3.2. Influence of LULC, Altitudinal Zone and Aspect Direction on SOC Density
By combining SOC concentration, bulk density and soil depth thickness, we estimated the SOC density (Equation (3)). The results of the linear mixed model show some significant effects (
p < 0.05) by LULC type, altitudinal zone and aspect direction on SOC density (
Table 3 and
Table 4). In considering each soil depth separately, only altitudinal zone in the first three depths and aspect direction in the lowest depth had significant effects (
p < 0.05) on SOC density (
Table 3). Furthermore, the interactions between the fixed factors also had very limited impacts on SOC density except the influence of altitudinal zone × aspect direction interaction at 40–60 cm and 60–80 cm depths. This indicates that altitudinal zone has a stronger effect on SOC density compared to aspect direction and LULC. This is probably because SOC content generally increases with altitude due to high OM inputs and slow decomposition. The significant effect (
p < 0.05) of the interaction between altitudinal zone × aspect direction on SOC density suggests that their combined effects influence SOC density in the deeper layers of the soil profiles.
Table 3.
Effects of fixed terms (LULC, altitudinal zone and aspect direction) and their associated interactions on SOC density (kg∙m−2) at each depth interval.
Table 3.
Effects of fixed terms (LULC, altitudinal zone and aspect direction) and their associated interactions on SOC density (kg∙m−2) at each depth interval.
Source | 0–20 cm | 20–40 cm | 40–60 cm | 60–80 cm | 80–100 cm |
---|
LULC (L) | 0.363 | 0.496 | 0.275 | 0.332 | 0.210 |
Altitudinal zone (AZ) | 0.000 * | 0.000 * | 0.003 * | 0.273 | 0.288 |
Aspect direction (A) | 0.999 | 0.333 | 0.360 | 0.931 | 0.014 * |
L × AZ | 0.850 | 0.184 | 0.181 | 0.331 | 0.142 |
L × A | 0.452 | 0.268 | 0.494 | 0.171 | 0.708 |
AZ × A | 0.230 | 0.717 | 0.058 | 0.042 * | 0.523 |
L × AZ × A | 0.814 | 0.630 | 0.748 | 0.726 | 0.890 |
The effects of the fixed factors and their interactions on SOC density were much more significant when individual LULC type, altitudinal zone and aspect direction was considered (
Table 4). The SOC density under all LULC types was significantly affected (
p < 0.05) by both altitudinal zone and soil depth except under grasslands. Furthermore, the interactions between altitudinal zone × aspect direction under forests and shrubl ands, and altitudinal zone × depth under forests also had significant effects on SOC density. Similarly, the SOC density under all aspect direction was significantly influenced (
p < 0.05) by LULC, altitudinal zone and depth except for north-facing slopes by LULC (
Table 4). The interactions between LULC × altitudinal zone and altitudinal zone × depth also significantly affected (
p < 0.05) the SOC density under east and south-facing slopes, and south-facing slopes, respectively. The SOC density under different altitudinal zones was however significantly influenced (
p < 0.05) by aspect direction and soil depth except for the 4000–5520 m zone. Since none of the factors had significant effect on SOC density under 4000–5520 m zone, the results are not presented in
Table 4.
Table 4.
Effects of fixed terms (LULC, altitudinal zone, aspect direction and depth) and their associated interactions on SOC density (kg∙m−2) under each LULC type, altitudinal zone and aspect direction.
Table 4.
Effects of fixed terms (LULC, altitudinal zone, aspect direction and depth) and their associated interactions on SOC density (kg∙m−2) under each LULC type, altitudinal zone and aspect direction.
