diff --git a/09-data_exploration.Rmd b/09-data_exploration.Rmd
index a39c610..768fa16 100644
--- a/09-data_exploration.Rmd
+++ b/09-data_exploration.Rmd
@@ -32,14 +32,7 @@ This activity will teach you how to use the AnVIL platform to:
 
 We will use the `BioDIGS` package to retrieve the data. We first need to install the package from where it is stored on GitHub.
 
-```{r, message = FALSE, warning = FALSE, echo = FALSE}
-
-library(readr)
-soil.values <- read_csv(file = "soil_testing_data.csv")
-```
-
-
-```{r, message = FALSE, warning = FALSE, eval=F}
+```{r, message = FALSE, warning = FALSE}
 
 devtools::install_github("fhdsl/BioDIGSData")
 ```
@@ -48,7 +41,7 @@ Once you've installed the package, we can load the library and assign the soil t
 
 dataset_object_name <- stored_BioDIGS_dataset
 
-```{r, message = FALSE, warning = FALSE, eval=F}
+```{r, message = FALSE, warning = FALSE}
 
 library(BioDIGSData)
 
@@ -205,7 +198,7 @@ soil.values.clean %>%
     dplyr::summarize(Mean = mean(As_EPA3051))
 ```
 
-Now we know that the mean arsenic concentration might be different for each region, and appears higher for the Baltimore City samples than the Montgomery County samples.
+Now we know that the mean arsenic concentration might be different for each region. In particular, the mean arsenic concentration appears higher for the Baltimore City samples than the Montgomery County samples.
 
 ::: {.reflection}
 QUESTIONS:
diff --git a/soil_data.csv b/soil_data.csv
deleted file mode 100644
index 8d243f0..0000000
--- a/soil_data.csv
+++ /dev/null
@@ -1,67 +0,0 @@
-"","Timestamp.x","What is your site name?","Who was on your field crew?","What are the GPS coordinates for your site? You can drop a pin using Google Maps or Apple Maps to get these coordinates.","type","type2","What date did you sample?","What time did you sample?","Timestamp.y","site_name","site_id","full_name","google_img_id","ul_hydration","qubit_concentration_ng_ul","total_ng","As_EPA3051","Cd_EPA3051","Cr_EPA3051","Cu_EPA3051","Ni_EPA3051","Pb_EPA3051","Zn_EPA3051","water_pH","A-E_Buffer_pH","OM_by_LOI_pct","P_Mehlich3","K_Mehlich3","Ca_Mehlich3","Mg_Mehlich3","Mn_Mehlich3","Zn_Mehlich3","Cu_Mehlich3","Fe_Mehlich3","B_Mehlich3","S_Mehlich3","Na_Mehlich3","Al_Mehlich3","Est_CEC","Base_Sat_pct","P_Sat_ratio"
-"1","5/31/2023 8:45:48","Decker Quad","Ava, Elizabeth, Stephen, Fred","39.3262120, -76.6213047","Managed"," mowed/tended lawns, yard, or park","5/31/2023",08:45:00,"5/31/2023 8:45:48","Decker Quad","B01","B01-Decker Quad","1TQ4lQDBbhQ0Rczf2g_AsmnjHsfgIN5RP",60,109,6540,"< 3.0","0.26",12.77,13.54,6.93,10.69,33.71,6.8,7.95,3.4,47.4,136.87,1384.37,198.67,36.89,5.46,5.21,229.75,0.49,15.42,18.2,472.72,9.3,95.7,21.4
-"2","5/31/2023 9:15:22","Wyman Dell","Ava, Elizabeth, Stephen, Fred","39.3253092, -76.6180579","Managed"," mowed/tended lawns, yard, or park","5/31/2023",09:15:00,"5/31/2023 9:15:22","Wyman Dell","B02","B02-Wyman Dell","14B_XDr6GmiixkYcRCtMPrlboFr6yHV9g",60,194,11640,"5.04","0.53",29.02,31.48,10.75,88.21,83.35,7.2,7.91,6.7,82.21,139.38,3062.75,276.56,43.55,16.45,8.64,256.86,1.5,11.79,17.34,371.99,18.7,96.1,38.9
-"3","5/31/2023 9:58:28","Stony Run","Ava; Elizabeth; Fred; Stephen","(39.3241847, -76.6263905)","Unmanaged"," wild plants/weeds, forest, or grassland","5/31/0023",09:58:00,"5/31/2023 9:58:28","Stony Run","B03","B03-Stony Run","1mgTAftS5EXaqPN-a7Seg2BKXaX2aZcNd",60,458,27480,"6.39","0.68",40.64,56.91,27.12,125.29,160.54,6.8,7.77,8.7,32.98,167.63,1792.92,234.18,65.42,15.95,7.03,136.88,0.86,8.09,4.86,448.43,13.2,86,17.8
-"4","6/1/2023 8:50:17","NDMU Playground","Ava, Fred, Jenn, Stephen, Elizabeth, Tyler, Loraye, Madeline","(39.3519629, -76.6194265)","Managed"," mowed/tended lawns, yard, or park","6/1/2023",08:50:00,"6/1/2023 8:50:17","NDMU Playground","B04","B04-NDMU Playground","1L_XzHPIZefOsbPovznJJzdEqzz2LlSfi",60,137,8220,"4.87","0.35",23.78,25.53,11.58,43.73,71.66,6.8,7.77,5.2,13.15,184.91,1577.25,270.1,34.55,6.29,6.36,139,0.66,8.75,3.33,579.18,12.5,85.2,8.7
-"5","6/1/2023 9:22:57","NDMU Tennis Grove","Ava, Fred, Jenn, Stephen, Elizabeth, Tyler, Loraye, Madeline","(39.3528954, -76.6188471)","Unmanaged"," wild plants/weeds, forest, or grassland","6/1/2023",09:22:00,"6/1/2023 9:22:57","NDMU Tennis Grove","B05","B05-NDMU Tennis Grove","1Puac4ceuMiCiHO6eIlTT2D0YunsAi7UQ",60,142,8520,"7.77","0.46",26.51,30.12,12.53,120.36,98.55,6.5,7.7,5.6,20.8,148.15,1268.44,179.83,22.99,8.55,7.92,126.34,0.44,8.36,3.52,642.73,10.6,77.4,10.7
-"6","6/1/2023 10:04:32","NDMU Library Stream","Ava, Fred, Jenn, Stephen, Elizabeth, Tyler, Loraye, Madeline","(39.3496891, -76.6178148)","Unmanaged"," wild plants/weeds, forest, or grassland","6/1/2023",10:04:00,"6/1/2023 10:04:32","NDMU Library Stream","B06","B06-NDMU Library Stream","1oeucaanReM5nL6G4K1VFy1bQ9tTA9bbk",60,54.6,3276,"4.85","0.3",29.8,25.12,13.3,56.79,100.28,6.8,7.83,4.5,13.15,105.27,1921.19,180.01,35.01,13.36,5.43,156.36,0.77,8.74,5.1,493.12,12.7,89.3,9.3
