0.33	728
2014	Moderate	302	0.18	904	0.53	495	0.29	1701
2014	OutsideRegion	11803	0.21	20346	0.37	22827	0.42	54976
2015	Low	267	0.32	306	0.37	258	0.31	831
2015	Moderate	274	0.18	850	0.55	414	0.27	1538
2015	OutsideRegion	11758	0.21	21580	0.38	23623	0.41	56961
2016	Low	263	0.32	299	0.36	261	0.32	823
2016	Moderate	440	0.18	1305	0.52	761	0.30	2506
2016	OutsideRegion	14960	0.22	24568	0.37	27724	0.41	67252
2017	Low	434	0.30	554	0.38	451	0.31	1439
2017	Moderate	393	0.18	1195	0.54	645	0.29	2233
2017	OutsideRegion	16862	0.21	29158	0.37	33659	0.42	79679
2018	Low	290	0.29	377	0.37	350	0.34	1017
2018	Moderate	305	0.17	996	0.55	497	0.28	1798
2018	OutsideRegion	13073	0.22	22426	0.37	24957	0.41	60456
2019	Low	228	0.33	278	0.40	187	0.27	693
2019	Moderate	291	0.19	924	0.60	321	0.21	1536
2019	OutsideRegion	11203	0.21	18684	0.36	22335	0.43	52222
2020	Low	148	0.35	133	0.32	140	0.33	421
2020	Moderate	216	0.17	735	0.58	311	0.25	1262
2020	OutsideRegion	7480	0.21	12881	0.35	16109	0.44	36470
2021	Low	643	0.22	1104	0.37	1205	0.41	2952
2021	Moderate	330	0.18	1060	0.57	479	0.26	1869
2021	OutsideRegion	10158	0.20	17856	0.36	22005	0.44	50019

## Rows: 3 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Low	147	0.33	168	0.38	133	0.30	448
Moderate	196	0.18	614	0.56	283	0.26	1093
OutsideRegion	8040	0.22	13383	0.37	14910	0.41	36333

## Rows: 30 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	Low	23	0.37	23	0.37	16	0.26	62
2013	Moderate	44	0.23	84	0.44	61	0.32	189
2013	OutsideRegion	1470	0.21	2521	0.36	3040	0.43	7031
2014	Low	9	0.41	7	0.32	6	0.27	22
2014	Moderate	12	0.13	61	0.66	19	0.21	92
2014	OutsideRegion	462	0.21	804	0.36	956	0.43	2222
2015	Low	9	0.31	9	0.31	11	0.38	29
2015	Moderate	7	0.11	43	0.67	14	0.22	64
2015	OutsideRegion	466	0.22	831	0.39	829	0.39	2126
2016	Low	48	0.28	68	0.39	57	0.33	173
2016	Moderate	57	0.19	159	0.52	88	0.29	304
2016	OutsideRegion	2332	0.22	3844	0.36	4495	0.42	10671
2017	Low	15	0.43	10	0.29	10	0.29	35
2017	Moderate	11	0.18	39	0.64	11	0.18	61
2017	OutsideRegion	506	0.23	825	0.37	891	0.40	2222
2018	Low	6	0.19	18	0.56	8	0.25	32
2018	Moderate	12	0.16	48	0.62	17	0.22	77
2018	OutsideRegion	530	0.24	845	0.38	853	0.38	2228
2019	Low	7	0.28	10	0.40	8	0.32	25
2019	Moderate	7	0.21	22	0.67	4	0.12	33
2019	OutsideRegion	222	0.22	373	0.37	405	0.41	1000
2020	Low	7	0.58	3	0.25	2	0.17	12
2020	Moderate	5	0.15	19	0.58	9	0.27	33
2020	OutsideRegion	224	0.21	403	0.38	443	0.41	1070
2021	Low	2	0.20	3	0.30	5	0.50	10
2021	Moderate	1	0.04	21	0.81	4	0.15	26
2021	OutsideRegion	253	0.23	363	0.33	495	0.45	1111
2022	Low	21	0.44	17	0.35	10	0.21	48
2022	Moderate	40	0.19	118	0.55	56	0.26	214
2022	OutsideRegion	1575	0.24	2574	0.39	2503	0.38	6652

Matrix Region (PR) Counts

This breaks down by the number of births, deaths and expansions by HQ Region, creating a table for all years.