LULC Types | Agriculture | Forests | Grasslands | Shrublands |
Altitudinal zone (AZ) | 0.001 * | 0.000 * | 0.104 | 0.000 * |
Aspect direction (A) | 0.104 | 0.000 * | - | 0.012 * |
Depth (D) | 0.000 * | 0.000 * | 0.033 * | 0.000 * |
AZ × A | 0.231 | 0.000 * | - | 0.004 * |
AZ × D | 0.180 | 0.006 * | 0.535 | 0.109 |
A × D | 0.986 | 0.874 | - | 0.855 |
AZ × A × D | 1.000 | 0.950 | - | 0.970 |
Aspect Directions | East | North | South | West |
LULC (L) | 0.000 * | 0.367 | 0.001 * | 0.000 * |
Altitudinal zone (AZ) | 0.000 * | 0.000 * | 0.000 * | 0.045 * |
Depth (D) | 0.000 * | 0.002 * | 0.000 * | 0.000 * |
L × AZ | 0.001 * | - | 0.002 * | 0.444 |
L × D | 0.867 | 0.995 | 0.909 | 0.633 |
AZ × D | 0.381 | 0.893 | 0.003 * | 0.608 |
L × AZ × D | 0.989 | - | 0.962 | 0.956 |
Altitudinal Zones | AZ-1 | AZ-2 | AZ-3 | AZ-4 |
LULC (L) | 0.238 | 0.253 | 0.342 | 0.037 * |
Aspect direction (A) | 0.000 * | 0.239 | 0.000 * | 0.018 * |
Depth (D) | 0.000 * | 0.000 * | 0.000 * | 0.000 * |
L × A | 0.331 | 0.070 | 0.106 | 0.062 |
L × D | 0.595 | 0.998 | 0.789 | 0.911 |
A × D | 0.959 | 1.000 | 0.904 | 0.952 |
L × A × D | 1.000 | 1.000 | 0.860 | 0.789 |
3.3. SOC Density and Its Vertical Distribution under Different LULC Types
The mean SOC density values for the depths under different LULC types ranged from 2.5 to 6.0 kg∙m
−2 under agricultural lands, 2.5–9.6 kg∙m
−2 under forests, 1.1–11.3 kg∙m
−2 under grasslands and 1.5–8.7 kg∙m
−2 under shrublands (
Table 5). Except for the first depth interval, forests had relatively large mean SOC density than other LULC types. Mean SOC density was lowest under agricultural lands in the first three depths but was slightly larger than grasslands and shrublands in the last two depths. Although the differences in mean SOC density values among LULC types were clear, only SOC density under agricultural lands was significantly different (
p < 0.05) from forests and grasslands at 0–20 cm depth and forests at 20–40 cm depth. Conversely, the cumulative mean SOC density in the top meter under different LULC types showed a similar trend with significantly larger (
p < 0.05) cumulative mean SOC density under forests (24.84 kg∙m
−2) compared to shrublands (20.56 kg∙m
−2), grasslands (17.86 kg∙m
−2) and agricultural lands (17.38 kg∙m
−2). The cumulative mean SOC density in the first meter under forests was 7.5 kg∙m
−2 (43%), 7.0 kg∙m
−2 (39%) and 4.3 kg∙m
−2 (21%) larger than agricultural lands, grasslands and shrublands, respectively. The relatively large SOC density under forests and shrublands could be due to high OC inputs, slow decomposition and deep rooting depth compared to grasslands and agricultural lands. Furthermore, the presence of non-volcanic andosolic soils under forests, with moderately high SOC content throughout the solum [
30,
37] may have been a contributing factor. Our results are comparable with the reported cumulative mean SOC density in the upper meter of 47 kg∙m
−2 under dense temperate forest and 22 kg∙m
−2 under open temperate forest in the Himalayas [
38]; 14 kg∙m
−2 under evergreen needle forest, 12 kg∙m
−2 under deciduous broadleaf, 10 kg∙m
−2 under closed shrublands, 17 kg∙m
−2 under grasslands and 9 kg∙m
−2 under cropland [
26]; and 17 kg∙m
−2, 15 kg∙m
−2 and 12 kg∙m
−2 under temperate deciduous, evergreen and grasslands, respectively [
5].
Table 5.
Vertical distribution of mean SOC density values under different LULC types.
Table 5.
Vertical distribution of mean SOC density values under different LULC types.