-"7","6/2/2023 8:46:23","Rock Creek Park Needwood Parking Lot","Ava, Madeline, David, Daniel, Mike, Stephen, Fred, Elizabeth","39.114081, -77.128242","Managed"," mowed/tended lawns, yard, or park","6/2/2023",08:46:00,"6/2/2023 8:46:23","Rock Creek Park Needwood Parking Lot","M01","M01-Rock Creek Park Needwood Parking Lot","1rozkLu0BLnlw3hMvgH493om1AVX9Q0n4",60,71.4,4284,"3.24","< 0.2",37.78,25.96,28,19.39,44.01,6,7.68,5.1,8.57,59.84,1411.22,180.09,38.28,1.89,2.42,163.04,0.4,8.07,4.03,465.32,11.3,77.3,7.8
-"8","6/2/2023 9:13:06","Rock Creek Park Needwood Forest","Mike; Stephen; Fred; Ava; Madeline; Daniel; David; Elizabeth","39.11580, 77.12721","Unmanaged"," wild plants/weeds, forest, or grassland","6/2/2923",09:00:00,"6/2/2023 9:13:06","Rock Creek Park Needwood Forest","M02","M02-Rock Creek Park Needwood Forest","1vFna4SQPgot0nNbhkX0S0ioAsVFYv1ij",60,53.4,3204,"5.18","< 0.2",41.03,19.6,71.89,32.25,52.95,6,7.7,4,5.46,93.96,1541.87,136.56,184,2.9,2.26,120.63,0.83,7.82,2.67,581.5,11.5,79.1,6.3
-"9","6/2/2023 9:38:01","Rock Creek Park Needwood Pavilion","Ava, Madeline, David, Daniel, Mike, Stephen, Fred, Elizabeth","39.11643, -77.12852","Managed"," mowed/tended lawns, yard, or park","6/2/2023",09:37:00,"6/2/2023 9:38:01","Rock Creek Park Needwood Pavilion","M03","M03-Rock Creek Park Needwood Pavilion","1RxbvnHTsCrhvwPC6lD4xj173q8_lC_6E",60,149,8940,"3.13","0.34",57.91,26.9,93.58,61.99,101.24,6,7.66,5.8,15.91,115.43,1451.54,277.71,87.33,10.3,4.81,189.06,0.39,8.71,3.97,547.11,12.6,78.4,9.7
-"10","6/2/2023 10:08:31","Rock Creek Park Hill Trail","Mike Schatz, Madeline Graham, Daniel Chin, David Soussana, Ava Hoffman, Elizabeth Humphries, Stephen Mosher, Fred Tan","39.118353, -77.126822","Unmanaged"," wild plants/weeds, forest, or grassland","6/2/2023",10:07:00,"6/2/2023 10:08:31","Rock Creek Park Hill Trail","M04","M04-Rock Creek Park Hill Trail","1cHKy1TivJG_bDzaVJqrIt5NEh-u3-w-0",60,98.2,5892,"3.87","< 0.2",20.3,17.62,11.41,42.46,34.38,4.9,7.12,7.9,9.54,69.05,74.82,40.38,14.13,2.13,1.08,249.88,0.05,16.18,2.65,907.18,7.9,11.2,6.4
-"11","6/6/2023 7:29:36","Druid Hill Park Playground","Ava, Elizabeth","39.3212027, -76.6417958","Managed"," mowed/tended lawns, yard, or park","6/6/2023",07:29:00,"6/6/2023 7:29:36","Druid Hill Park Playground","B07","B07-Druid Hill Park Playground","10xkePfbIWOZ60QMaNIXDyl0N7IqnZwak",60,92,5520,"27.3","0.61",21.47,21.74,8.55,53.78,75.08,6.4,7.75,5.4,38.85,68.75,1765.21,141.54,57,11.17,6.34,222.72,0.8,11.94,6.77,528.76,12.2,83.6,17.2
-"12","6/6/2023 7:49:45","Druid Hill Park Thicket","Ava, Elizabeth","39.3219790, -76.6415973","Unmanaged"," wild plants/weeds, forest, or grassland","6/6/2023",07:49:00,"6/6/2023 7:49:45","Druid Hill Park Thicket","B08","B08-Druid Hill Park Thicket","1uKI3nE39rrjEO5gwHXkxVBlqrdtg7jLi",60,130,7800,"7.47","0.33",26.65,24.16,11.01,86.8,64.7,5.7,7.61,5.2,26.81,117.21,614.2,90.43,94.1,7.5,6.86,135.78,0.26,14.48,4.33,893.46,7.2,56.9,10.3
-"13","6/6/2023 8:11:05","Druid Hill Park Hiking Trail","Ava, Elizabeth","(39.3204848, -76.6444267)","Unmanaged"," wild plants/weeds, forest, or grassland","6/6/2023",08:10:00,"6/6/2023 8:11:05","Druid Hill Park Hiking Trail","B09","B09-Druid Hill Park Hiking Trail","1V47nj_2yMm1DAzmp9amQhu8WQkttvtDe",60,204,12240,"26.66","0.46",38.04,50.11,21.58,69.97,108.65,6.1,7.62,6.8,7.48,183.55,2104.25,356.01,95.76,11.89,7.28,129.19,0.77,9.19,5.94,663.58,17,82.1,6.7
-"14","6/6/2023 8:34:54","Druid Hill Park Baseball Field","Ava, Elizabeth","(39.3195710, -76.6441182)","Managed"," mowed/tended lawns, yard, or park","6/6/2023",08:30:00,"6/6/2023 8:34:54","Druid Hill Park Baseball Field","B10","B10-Druid Hill Park Baseball Field","1SKT1JpADnzUQaPP5OQEiuzWrHzTXkpEs",60,129,7740,"3.43","0.25",21.08,16.24,8.9,80.09,59.97,5.8,7.62,5.8,15.43,62.84,802.97,178.71,29.01,7.91,4.12,357.8,0.4,14.41,21.33,627.9,8.7,65.1,8.5
-"15","6/6/2023 9:24:21","Gwynns Grassland","Ava, Elizabeth","39.2725685, -76.6515768","Unmanaged"," wild plants/weeds, forest, or grassland","6/6/2023",09:23:00,"6/6/2023 9:24:21","Gwynns Grassland","B11","B11-Gwynns Grassland","1uocCMOo_15LMz62b9d6ZiiTMpuWOQgvX",60,130,7800,"< 3.0","1.06",42.85,60.06,24.51,118.74,296.39,6.9,7.92,5.3,25.88,100.88,2209,336.88,44.07,63.33,18.78,243.56,1.22,8.47,7.31,365.72,14.8,95.7,15.6
-"16","6/6/2023 9:36:16","Gwynns Glade","Ava, Elizabeth","39.2731493, -76.6527808","Unmanaged"," wild plants/weeds, forest, or grassland","6/6/2023",09:35:00,"6/6/2023 9:36:16","Gwynns Glade","B12","B12-Gwynns Glade","1R2y8KUXSma4ih77saOlT4lJLK3hsEPxq",60,147,8820,"< 3.0","1.08",51.62,68.57,30.5,124.34,302.42,7.2,7.96,6.4,19.98,88.15,2992.05,243.62,40.13,55.19,22.9,293.57,2.02,10.44,8.46,338.2,17.5,98.2,13.2
-"17","6/6/2023 9:53:26","Gwynns Trailhead","Ava, Elizabeth","39.271642, -76.6482257","Managed"," mowed/tended lawns, yard, or park","6/6/2023",09:52:00,"6/6/2023 9:53:26","Gwynns Trailhead","B13","B13-Gwynns Trailhead","1RSp-9SLtIF71288f_1NtL7WvnumPfSSb",60,147,8820,"3.96","0.35",25.02,20.72,13.22,38.03,86.02,7,7.91,5.3,56.11,133.28,2114.93,252.28,66.44,17.91,6.28,234.11,1.07,11.35,12.36,545.68,13.7,94.8,22.2