## Rows: 2 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
Moderate	NA	NA	NA	NA	1	NA	NA
OutsideRegion	161796	0.21	285213	0.37	315936	0.41	762945

## Rows: 11 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	OutsideRegion	24558	0.22	41672	0.37	46490	0.41	112720
2014	OutsideRegion	16408	0.22	28492	0.38	30843	0.41	75743
2015	OutsideRegion	15941	0.21	27708	0.37	31169	0.42	74818
2016	OutsideRegion	13589	0.21	24121	0.37	26973	0.42	64683
2017	OutsideRegion	11124	0.21	20272	0.38	21453	0.41	52849
2018	OutsideRegion	12566	0.21	22141	0.38	24221	0.41	58928
2019	OutsideRegion	12658	0.21	22242	0.37	25494	0.42	60394
2020	OutsideRegion	19686	0.22	33882	0.37	37009	0.41	90577
2021	OutsideRegion	9355	0.22	15937	0.37	18121	0.42	43413
2022	Moderate	NA	NA	NA	NA	1	NA	NA
2022	OutsideRegion	25911	0.20	48746	0.38	54163	0.42	128820

## Rows: 1 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## dbl (3): Low, Moderate, High
## lgl (1): avg_eal_tercile_parent
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
OutsideRegion	124882	0.21	217615	0.37	243396	0.42	585893

## Rows: 10 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## dbl (4): archive_version_year, Low, Moderate, High
## lgl (1): avg_eal_tercile_parent
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2012	OutsideRegion	11542	0.22	19721	0.37	21352	0.41	52615
2013	OutsideRegion	10978	0.21	19127	0.37	21791	0.42	51896
2014	OutsideRegion	12346	0.22	21498	0.37	23561	0.41	57405
2015	OutsideRegion	12299	0.21	22736	0.38	24295	0.41	59330
2016	OutsideRegion	15663	0.22	26172	0.37	28746	0.41	70581
2017	OutsideRegion	17689	0.21	30907	0.37	34755	0.42	83351
2018	OutsideRegion	13668	0.22	23799	0.38	25804	0.41	63271
2019	OutsideRegion	11722	0.22	19886	0.37	22843	0.42	54451
2020	OutsideRegion	7844	0.21	13749	0.36	16560	0.43	38153
2021	OutsideRegion	11131	0.20	20020	0.37	23689	0.43	54840

## Rows: 1 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## dbl (3): Low, Moderate, High
## lgl (1): avg_eal_tercile_parent
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
OutsideRegion	8383	0.22	14165	0.37	15326	0.4	37874

## Rows: 10 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## dbl (4): archive_version_year, Low, Moderate, High
## lgl (1): avg_eal_tercile_parent
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	OutsideRegion	1537	0.21	2628	0.36	3117	0.43	7282
2014	OutsideRegion	483	0.21	872	0.37	981	0.42	2336
2015	OutsideRegion	482	0.22	883	0.40	854	0.38	2219
2016	OutsideRegion	2437	0.22	4071	0.37	4640	0.42	11148
2017	OutsideRegion	532	0.23	874	0.38	912	0.39	2318
2018	OutsideRegion	548	0.23	911	0.39	878	0.38	2337
2019	OutsideRegion	236	0.22	405	0.38	417	0.39	1058
2020	OutsideRegion	236	0.21	425	0.38	454	0.41	1115
2021	OutsideRegion	256	0.22	387	0.34	504	0.44	1147
2022	OutsideRegion	1636	0.24	2709	0.39	2569	0.37	6914

Matrix Region (HI) Counts

This breaks down by the number of births, deaths and expansions by HQ Region, creating a table for all years.