Depth (cm) | SOC Density (kg∙m−2) (Mean ± Standard Error Mean) |
---|
Agricultural Lands | Forests | Grasslands | Shrublands |
---|
0–20 | 5.98 ± 0.32 a* | 9.62 ± 0.44 a | 11.34 ± 1.05 a | 8.73 ± 0.64 a |
20–40 | 3.89 ± 0.32 b | 6.35 ± 0.34 b | 6.23 ± 0.75 a,b | 5.58 ± 0.54 b |
40–60 | 2.45 ± 0.36 c | 3.73 ± 0.27 c | 2.86 ± 0.61 b | 2.53 ± 0.50 c |
60–80 | 2.48 ± 0.34 c | 2.54 ± 0.24 d | 1.90 ± 0.95 b | 1.49 ± 0.39 c |
80–100 | 2.46 ± 0.34 c | 2.50 ± 0.23 d | 1.12 ± 0.00 b | 2.05 ± 0.43 c |
While the mean SOC density invariably decreased with depth, its vertical distribution pattern was notably different under different LULC types. The mean SOC density under different LULC types ranged from 6.0–11.3 kg∙m
−2 (0–20 cm), 3.9–6.4 kg∙m
−2 (20–40 cm), 2.5–3.7 kg∙m
−2 (40–60 cm), 1.5–2.5 kg∙m
−2 (60–80 cm) and 1.1–2.5 kg∙m
−2 (80–100 cm) (
Table 5). The mean SOC density values at 0–20 cm and 20–40 cm depths under all LULC types were significantly different (
p < 0.05) from each other and also from the values of the last three depths. The exception is that the SOC density at 20–40 cm depth was not significantly different from the SOC density values at the last three depths under grasslands. On the other hand, the last three depths under all LULC types were not significantly different from each other, with the exception of values of 40–60 cm compared to those of the last two depths under forests. The relatively large mean SOC density in the top layers could be attributed to higher OM inputs by litter fall causing higher accumulation of SOC in the upper layer of the mineral soil. The effect of LULC on SOC density diminishes with depth and the vertical distribution pattern of SOC density largely depends on how deeply the OM is disseminated throughout the profile.
When considered in proportional terms, the percentage of mean SOC density in the top 20 cm relative to the cumulative mean SOC density in the first meter was highest under grasslands (59%) followed by shrublands (43%), forests (38%) and agricultural lands (34%) (
Figure 2). These proportions indicate that more than 34% of the total SOC density in the upper meter is stored in the first 20 cm depth under all LULC types. The proportion of SOC density in the first 20 cm (relative to the top meter) also provides information about the vertical distribution of SOC density in the profiles. The higher the proportions of SOC density in the top 20 cm, the less homogeneous is the SOC density distributed down the profile. In this study, grasslands had the highest proportion of SOC density in the top 20 cm depth suggesting that SOC density is less homogeneously distributed down the profile compared to other LULC types. This is not unexpected as it could be attributed to very high OM inputs in the top layer which then decreases considerably down the profile. This could also be due to the very shallow rooting depth under grasslands [
5,
26]. Comparatively, the proportion of SOC density in the first 20 cm (relative to the upper meter) was lowest under agricultural lands. This could be due to the opposite effect to that under grasslands and deep incorporation of farmyard manure and crop residue under agricultural lands. Although tillage is limited under orchards, it is moderately intensive under dry land agriculture and paddy land. Power tillers are often used at the study site for ploughing and puddling of paddy soils. Farmyard manure and/or leaf litters are applied every cropping season to improve the soil fertility. Conversely, the vertical distribution of SOC density under forests was more homogeneous than grassland and shrublands (
Figure 2) probably due to high OM inputs from both above- and belowground biomass, slow decomposition and SOC complexation with andic and spodic properties of non-volcanic andosolic soils [
37].
Figure 2.
Proportion of SOC density (kg∙m−2) stored at different depth intervals under different LULC types. Data are in percentages and are plotted at the midpoint of each depth interval.
Figure 2.
Proportion of SOC density (kg∙m−2) stored at different depth intervals under different LULC types. Data are in percentages and are plotted at the midpoint of each depth interval.