-"18","6/7/2023 7:39:15","Herring Run Stump","Ava, Elizabeth","(39.3321370, -76.5758902)","Managed"," mowed/tended lawns, yard, or park","6/7/2023",07:39:00,"6/7/2023 7:39:15","Herring Run Stump","B14","B14-Herring Run Stump","1IABQk4yCQEbRrAgl7XJ2pBB-DO8fzNI3",60,212,12720,"12.98","0.35",27.23,28.46,13.35,56.97,90.02,6.4,7.7,6.7,23.37,120.92,1744.72,196.62,37.77,7.42,6.96,149.24,0.63,11.94,9,565.88,13.1,81.6,12.1
-"19","6/7/2023 8:01:44","Herring Run Field","Ava, Elizabeth","(39.3302272, -76.5726679)","Managed"," mowed/tended lawns, yard, or park","6/7/2023",08:01:00,"6/7/2023 8:01:44","Herring Run Field","B15","B15-Herring Run Field","1jktBKZd9I0pze5GQzDVIJ_2VCf5WYWbT",60,93.8,5628,"4.09","0.29",26.2,23.74,14.35,67.47,110.6,6.3,7.67,4.7,22.9,165.62,1029.4,208.05,30.58,7.78,5.4,154.14,0.39,8.85,3.41,610.94,9.9,73.5,11.5
-"20","6/7/2023 8:21:24","Herring Run Stream Bank","Ava, Elizabeth","(39.3294746, -76.5708624)","Unmanaged"," wild plants/weeds, forest, or grassland","6/7/2023",08:21:00,"6/7/2023 8:21:24","Herring Run Stream Bank","B16","B16-Herring Run Stream Bank","1pYEeggxUF50Q-wAr4o1mWbHN32MiEeoL",60,18.4,1104,"4.84","0.53",27.61,30.22,15.24,102.41,135.78,6.6,7.84,3.3,18.79,113.76,1315.62,205.74,33.41,10.56,8.64,141.64,0.67,6.97,2.72,586.8,9.9,87,10.5
-"21","6/7/2023 8:42:45","Herring Run Hillside Forest","Ava, Elizabeth","(39.3284985, -76.5712121)","Unmanaged"," wild plants/weeds, forest, or grassland","6/7/2023",08:42:00,"6/7/2023 8:42:45","Herring Run Hillside Forest","B17","B17-Herring Run Hillside Forest","1b0Tk7DoTT-Zvj42uPT41n4vldVaYmDxr",60,48.4,2904,"< 3.0","< 0.2",51.21,58.15,31.56,29.24,84.54,6.2,7.67,4.3,11.6,269.55,1021.61,355.35,42.67,2.86,7.57,109.57,0.28,11.93,3.96,860.79,11.4,76.8,7.2
-"22","6/7/2023 9:17:45","Herring Run Footbridge","Ava, Elizabeth","(39.3328439, -76.5739265)","Unmanaged"," wild plants/weeds, forest, or grassland","6/7/2023",09:17:00,"6/7/2023 9:17:45","Herring Run Footbridge","B18","B18-Herring Run Footbridge","1OVfRdY_I4jW1jWnSTrRZM5lEn5e25sst",60,97.6,5856,"5.44","0.51",47.56,58.68,33.39,94.05,162.49,6.5,7.86,6.4,11.28,219.11,1302.45,467.11,91.08,10.03,8.68,119.04,0.94,7.6,4.82,504.38,12.1,90.7,8.7
-"23","6/7/2023 9:59:34","Herring Run Montebello","Ava, Elizabeth","(39.3319241, -76.5796275)","Managed"," mowed/tended lawns, yard, or park","6/7/2023",09:59:00,"6/7/2023 9:59:34","Herring Run Montebello","B19","B19-Herring Run Montebello","1EIz00fHcrx4WAcM9t5F_A6UTQ0viWTx9",60,56.2,3372,"4.47","0.22",23.88,26.02,9.63,76.37,96.93,5.6,7.55,5.3,33.58,121.94,507.65,81.72,17.13,16.25,5.31,196.83,0.14,15.17,4.76,666.95,7.1,49.5,13.7
-"24","6/13/2023 7:27:53","Leakin Trailhead","Ava & Elizabeth","(39.3042679, -76.6944519)","Managed"," mowed/tended lawns, yard, or park","6/12/2023",07:27:00,"6/13/2023 7:27:53","Leakin Trailhead","B20","B20-Leakin Trailhead","13YnUcxXuTPsrTwO6CUMtLbaOA94S3dGL",60,90.4,5424,"< 3.0","< 0.2",77.57,32.21,22.53,33.98,59.02,6.6,7.95,3.7,3.56,71.51,1604.57,349.03,33.99,3.24,4.75,101.76,0.65,5.49,5.72,517.58,11.5,96.5,5.8
-"25","6/13/2023 7:50:18","Leakin Poplar","Ava & Elizabeth","(39.3027325, -76.6957974)","Managed"," mowed/tended lawns, yard, or park","6/12/2023",07:50:00,"6/13/2023 7:50:18","Leakin Poplar","B21","B21-Leakin Poplar","12KYeJZU_nQWCgHpyUgOeaVpVLhVzy5vf",60,73.2,4392,"< 3.0","< 0.2",20.04,28.49,14.65,26.94,51.11,6,7.66,3.7,10.01,135.55,491.18,118.71,20.14,1.38,2.05,82.69,0.18,7.86,4.8,777.54,6.5,58.2,7.1
-"26","6/13/2023 8:06:31","Leakin Glen","Ava, Elizabeth","39.3017521, -76.6965910","Unmanaged"," wild plants/weeds, forest, or grassland","6/13/2023",08:06:00,"6/13/2023 8:06:31","Leakin Glen","B22","B22-Leakin Glen","1f4NGYrVxaG4iSyiCvcOHR3uFln0LG6fN",60,81.4,4884,"< 3.0","< 0.2",77.7,27.48,23.15,23.6,44.66,6.5,7.88,4.4,3.48,73.5,1963.72,254.52,43.9,4.67,5.02,186.88,0.73,5.96,5.3,370.13,13.1,92.7,6.1
-"27","6/13/2023 8:33:45","Leakin Forest","Ava & Elizabeth","(39.3056304, -76.6947600)","Unmanaged"," wild plants/weeds, forest, or grassland","6/13/2023",08:33:00,"6/13/2023 8:33:45","Leakin Forest","B23","B23-Leakin Forest","1MMVp-SnXLo79ISNy8ypHiQrff_JdN_7G",60,63,3780,"3.92","< 0.2",21.44,29.98,19.14,50.04,63.8,5.5,7.25,5.9,7.86,106.32,191.61,86,10.01,2.73,3.43,181.41,0.14,11.04,3.72,916.25,7.9,24.5,6.1
-"28","6/13/2023 8:48:14","Leakin Nature Center","Ava & Elizabeth","(39.3072080, -76.6949263)","Managed"," mowed/tended lawns, yard, or park","6/13/2023",08:48:00,"6/13/2023 8:48:14","Leakin Nature Center","B24","B24-Leakin Nature Center","1p48KBMw5cm4L5UNp-BgNMGqoWO20ypNJ",60,66.8,4008,"< 3.0","< 0.2",39.4,52.81,21.01,34.12,57.4,6.7,7.89,4,10.11,188.37,2138.35,272.19,55.36,8.22,9.16,156.78,0.85,6.33,5.29,463.16,14.3,93.9,8.4
-"29","6/19/2023 8:15:42","Black Hill Visitor Center","Ava & elizabeth","(39.1924796, -77.2958082)","Managed"," mowed/tended lawns, yard, or park","6/19/2023",08:15:00,"6/19/2023 8:15:42","Black Hill Visitor Center","M05","M05-Black Hill Visitor Center","1jINlFvfNqr9O1mBZFWYew-jQNuMQwohO",60,105,6300,"< 3.0","< 0.2",19.15,25.06,18.91,18.13,85.35,6.1,7.84,5.4,15.37,37.1,1889.32,168.38,42.12,2.94,3.24,126.65,0.6,9.86,158.82,365.41,12.2,89.5,12