## Rows: 2 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
High	5	0.09	9	0.16	44	0.76	58
OutsideRegion	161791	0.21	285204	0.37	315893	0.41	762888

## Rows: 20 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Births yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	High	1	NA	NA	NA	1	NA	NA
2013	OutsideRegion	24557	0.22	41672	0.37	46489	0.41	112718
2014	High	1	NA	NA	NA	5	NA	NA
2014	OutsideRegion	16407	0.22	28492	0.38	30838	0.41	75737
2015	High	NA	NA	2	NA	7	NA	NA
2015	OutsideRegion	15941	0.21	27706	0.37	31162	0.42	74809
2016	High	2	0.25	1	0.12	5	0.62	8
2016	OutsideRegion	13587	0.21	24120	0.37	26968	0.42	64675
2017	High	NA	NA	NA	NA	4	NA	NA
2017	OutsideRegion	11124	0.21	20272	0.38	21449	0.41	52845
2018	High	NA	NA	1	NA	2	NA	NA
2018	OutsideRegion	12566	0.21	22140	0.38	24219	0.41	58925
2019	High	NA	NA	NA	NA	7	NA	NA
2019	OutsideRegion	12658	0.21	22242	0.37	25487	0.42	60387
2020	High	NA	NA	1	NA	NA	NA	NA
2020	OutsideRegion	19686	0.22	33881	0.37	37009	0.41	90576
2021	High	NA	NA	NA	NA	2	NA	NA
2021	OutsideRegion	9355	0.22	15937	0.37	18119	0.42	43411
2022	High	1	0.06	4	0.25	11	0.69	16
2022	OutsideRegion	25910	0.20	48742	0.38	54153	0.42	128805

## Rows: 2 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
High	3	0.11	4	0.15	20	0.74	27
OutsideRegion	124879	0.21	217611	0.37	243376	0.42	585866

## Rows: 19 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Deaths yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2012	High	1	0.33	1	0.33	1	0.33	3
2012	OutsideRegion	11541	0.22	19720	0.37	21351	0.41	52612
2013	OutsideRegion	10978	0.21	19127	0.37	21791	0.42	51896
2014	High	NA	NA	NA	NA	3	NA	NA
2014	OutsideRegion	12346	0.22	21498	0.37	23558	0.41	57402
2015	High	NA	NA	1	NA	2	NA	NA
2015	OutsideRegion	12299	0.21	22735	0.38	24293	0.41	59327
2016	High	1	NA	NA	NA	NA	NA	NA
2016	OutsideRegion	15662	0.22	26172	0.37	28746	0.41	70580
2017	High	1	NA	NA	NA	5	NA	NA
2017	OutsideRegion	17688	0.21	30907	0.37	34750	0.42	83345
2018	High	NA	NA	NA	NA	2	NA	NA
2018	OutsideRegion	13668	0.22	23799	0.38	25802	0.41	63269
2019	High	NA	NA	1	NA	1	NA	NA
2019	OutsideRegion	11722	0.22	19885	0.37	22842	0.42	54449
2020	High	NA	NA	1	NA	NA	NA	NA
2020	OutsideRegion	7844	0.21	13748	0.36	16560	0.43	38152
2021	High	NA	NA	NA	NA	6	NA	NA
2021	OutsideRegion	11131	0.20	20020	0.37	23683	0.43	54834

## Rows: 2 Columns: 4
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (3): Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions, rows (hq), columns (branch)

avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
High	NA	NA	NA	NA	1	NA	NA
OutsideRegion	8383	0.22	14165	0.37	15325	0.4	37873

## Rows: 11 Columns: 5
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): avg_eal_tercile_parent
## dbl (4): archive_version_year, Low, Moderate, High
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Expansions yearly, rows (hq), columns (branch)

year	avg_eal_tercile_parent	Low	Low_pct	Moderate	Moderate_pct	High	High_pct	Total
2013	OutsideRegion	1537	0.21	2628	0.36	3117	0.43	7282
2014	OutsideRegion	483	0.21	872	0.37	981	0.42	2336
2015	High	NA	NA	NA	NA	1	NA	NA
2015	OutsideRegion	482	0.22	883	0.40	853	0.38	2218
2016	OutsideRegion	2437	0.22	4071	0.37	4640	0.42	11148
2017	OutsideRegion	532	0.23	874	0.38	912	0.39	2318
2018	OutsideRegion	548	0.23	911	0.39	878	0.38	2337
2019	OutsideRegion	236	0.22	405	0.38	417	0.39	1058
2020	OutsideRegion	236	0.21	425	0.38	454	0.41	1115
2021	OutsideRegion	256	0.22	387	0.34	504	0.44	1147
2022	OutsideRegion	1636	0.24	2709	0.39	2569	0.37	6914