Results reported here were, however, dissimilar to those from Wang
et al. [
26] in China and Jobbágy and Jackson [
5] for the global ecosystems. The work by Wang
et al. [
26] reported highest proportion of SOC density in the first 20 cm (relative to the first meter) under forests (54%) followed by shrublands (46%), grasslands (39%) and cropland (37%). Similarly, Jobbàgy and Jackson [
5] reported highest percentage under forests (50%) followed by grassland (42%), cropland (41%) and shrublands (33%). The abrupt decrease in SOC density with depth (relative to the SOC density in the first 20 cm) under grasslands (59%) reported here compared to the grassland (42%) reported for the global ecosystems [
5] could be attributed to the shallower vertical root distribution under grasslands in the high-altitude ecosystems such as the Himalayas compared to the tropics. In support of this premise, a recent study by Yang
et al. [
24] found that 90% of the roots in the alpine grasslands were concentrated in the top 30 cm compared with 65% reported for the global ecosystems [
23]. Additionally, a recent study by Ota
et al. [
39] supports the influence of rooting-depth on the distribution of SOC in the soil profile. The SOC density under shrublands (43%) reported here was less homogeneously distributed down the profile compared to the shrublands (33%) reported for the global ecosystems [
5] and this could also be due to shallower rooting depth under shrublands in the temperate region than in the tropics. However, the results for the shrublands reported here are comparable with the findings of a similar study reported by Wang
et al. [
26] in China. Under forests however, the SOC density (39%) reported here was more uniformly distributed down the profile than that reported for the global ecosystems (50%) [
5] and under forests in China (54%) [
26], possibly due to high OM inputs from both above- and belowground biomass, slow decomposition and stabilization of SOC by andic and spodic properties of non-volcanic andosolic soils [
37]. In the case of agricultural lands, the vertical distribution of SOC density (34%) is comparable to those reported for the cropland in China (37%) [
26] but more homogeneously distributed compared to that under global ecosystems (41%) [
5]. As discussed above, the discrepancy may be due to relatively low SOC density in the upper layers, limited tillage under orchards and deep incorporation of farmyard manure and crop residues under dry land and paddy land.
3.4. Altitudinal Effects on SOC Density and Its Vertical Distribution
The clear association of LULC with both SOC and altitude means that there is a systematic variation in mean SOC density with altitude. The mean SOC density under different altitudinal zones was relatively large under 4000–5520 m (4.8–13.2 kg∙m
−2 for first three depths) and 3500–4000 m zones (3.4–11.7 kg∙m
−2) compared to 3000–3500 m (2.2–11.6 kg∙m
−2), 2500–3000 m (1.7–7.0 kg∙m
−2) and 1769–2500 m zones (2.0–7.1 kg∙m
−2) (
Table 6). The results from the mean separation tests showed significant differences (
p < 0.05) in mean SOC density values between the top three and the last two altitudinal zones at 0–20 cm depth. Similarly, the values at 3500–4000 m and 3000–3500 m zones were significantly different (
p < 0.05) from the last two zones at 20–40 cm depth. In the case of 40–60 cm depth, only 3500–4000 m zone was significantly different (
p < 0.05) from the last two zones. The increase in SOC density with altitudinal zone was largely due to increase in SOC concentration with altitude resulting from higher OM inputs from above- and belowground biomass, slow decomposition due to low temperature [
10] and more translocation of OC into deeper layers. The latter process was probably accentuated by increasing precipitation in the upper altitudinal zones (
Table 1). The presence of non-volcanic andosolic soils in the upper altitudinal zones (3200–4000 m) might have stabilized SOC by forming complexes probably promoted by the soil andic and spodic properties [
37]. Previous studies have shown that interactions between SOC and soil minerals form organo-mineral complexes which in turn control the SOC dynamics and storage in the soil [
40,
41].
Conversely, the cumulative mean SOC density for the upper meter profile under different altitudinal zones decreased in the order of 3500–4000 m (33.31 kg∙m
−2) > 3000–3500 m (26.63 kg∙m
−2) > 2500–3000 m (17.17 kg∙m
−2) > 1769–2500 m zones (17.38 kg∙m
−2) with the 3500–4000 m zone significantly different (
p < 0.05) from the last two zones. As discussed above, the increase in SOC density with increasing altitude of the altitudinal zone is largely due to increase in SOC concentration [
13,
40]. In relative terms, the 3500–4000 m zone stores approximately 15.9 kg∙m
−2 (92%), 16.1 kg∙m
−2 (94%) and 6.7 kg∙m
−2 (25%) more SOC density in the upper meter profile than the 1769–2500 m, 2500–3000 m and 3000–3500 m zones, respectively. Our results were generally in line with previously reported mean SOC density values from the western Himalayas, India [
42]. A similar trend has also been reported by other studies [
40,
43].
Table 6.
Vertical distribution of mean SOC density values under different altitudinal zones.
Table 6.
Vertical distribution of mean SOC density values under different altitudinal zones.