-"30","6/19/2023 8:32:09","Black Hill Small Wood","Ava & Elizabeth","(39.1923697, -77.2938525)","Unmanaged"," wild plants/weeds, forest, or grassland","6/19/2023",08:32:00,"6/19/2023 8:32:09","Black Hill Small Wood","M06","M06-Black Hill Small Wood","1ncKWeNNzdw52164UluHO_aKH5Q1J2eZ1",60,136,8160,"9.34","< 0.2",14.93,11.56,9.21,54.58,44.01,6,7.23,9.3,10.45,235.73,391.73,102.02,96.85,1.36,0.76,135.75,0.27,13.77,3.23,956.02,9.6,35.7,6.6
-"31","6/19/2023 8:50:13","Black Hill Pavilion A","Ava & Elizabeth","(39.1951344, -77.2909008)","Managed"," mowed/tended lawns, yard, or park","6/19/2023",08:50:00,"6/19/2023 8:50:13","Black Hill Pavilion A","M07","M07-Black Hill Pavilion A","1CW01fLj9fhJnVFXm13vfqicvnekfXBzn",60,176,10560,"7.31","< 0.2",16.91,17.12,12.67,17.83,49.55,6.1,7.46,6.6,15.27,225.95,738.79,179.23,86.01,1.93,1.14,127.1,0.25,11.98,4.26,658.61,10.1,57.2,8.9
-"32","6/19/2023 9:04:20","Black Hill Tiny Meadow","Ava & Elizabeth","(39.1955480, -77.2893639)","Unmanaged"," wild plants/weeds, forest, or grassland","6/19/2023",09:04:00,"6/19/2023 9:04:20","Black Hill Tiny Meadow","M08","M08-Black Hill Tiny Meadow","1pnrMNAW2nDH_pNeNBYLDvd_kLzs4JB7_",60,99,5940,"11.1","0.21",16.03,13.46,10.77,35.93,49.54,6.1,7.5,5.9,18.51,114.43,681.63,96.04,96.78,1.73,0.91,95.26,0.35,14.13,3.19,894.97,8.5,53,8.6
-"33","6/19/2023 9:37:47","Ridge Road Oak Grove","Ava & Elizabeth","(39.2096095, -77.2436929)","Unmanaged"," wild plants/weeds, forest, or grassland","6/19/2023",09:37:00,"6/19/2023 9:37:47","Ridge Road Oak Grove","M09","M09-Ridge Road Oak Grove","1EUTS2qsooMUeQu_WPhRuZo3J3HMV0S7s",60,100,6000,"5.42","< 0.2",15.08,14.17,6.87,53.71,31.7,5.6,7.36,7.9,23.43,136.22,298.76,62.4,47.46,2.18,1.31,217.01,0.12,16.96,3.55,908.8,7.5,31.6,9.3
-"34","6/19/2023 9:51:24","Ridge Road Pine Field","Ava, Elizabeth","39.2099919, -77.2439618","Managed"," mowed/tended lawns, yard, or park","6/19/2023",09:51:00,"6/19/2023 9:51:24","Ridge Road Pine Field","M10","M10-Ridge Road Pine Field","17z8YsxNfHT-wF8YGNgPYeyua7YeIyHZi",60,77.4,4644,"8.95","< 0.2",17.15,25.39,10.57,21.35,35.11,5.7,7.6,4.9,7.72,143.34,1082.18,158.42,95.89,1.38,1.75,144.92,0.29,7,6.04,622.95,10.3,68.9,6.8
-"35","6/19/2023 10:10:53","Ridge Road Leafy Trail","Ava & Elizabeth","(39.2074954, -77.2422723)","Unmanaged"," wild plants/weeds, forest, or grassland","6/19/2023",10:10:00,"6/19/2023 10:10:53","Ridge Road Leafy Trail","M11","M11-Ridge Road Leafy Trail","13W5snhWYSWxQ--QsR2m2d1A0rbvRhGNZ",60,100,6000,"7.34","< 0.2",14.87,11.24,7.01,67.32,29.02,5.3,7.5,10.6,9.7,49.57,141.25,36.49,45.89,2.87,0.59,237.65,0.02,22.28,4.04,978.59,5.1,22.1,6.4
-"36","6/19/2023 10:23:24","Ridge Road Tennis Court","Ava & Elizabeth","(39.2084737, -77.2425640)","Managed"," mowed/tended lawns, yard, or park","6/19/2023",10:23:00,"6/19/2023 10:23:24","Ridge Road Tennis Court","M12","M12-Ridge Road Tennis Court","1FLHR2DmC0QVQKLntWGh0q3D4ijFCvRdv",60,87,5220,"9.71","< 0.2",18.08,31.04,11.7,23.24,48.97,5.8,7.79,5.5,10.2,169.81,1258.23,154.54,72.71,3.4,3.79,127.36,0.47,7.31,3.06,523.3,9.7,82.7,8.1
-"37","6/20/2023 8:12:10","Goshen Stream Davis Mill","Ava, Elizabeth","39.2108606, -77.2053983","Managed"," mowed/tended lawns, yard, or park","6/20/2023",08:12:00,"6/20/2023 8:12:10","Goshen Stream Davis Mill","M13","M13-Goshen Stream Davis Mill","1LrilZORD3AZeupIKsQrutBO4A2aHv5L_",60,28.8,1728,"3.11","0.98",21.29,27.45,22.51,24.55,68.19,5.6,7.81,4.6,8.3,63.77,1366.44,142.01,122.3,4.03,2.88,181.59,0.52,6.92,6.47,480.73,9.7,84.3,7.6
-"38","6/20/2023 8:23:50","Goshen Stream Glade","Ava, Elizabeth","39.2109581, -77.2046218","Unmanaged"," wild plants/weeds, forest, or grassland","6/20/2023",08:23:00,"6/20/2023 8:23:50","Goshen Stream Glade","M14","M14-Goshen Stream Glade","116VaDyIuBjiaSV8ZX4tfARsnmnSfjaNj",60,53.8,3228,"4.79","0.96",22.93,21.74,19.02,22.35,64.65,5,7.56,5.6,12.44,69.91,671.32,113.5,55.16,3.86,2.19,172.14,0.18,8.6,4.46,639.72,8,56,8.1
-"39","6/20/2023 8:46:17","Goshen Stream Seneca Trailhead","Ava, Elizabeth","39.2019044, -77.2025498","Managed"," mowed/tended lawns, yard, or park","6/20/2023",08:46:00,"6/20/2023 8:46:17","Goshen Stream Seneca Trailhead","M15","M15-Goshen Stream Seneca Trailhead","1coKQBwchZR4I60PeLKQ2lb5VomMu08Yz",60,38.6,2316,"< 3.0","0.9",20.79,19.15,16.04,21.55,54.52,6.4,7.83,3.8,47.19,272.9,1405.53,110.35,39.61,1.88,1.9,137.51,0.59,10.15,4.14,630.94,10,86.4,18.6
-"40","6/20/2023 8:59:47","Goshen Stream Fern Gully","Ava, Elizabeth","39.2023669, -77.2013220","Unmanaged"," wild plants/weeds, forest, or grassland","6/20/2023",08:59:00,"6/20/2023 8:59:47","Goshen Stream Fern Gully","M16","M16-Goshen Stream Fern Gully","10xhoJuhx3u7wKLo20Zsc1-dmVUlNBxhs",60,69.6,4176,"< 3.0","0.91",18.77,28.02,20.63,35.61,64.66,4.7,7.1,11.5,11.69,64.96,115.16,60.42,9.26,2.49,1.66,373.66,0.03,18.83,3.57,893.95,8.4,14.8,6.8
-"41","6/20/2023 10:18:21","Goshen Rec Grass","Ava, Elizabeth","39.2238459, -77.2123519","Managed"," mowed/tended lawns, yard, or park","6/20/2023",10:18:00,"6/20/2023 10:18:21","Goshen Rec Grass","M17","M17-Goshen Rec Grass","15Zxa_xtn7wnGK_4bAicZO99r3NnyJbtR",60,144,8640,"< 3.0","1.19",33.91,32.39,51,53.13,99.07,5.5,7.7,6.5,25.7,193.93,1605.62,212.78,42.32,14.6,4.34,184.51,0.82,9.81,4.71,455.44,12.7,81.1,14.3