Depth (cm) | SOC Density (kg∙m−2) (Mean ± Standard Error Mean) |
---|
1769–2500 m | 2500–3000 m | 3000–3500 m | 3500–4000 m | 4000–5520 m |
---|
0–20 | 7.09 ± 0.59 a | 6.98 ± 0.66 a | 11.56 ± 0.87 a | 11.72 ± 1.14 a | 13.18 ± 0.30 a |
20–40 | 4.26 ± 0.43 b | 4.43 ± 0.56 b | 7.09 ± 0.69 b | 8.86 ± 0.67 a,b | 7.20 ± 1.34 a |
40–60 | 2.10 ± 0.29 c | 2.40 ± 0.43 c | 3.53 ± 0.71 c | 5.00 ± 0.81 c | 4.80 ± 2.05 a |
60–80 | 1.96 ± 0.25 c | 1.85 ± 0.32 c | 2.42 ± 0.62 c | 3.01 ± 1.29 c | ND |
80–100 | 2.14 ± 0.31 c | 1.73 ± 0.30 c | 2.22 ± 0.53 c | 3.35 ± 0.71 c | ND |
It was also found that the altitude factor affects the vertical distribution of SOC density in the profiles by influencing climatic factors like temperature and precipitation. A strong correlation of SOC with mean annual temperature and precipitation, and clay content has been reported [
5]. When altitude was plotted against SOC density, there was a positive correlation (
r) of over 0.55 for the first three depths. The mean SOC density values under different altitudinal zones ranged from 7.1–13.2 kg∙m
−2 (0–20 cm), 4.3–8.9 kg∙m
−2 (20–40 cm), 2.1–5.0 kg∙m
−2 (40–60 cm), 1.9–3.0 kg∙m
−2 (60–80 cm) and 1.7–3.4 kg∙m
−2 (80–100 cm) (
Table 6). Except for the 4000–5520 m zone, the mean SOC density values at 0–20 cm and 20–40 cm depths were significantly different (
p < 0.05) from each other and also from the values in the last three depths. The other exception is that the mean SOC density values at 0–20 cm and 20–40 cm depths were also not significantly different under 3500–4000 m. The insignificant differences in SOC density values between 0–20 cm and 20–40 cm depths under 3500–4000 m and 4000–5520 m indicate that SOC density is more homogeneously distributed in the profiles compared to other altitudinal zones. As expected, the mean SOC density values in the last three depths were not significantly different and this suggests a decreasing effect of altitude on SOC density with depth.
The proportion of mean SOC density at 0–20 cm (relative to the first meter) under different altitudinal zones was highest under 3000–3500 m zone (43%) followed by 1769–2500 m and 2500–3000 m zones (41% each) and 3500–4000 m zone (35%) (
Figure 3). The results indicate that the vertical distribution of SOC density under 3500–4000 m zone was more homogeneous than other zones possibly due to more dense forest cover in the upper altitudinal zones and presence of non-volcanic andosolic soils (3200–4000 m) with moderately high SOC content throughout the profile [
30,
37]. In addition, slow decomposition and accumulation of SOC [
10], more leaching and translocation of OC into deeper layers, and formation of organo-mineral complexes [
40,
44] such as with andic and spodic properties of non-volcanic andosolic soils [
37] might have been the other contributing factors.
3.5. Impacts of Slope Aspect on SOC Density and Its Vertical Distribution
Slope aspect determines the micro-climate of hill/mountain slopes by influencing the solar radiation and evapotranspiration, and as such affects soil moisture, air temperature, vegetation cover and microbial activities. Aspect direction therefore impacts the SOC dynamics by its influence on the amount of OM inputs and subsequent decomposition in the soil. The mean SOC density values were variable in their ranges under different aspect directions, viz: 2.8–10.6 kg∙m
−2 (north-facing slopes), 2.6–9.0 kg∙m
−2 (east-facing slopes), 1.9–8.5 kg∙m
−2 (south-facing slopes) and 1.5–8.5 kg∙m
−2 (west-facing slopes) (
Table 7). At all depths, the northern aspect had relatively large mean SOC density than other aspect directions. However, none of the aspect directions was significantly different (
p < 0.05) at all depths. The cumulative mean SOC density in the top meter profile also depicted a similar trend with larger SOC density on the north-facing slopes (27.7 kg∙m
−2) than east (23.6 kg∙m
−2), south (21.4 kg∙m
−2) and west-facing slopes (17.1 kg∙m
−2). The larger SOC density on the north-facing slopes could be ascribed to rich biodiversity [
19,
45], high OM inputs [
19,
21], faunal abundance [
19] and more soil moisture [
19,
20] on the northern aspect compared to other aspect directions. Our results are comparable with the reported mean SOC density of 21 kg∙m
−2 under north and 16 kg∙m
−2 under south-facing slopes (upper 1.1 m depth) in the subalpine range of the Italian Alps [
20] and 4 kg∙m
−2 (south-western) and 18 kg∙m
−2 (north-western) in the first 30 cm depth in the temperate conditions of the Garhwal Himalayas, India [
46].