-"42","6/20/2023 10:31:18","Goshen Rec Arched Tree","Ava, Elizabeth","39.2238549, -77.2126031","Unmanaged"," wild plants/weeds, forest, or grassland","6/20/2023",10:31:00,"6/20/2023 10:31:18","Goshen Rec Arched Tree","M18","M18-Goshen Rec Arched Tree","1JqR-X9Rw6ORPioI2lRd14iZoaFuNyIzB",60,58.6,3516,"3.63","1.08",16.03,22.07,12.11,59.15,119.85,5.2,7.6,4.9,152.04,192.86,799.26,106.83,24.27,13.92,1.92,307.92,0.18,10.27,3,687.28,8.6,62.7,42.2
-"43","6/21/2023 8:16:55","Farm Park Bird Field","Ava, Elizabeth","39.1642713, -77.1349229","Managed"," mowed/tended lawns, yard, or park","6/21/2023",08:16:00,"6/21/2023 8:16:55","Farm Park Bird Field","M19","M19-Farm Park Bird Field","1-UxtRseqxDVwUQyPKGWxW3bqA-OvxS6_",60,111,6660,"4.89","1.1",50.65,47.34,22.68,50.75,136.88,5.7,7.64,6,132.46,128.51,1259.5,156.73,21.95,22.7,8.69,308.55,0.27,11.06,8,586.81,10.8,73.4,41.9
-"44","6/21/2023 8:33:05","Farm Park Stream Side","Ava, Elizabeth","39.1627040, -77.1327725","Unmanaged"," wild plants/weeds, forest, or grassland","6/21/2023",08:33:00,"6/21/2023 8:33:05","Farm Park Stream Side","M20","M20-Farm Park Stream Side","14_lYo5z76LGVbYmxdmKNMOldmlhME2vI",60,63.2,3792,"4.49","0.6",57.32,53.43,18.64,65.61,71.66,5,7.32,6,185.26,65.04,504.29,76.92,18.84,7.14,7.18,510.09,0.03,12.47,7.13,723.9,8.8,38,44.1
-"45","6/21/2023 8:58:01","Farm Park Farmhouse","Ava, Elizabeth","39.1637646, -77.1305888","Managed"," mowed/tended lawns, yard, or park","6/21/2023",08:57:00,"6/21/2023 8:58:01","Farm Park Farmhouse","M21","M21-Farm Park Farmhouse","1FKkWG4N7Q_tz0ZHepfsiXL-jOr51Mfc-",60,99,5940,"3.49","0.27",26.42,30.52,17.31,30.42,77.64,5.3,7.59,5.6,27.92,183.39,756.42,109.82,50.87,5.56,2.32,106.93,0.26,13.26,3.71,625.83,8.4,61.2,13.1
-"46","6/21/2023 9:20:13","Farm Park Spice Bush Thicket","Ava, Elizabeth","39.1657660, -77.1289020","Unmanaged"," wild plants/weeds, forest, or grassland","6/21/2023",09:20:00,"6/21/2023 9:20:13","Farm Park Spice Bush Thicket","M22","M22-Farm Park Spice Bush Thicket","1sCrim628NH3vjqMrzWO2UkGHEvzgeSpp",60,54.6,3276,"5.83","0.37",24.95,28.96,17,34.19,70.43,5.3,7.64,5.2,20.68,180.73,840.06,141.15,50.44,4.53,2.84,103.21,0.39,8.73,3.13,654.19,8.7,67,10.6
-"47","6/21/2023 10:18:14","Cabin John Tai Chi Court","Ava, Elizabeth","39.0351753, -77.1481955","Managed"," mowed/tended lawns, yard, or park","6/21/2023",10:18:00,"6/21/2023 10:18:14","Cabin John Tai Chi Court","M23","M23-Cabin John Tai Chi Court","1VsBNm_cnqhIiueyWG_CGaLFIyBTKiYzY",60,111,6660,"3.36","0.44",51.46,18.95,24.71,54.98,70.75,6,7.79,5.1,8.14,171.86,1391.94,224.92,132.97,6.25,2.75,147.41,1.3,7.53,4.38,465.19,11,84.7,7.7
-"48","6/21/2023 10:39:35","Cabin John Conifers","Ava, Elizabeth","39.0341792, -77.1495557","Unmanaged"," wild plants/weeds, forest, or grassland","6/21/2023",10:39:00,"6/21/2023 10:39:35","Cabin John Conifers","M24","M24-Cabin John Conifers","1GAtzlyaS7j64QcbF8Hj9cO585k8b1iXW",60,103,6180,"3.56","0.31",83.52,14.97,28.42,28.63,66.14,6,7.73,4.8,5.51,184.3,917.74,274.97,148.81,2.7,1.23,115.71,0.6,6.26,3.29,520.97,9.5,77.3,6.5
-"49","8/14/2023 17:42:05","Fred Hutch Arnold Yard","Ava Hoffman, Elizabeth Humphries, Natalie Kucher, Jeff Leek, Sidd Pratap, Mike Schatz, Joelle Taganna, Carl Pontino, Randon Serikawa, Jenn Vessio, Stephen Mosher, Fred Tan, Shurjo Sen","47.6275429, -122.3320589","Managed"," mowed/tended lawns, yard, or park","8/14/2023",14:41:00,"8/14/2023 17:42:05","Fred Hutch Arnold Yard","S01","S01-Fred Hutch Arnold Yard","1YHYVo6PhG7GrLOU5eMmbTdRI8Vprz2Jk",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
-"50","8/14/2023 18:16:22","Fred Hutch Pine Lot","Ava Hoffman, Elizabeth Humphries, Mike Schatz, Carl Pontino, Matheus Fernandes, Joelle Taganna, Randon Serikawa, Stephen Mosher, Natalie Kucher","47.6274891, -122.3302119","Unmanaged"," wild plants/weeds, forest, or grassland","8/14/2023",15:16:00,"8/14/2023 18:16:22","Fred Hutch Pine Lot","S02","S02-Fred Hutch Pine Lot","1Ztx7jlmLQVTBEKVKkB1p06BdAuynbkHU",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
-"51","11/6/2023 13:42:02","Mission de El Paso TX","EPCC Rise to the Challenge Bridge Interns","31.6781066, -106.2660366","Unmanaged"," wild plants/weeds, forest, or grassland","11/3/2023",14:30:00,"11/6/2023 13:42:02","Mission de El Paso TX","E01","E01-Mission de El Paso TX",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
-"52","12/10/2023 21:20:49","CCC SE","Clovis Community College Fall 2023 Environmental Science Class","36.883255, -119.731121","Unmanaged"," wild plants/weeds, forest, or grassland","11/7/2023",16:00:00,"12/10/2023 21:20:49","CCC SE","F01","F01-CCC SE",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
-"53","12/10/2023 21:22:47","Organic Vineyard","Grace Freymiller","36.52463644789908, -119.84277618509098","Managed"," mowed/tended lawns, yard, or park","12/10/2023",15:30:00,"12/10/2023 21:22:47","Organic Vineyard","F02","F02-Organic Vineyard",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
-"54","12/10/2023 21:23:44","Fallow Field","Grace Freymiller","36.52245507825071, -119.84432651684219","Unmanaged"," wild plants/weeds, forest, or grassland","12/10/2023",14:30:00,"12/10/2023 21:23:44","Fallow Field","F03","F03-Fallow Field",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