Figure 3.
Proportion of SOC density (kg∙m−2) stored at different depths under different altitudinal zones. Data are in percentages and are plotted at the midpoint of each depth interval.
Figure 3.
Proportion of SOC density (kg∙m−2) stored at different depths under different altitudinal zones. Data are in percentages and are plotted at the midpoint of each depth interval.
When each slope aspect was considered, the highest range of mean SOC density values (8.5–10.6 kg∙m
−2) was found in 0–20 cm depth compared to other depths in the order: 20–40 cm (4.6–6.7 kg∙m
−2), 40–60 cm (2.0–3.8 kg∙m
−2), 60–80 cm (1.5–2.8 kg∙m
−2) and 80–100 cm (1.5–2.8 kg∙m
−2) (
Table 7). The mean SOC density values at 0–20 cm and 20–40 cm depths were significantly different (
p < 0.05) from each other and from the values of the last three depths under all aspect directions. The exception is that the mean SOC density value at 20–40 cm depth was not significantly different from values at 0–20 cm and 40–60 cm depths under north-facing slopes. This suggests that SOC density on the northern aspect is more uniformly distributed down the profile compared to other aspect directions. On the other hand, the mean SOC density values in the last three depths were not significantly different (
p < 0.05) except for values between 40–60 cm and 80–100 cm depths on the south-facing slopes. The relatively large SOC density in the top layer under all aspect directions is attributable to higher OM inputs from the aboveground biomass and more microbial abundance compared to the lower depths.
Table 7.
Vertical distribution of mean SOC density values under different aspect directions.
Table 7.
Vertical distribution of mean SOC density values under different aspect directions.
Depth | SOC Density (kg m−2) (Mean ± Standard Error Mean) |
---|
(cm) | East | North | South | West |
---|
0–20 | 9.00 ± 0.48 a* | 10.60 ± 1.37 a | 8.51 ± 0.60 a | 8.45 ± 0.67 a |
20–40 | 5.92 ± 0.45 b | 6.66 ± 0.94 a,b | 6.05 ± 0.44 b | 4.59 ± 0.57 b |
40–60 | 3.27 ± 0.48 c | 3.78 ± 0.71 b,c | 3.38 ± 0.36 c | 2.03 ± 0.31 c |
60–80 | 2.55 ± 0.40 c | 2.82 ± 0.65 c | 2.25 ± 0.38 c,d | 1.54 ± 0.24 c |
80–100 | 2.87 ± 0.38 c | 3.05 ± 0.65 c | 1.87 ± 0.28 d | 1.49 ± 0.27 c |
Figure 4.
Proportion of SOC density (kg∙m−2) stored at different depth intervals under different aspect directions. Data are in percentage and are plotted at the midpoint of each depth interval.
Figure 4.
Proportion of SOC density (kg∙m−2) stored at different depth intervals under different aspect directions. Data are in percentage and are plotted at the midpoint of each depth interval.
Conversely, the proportion of mean SOC density in the upper 20 cm (relative to the cumulative mean SOC density in the upper meter) was highest under western aspect (49%) followed by southern (40%) and northern and eastern aspect directions (38% each) (
Figure 4). The results indicate more homogeneous vertical distribution of SOC density (relative to the SOC density in the first 20 cm depth) on the north and east-facing slopes compared to the other two aspect directions. The larger and more uniform distribution of SOC density on the northern aspect could be largely attributed to rich biodiversity [
19,
21] and high OM inputs from above- and belowground biomass [
19]. Other factors include more soil moisture and leaching [
20] and high clay content [
47] for organo-mineral complexation [
40,
44] compared to other aspect directions.