-"55","12/10/2023 21:25:37","Rural Home Lawn","Grace Freymiller","36.52336448885364, -119.84505582626596","Managed"," mowed/tended lawns, yard, or park","12/10/2023",15:00:00,"12/10/2023 21:25:37","Rural Home Lawn","F04","F04-Rural Home Lawn",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
-"56","12/10/2023 21:26:30","Vineyard Pesticide Buffer","Grace Freymiller","36.52537896390843, -119.84267048162928","Managed"," mowed/tended lawns, yard, or park","12/10/2023",15:15:00,"12/10/2023 21:26:30","Vineyard Pesticide Buffer","F05","F05-Vineyard Pesticide Buffer","1k5iONZak16NdGy9EyF7TK3hF77z7GnGB",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
-"57","12/11/2023 13:29:36","UTEP Hill","Frida Delgadillo, Armando Jimenez, Keyan Ozuna","31.77391, -106.50386","Unmanaged"," wild plants/weeds, forest, or grassland","12/7/2023",13:30:00,"12/11/2023 13:29:36","UTEP Hill","E02","E02-UTEP Hill","1ilh1juEEQxg2mlbnXhPpZpij_y1QxwMi",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
-"58","1/2/2024 12:57:53","EP Mundy Park","Frida Delgadillo, Armando Jimenez","31.76397, -106.50203","Managed"," mowed/tended lawns, yard, or park","12/21/2023",09:35:00,"1/2/2024 12:57:53","EP Mundy Park","E03","E03-EP Mundy Park",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
-"59","1/2/2024 13:00:27","EP Memorial Park Channel","Frida Delgadillo, Armando Jimenez","31.79024, -106.45513","Managed"," mowed/tended lawns, yard, or park","12/21/2023",11:45:00,"1/2/2024 13:00:27","EP Memorial Park Channel","E04","E04-EP Memorial Park Channel",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
-"60","1/2/2024 13:02:43","EP Memorial Park Open Area","Frida Delgadillo, Armando Jimenez","31.78962, -106.45770","Managed"," mowed/tended lawns, yard, or park","12/21/2023",13:15:00,"1/2/2024 13:02:43","EP Memorial Park Open Area","E05","E05-EP Memorial Park Open Area",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
-"61","1/2/2024 13:05:12","EP Ascarate Park Picnic Area","Frida Delgadillo, Keyan Ozuna","31.75547, -106.40452","Managed"," mowed/tended lawns, yard, or park","12/22/2023",09:30:00,"1/2/2024 13:05:12","EP Ascarate Park Picnic Area","E06","E06-EP Ascarate Park Picnic Area",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
-"62","1/4/2024 16:10:42","Virginia State University - Site 1","Xianfa Xie, Michael Marone","37.231667, -77.419","Unmanaged"," wild plants/weeds, forest, or grassland","1/2/2024",15:20:00,"1/4/2024 16:10:42","Virginia State University - Site 1","P01","P01-Virginia State University - Site 1",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
-"63","1/4/2024 16:11:58","Virginia State University - Site 2","Xianfa Xie, Michael Marone","37.229556, -77.42225","Unmanaged"," wild plants/weeds, forest, or grassland","1/2/2024",16:00:00,"1/4/2024 16:11:58","Virginia State University - Site 2","P02","P02-Virginia State University - Site 2",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
-"64","1/4/2024 16:13:19","Virginia State University - Site 3","Michael Marone","37.235556, -77.413611","Unmanaged"," wild plants/weeds, forest, or grassland","1/3/2024",14:20:00,"1/4/2024 16:13:19","Virginia State University - Site 3","P03","P03-Virginia State University - Site 3",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
-"65","1/4/2024 16:14:22","Virginia State University - Site 4","Michael Marone","37.235278, -77.411667","Unmanaged"," wild plants/weeds, forest, or grassland","1/3/2024",15:00:00,"1/4/2024 16:14:22","Virginia State University - Site 4","P04","P04-Virginia State University - Site 4",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
-"66","1/4/2024 16:16:15","Virginia State University - Site 5","Xianfa Xie, Michael Marone","37.235278, -77.416639","Managed"," mowed/tended lawns, yard, or park","1/4/2024",15:30:00,"1/4/2024 16:16:15","Virginia State University - Site 5","P05","P05-Virginia State University - Site 5",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
diff --git a/soil_testing_data.csv b/soil_testing_data.csv
deleted file mode 100644
index 78fc6da..0000000
--- a/soil_testing_data.csv
+++ /dev/null
@@ -1,66 +0,0 @@
-"site_id","site_name","type","As_EPA3051","Cd_EPA3051","Cr_EPA3051","Cu_EPA3051","Ni_EPA3051","Pb_EPA3051","Zn_EPA3051","water_pH","OM_by_LOI_pct","P_Mehlich3","K_Mehlich3","Ca_Mehlich3","Mg_Mehlich3","Mn_Mehlich3","Zn_Mehlich3","Cu_Mehlich3","Fe_Mehlich3","B_Mehlich3","S_Mehlich3","Na_Mehlich3","Al_Mehlich3","Est_CEC","Base_Sat_pct","P_Sat_ratio","region"
-"B01","Decker Quad","Managed",0,0.26,12.77,13.54,6.93,10.69,33.71,6.8,3.4,47.4,136.87,1384.37,198.67,36.89,5.46,5.21,229.75,0.49,15.42,18.2,472.72,9.3,95.7,21.4,"Baltimore City"
-"B02","Wyman Dell","Managed",5.04,0.53,29.02,31.48,10.75,88.21,83.35,7.2,6.7,82.21,139.38,3062.75,276.56,43.55,16.45,8.64,256.86,1.5,11.79,17.34,371.99,18.7,96.1,38.9,"Baltimore City"
-"B03","Stony Run","Unmanaged",6.39,0.68,40.64,56.91,27.12,125.29,160.54,6.8,8.7,32.98,167.63,1792.92,234.18,65.42,15.95,7.03,136.88,0.86,8.09,4.86,448.43,13.2,86,17.8,"Baltimore City"
-"B04","NDMU Playground","Managed",4.87,0.35,23.78,25.53,11.58,43.73,71.66,6.8,5.2,13.15,184.91,1577.25,270.1,34.55,6.29,6.36,139,0.66,8.75,3.33,579.18,12.5,85.2,8.7,"Baltimore City"
-"B05","NDMU Tennis Grove","Unmanaged",7.77,0.46,26.51,30.12,12.53,120.36,98.55,6.5,5.6,20.8,148.15,1268.44,179.83,22.99,8.55,7.92,126.34,0.44,8.36,3.52,642.73,10.6,77.4,10.7,"Baltimore City"
-"B06","NDMU Library Stream","Unmanaged",4.85,0.3,29.8,25.12,13.3,56.79,100.28,6.8,4.5,13.15,105.27,1921.19,180.01,35.01,13.36,5.43,156.36,0.77,8.74,5.1,493.12,12.7,89.3,9.3,"Baltimore City"
-"M01","Rock Creek Park Needwood Parking Lot","Managed",3.24,0,37.78,25.96,28,19.39,44.01,6,5.1,8.57,59.84,1411.22,180.09,38.28,1.89,2.42,163.04,0.4,8.07,4.03,465.32,11.3,77.3,7.8,"Montgomery County"
-"M02","Rock Creek Park Needwood Forest","Unmanaged",5.18,0,41.03,19.6,71.89,32.25,52.95,6,4,5.46,93.96,1541.87,136.56,184,2.9,2.26,120.63,0.83,7.82,2.67,581.5,11.5,79.1,6.3,"Montgomery County"
-"M03","Rock Creek Park Needwood Pavilion","Managed",3.13,0.34,57.91,26.9,93.58,61.99,101.24,6,5.8,15.91,115.43,1451.54,277.71,87.33,10.3,4.81,189.06,0.39,8.71,3.97,547.11,12.6,78.4,9.7,"Montgomery County"
-"M04","Rock Creek Park Hill Trail","Unmanaged",3.87,0,20.3,17.62,11.41,42.46,34.38,4.9,7.9,9.54,69.05,74.82,40.38,14.13,2.13,1.08,249.88,0.05,16.18,2.65,907.18,7.9,11.2,6.4,"Montgomery County"
-"B07","Druid Hill Park Playground","Managed",27.3,0.61,21.47,21.74,8.55,53.78,75.08,6.4,5.4,38.85,68.75,1765.21,141.54,57,11.17,6.34,222.72,0.8,11.94,6.77,528.76,12.2,83.6,17.2,"Baltimore City"
-"B08","Druid Hill Park Thicket","Unmanaged",7.47,0.33,26.65,24.16,11.01,86.8,64.7,5.7,5.2,26.81,117.21,614.2,90.43,94.1,7.5,6.86,135.78,0.26,14.48,4.33,893.46,7.2,56.9,10.3,"Baltimore City"
-"B09","Druid Hill Park Hiking Trail","Unmanaged",26.66,0.46,38.04,50.11,21.58,69.97,108.65,6.1,6.8,7.48,183.55,2104.25,356.01,95.76,11.89,7.28,129.19,0.77,9.19,5.94,663.58,17,82.1,6.7,"Baltimore City"
-"B10","Druid Hill Park Baseball Field","Managed",3.43,0.25,21.08,16.24,8.9,80.09,59.97,5.8,5.8,15.43,62.84,802.97,178.71,29.01,7.91,4.12,357.8,0.4,14.41,21.33,627.9,8.7,65.1,8.5,"Baltimore City"
-"B11","Gwynns Grassland","Unmanaged",0,1.06,42.85,60.06,24.51,118.74,296.39,6.9,5.3,25.88,100.88,2209,336.88,44.07,63.33,18.78,243.56,1.22,8.47,7.31,365.72,14.8,95.7,15.6,"Baltimore City"
-"B12","Gwynns Glade","Unmanaged",0,1.08,51.62,68.57,30.5,124.34,302.42,7.2,6.4,19.98,88.15,2992.05,243.62,40.13,55.19,22.9,293.57,2.02,10.44,8.46,338.2,17.5,98.2,13.2,"Baltimore City"
-"B13","Gwynns Trailhead","Managed",3.96,0.35,25.02,20.72,13.22,38.03,86.02,7,5.3,56.11,133.28,2114.93,252.28,66.44,17.91,6.28,234.11,1.07,11.35,12.36,545.68,13.7,94.8,22.2,"Baltimore City"
-"B14","Herring Run Stump","Managed",12.98,0.35,27.23,28.46,13.35,56.97,90.02,6.4,6.7,23.37,120.92,1744.72,196.62,37.77,7.42,6.96,149.24,0.63,11.94,9,565.88,13.1,81.6,12.1,"Baltimore City"
-"B15","Herring Run Field","Managed",4.09,0.29,26.2,23.74,14.35,67.47,110.6,6.3,4.7,22.9,165.62,1029.4,208.05,30.58,7.78,5.4,154.14,0.39,8.85,3.41,610.94,9.9,73.5,11.5,"Baltimore City"
-"B16","Herring Run Stream Bank","Unmanaged",4.84,0.53,27.61,30.22,15.24,102.41,135.78,6.6,3.3,18.79,113.76,1315.62,205.74,33.41,10.56,8.64,141.64,0.67,6.97,2.72,586.8,9.9,87,10.5,"Baltimore City"
-"B17","Herring Run Hillside Forest","Unmanaged",0,0,51.21,58.15,31.56,29.24,84.54,6.2,4.3,11.6,269.55,1021.61,355.35,42.67,2.86,7.57,109.57,0.28,11.93,3.96,860.79,11.4,76.8,7.2,"Baltimore City"
-"B18","Herring Run Footbridge","Unmanaged",5.44,0.51,47.56,58.68,33.39,94.05,162.49,6.5,6.4,11.28,219.11,1302.45,467.11,91.08,10.03,8.68,119.04,0.94,7.6,4.82,504.38,12.1,90.7,8.7,"Baltimore City"
-"B19","Herring Run Montebello","Managed",4.47,0.22,23.88,26.02,9.63,76.37,96.93,5.6,5.3,33.58,121.94,507.65,81.72,17.13,16.25,5.31,196.83,0.14,15.17,4.76,666.95,7.1,49.5,13.7,"Baltimore City"
-"B20","Leakin Trailhead","Managed",0,0,77.57,32.21,22.53,33.98,59.02,6.6,3.7,3.56,71.51,1604.57,349.03,33.99,3.24,4.75,101.76,0.65,5.49,5.72,517.58,11.5,96.5,5.8,"Baltimore City"
-"B21","Leakin Poplar","Managed",0,0,20.04,28.49,14.65,26.94,51.11,6,3.7,10.01,135.55,491.18,118.71,20.14,1.38,2.05,82.69,0.18,7.86,4.8,777.54,6.5,58.2,7.1,"Baltimore City"
-"B22","Leakin Glen","Unmanaged",0,0,77.7,27.48,23.15,23.6,44.66,6.5,4.4,3.48,73.5,1963.72,254.52,43.9,4.67,5.02,186.88,0.73,5.96,5.3,370.13,13.1,92.7,6.1,"Baltimore City"
-"B23","Leakin Forest","Unmanaged",3.92,0,21.44,29.98,19.14,50.04,63.8,5.5,5.9,7.86,106.32,191.61,86,10.01,2.73,3.43,181.41,0.14,11.04,3.72,916.25,7.9,24.5,6.1,"Baltimore City"
-"B24","Leakin Nature Center","Managed",0,0,39.4,52.81,21.01,34.12,57.4,6.7,4,10.11,188.37,2138.35,272.19,55.36,8.22,9.16,156.78,0.85,6.33,5.29,463.16,14.3,93.9,8.4,"Baltimore City"
-"M05","Black Hill Visitor Center","Managed",0,0,19.15,25.06,18.91,18.13,85.35,6.1,5.4,15.37,37.1,1889.32,168.38,42.12,2.94,3.24,126.65,0.6,9.86,158.82,365.41,12.2,89.5,12,"Montgomery County"
-"M06","Black Hill Small Wood","Unmanaged",9.34,0,14.93,11.56,9.21,54.58,44.01,6,9.3,10.45,235.73,391.73,102.02,96.85,1.36,0.76,135.75,0.27,13.77,3.23,956.02,9.6,35.7,6.6,"Montgomery County"
-"M07","Black Hill Pavilion A","Managed",7.31,0,16.91,17.12,12.67,17.83,49.55,6.1,6.6,15.27,225.95,738.79,179.23,86.01,1.93,1.14,127.1,0.25,11.98,4.26,658.61,10.1,57.2,8.9,"Montgomery County"
-"M08","Black Hill Tiny Meadow","Unmanaged",11.1,0.21,16.03,13.46,10.77,35.93,49.54,6.1,5.9,18.51,114.43,681.63,96.04,96.78,1.73,0.91,95.26,0.35,14.13,3.19,894.97,8.5,53,8.6,"Montgomery County"
-"M09","Ridge Road Oak Grove","Unmanaged",5.42,0,15.08,14.17,6.87,53.71,31.7,5.6,7.9,23.43,136.22,298.76,62.4,47.46,2.18,1.31,217.01,0.12,16.96,3.55,908.8,7.5,31.6,9.3,"Montgomery County"
-"M10","Ridge Road Pine Field","Managed",8.95,0,17.15,25.39,10.57,21.35,35.11,5.7,4.9,7.72,143.34,1082.18,158.42,95.89,1.38,1.75,144.92,0.29,7,6.04,622.95,10.3,68.9,6.8,"Montgomery County"
-"M11","Ridge Road Leafy Trail","Unmanaged",7.34,0,14.87,11.24,7.01,67.32,29.02,5.3,10.6,9.7,49.57,141.25,36.49,45.89,2.87,0.59,237.65,0.02,22.28,4.04,978.59,5.1,22.1,6.4,"Montgomery County"
-"M12","Ridge Road Tennis Court","Managed",9.71,0,18.08,31.04,11.7,23.24,48.97,5.8,5.5,10.2,169.81,1258.23,154.54,72.71,3.4,3.79,127.36,0.47,7.31,3.06,523.3,9.7,82.7,8.1,"Montgomery County"
-"M13","Goshen Stream Davis Mill","Managed",3.11,0.98,21.29,27.45,22.51,24.55,68.19,5.6,4.6,8.3,63.77,1366.44,142.01,122.3,4.03,2.88,181.59,0.52,6.92,6.47,480.73,9.7,84.3,7.6,"Montgomery County"
-"M14","Goshen Stream Glade","Unmanaged",4.79,0.96,22.93,21.74,19.02,22.35,64.65,5,5.6,12.44,69.91,671.32,113.5,55.16,3.86,2.19,172.14,0.18,8.6,4.46,639.72,8,56,8.1,"Montgomery County"
-"M15","Goshen Stream Seneca Trailhead","Managed",0,0.9,20.79,19.15,16.04,21.55,54.52,6.4,3.8,47.19,272.9,1405.53,110.35,39.61,1.88,1.9,137.51,0.59,10.15,4.14,630.94,10,86.4,18.6,"Montgomery County"
-"M16","Goshen Stream Fern Gully","Unmanaged",0,0.91,18.77,28.02,20.63,35.61,64.66,4.7,11.5,11.69,64.96,115.16,60.42,9.26,2.49,1.66,373.66,0.03,18.83,3.57,893.95,8.4,14.8,6.8,"Montgomery County"
-"M17","Goshen Rec Grass","Managed",0,1.19,33.91,32.39,51,53.13,99.07,5.5,6.5,25.7,193.93,1605.62,212.78,42.32,14.6,4.34,184.51,0.82,9.81,4.71,455.44,12.7,81.1,14.3,"Montgomery County"
-"M18","Goshen Rec Arched Tree","Unmanaged",3.63,1.08,16.03,22.07,12.11,59.15,119.85,5.2,4.9,152.04,192.86,799.26,106.83,24.27,13.92,1.92,307.92,0.18,10.27,3,687.28,8.6,62.7,42.2,"Montgomery County"
-"M19","Farm Park Bird Field","Managed",4.89,1.1,50.65,47.34,22.68,50.75,136.88,5.7,6,132.46,128.51,1259.5,156.73,21.95,22.7,8.69,308.55,0.27,11.06,8,586.81,10.8,73.4,41.9,"Montgomery County"
-"M20","Farm Park Stream Side","Unmanaged",4.49,0.6,57.32,53.43,18.64,65.61,71.66,5,6,185.26,65.04,504.29,76.92,18.84,7.14,7.18,510.09,0.03,12.47,7.13,723.9,8.8,38,44.1,"Montgomery County"
-"M21","Farm Park Farmhouse","Managed",3.49,0.27,26.42,30.52,17.31,30.42,77.64,5.3,5.6,27.92,183.39,756.42,109.82,50.87,5.56,2.32,106.93,0.26,13.26,3.71,625.83,8.4,61.2,13.1,"Montgomery County"
-"M22","Farm Park Spice Bush Thicket","Unmanaged",5.83,0.37,24.95,28.96,17,34.19,70.43,5.3,5.2,20.68,180.73,840.06,141.15,50.44,4.53,2.84,103.21,0.39,8.73,3.13,654.19,8.7,67,10.6,"Montgomery County"
-"M23","Cabin John Tai Chi Court","Managed",3.36,0.44,51.46,18.95,24.71,54.98,70.75,6,5.1,8.14,171.86,1391.94,224.92,132.97,6.25,2.75,147.41,1.3,7.53,4.38,465.19,11,84.7,7.7,"Montgomery County"
-"M24","Cabin John Conifers","Unmanaged",3.56,0.31,83.52,14.97,28.42,28.63,66.14,6,4.8,5.51,184.3,917.74,274.97,148.81,2.7,1.23,115.71,0.6,6.26,3.29,520.97,9.5,77.3,6.5,"Montgomery County"
-"S01","Fred Hutch Arnold Yard","Managed",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,"Seattle"
-"S02","Fred Hutch Pine Lot","Unmanaged",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,"Seattle"
-"C01","CCC SE","Unmanaged",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
-"C02","Organic Vineyard","Managed",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
-"C03","Fallow Field","Unmanaged",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
-"C04","Rural Home Lawn","Managed",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
-"C05","Vineyard Pesticide Buffer","Managed",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
-"E01","UTEP Hill","Unmanaged",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
-"E02","EP Mundy Park","Managed",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
-"E03","EP Memorial Park Channel","Managed",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
-"E04","EP Memorial Park Open Area","Managed",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
-"E05","EP Ascarate Park Picnic Area","Managed",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
-"P01","Virginia State University - Site 1","Unmanaged",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
-"P02","Virginia State University - Site 2","Unmanaged",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
-"P03","Virginia State University - Site 3","Unmanaged",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
-"P04","Virginia State University - Site 4","Unmanaged",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
-"P05","Virginia State University - Site 5","Managed",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA