Overall the transit density is as expected with the most significant concentration in Orlando and other significant concentrations in the other urban areas, especially Lakeland. Accessibility and density follow a similar pattern, though they have significantly higher and lower variance respectively. In the maps below orange represents higher values and blue represents lower values.
The correlations between all 3 variables were positive, though the relationship between Accessibility and Capacity was significantly stronger. Given the areas reliance on the street network for travel makes sense. The correlations are described in the matrix below, all were significant at the 0.05 level.
The variables are referred to as the following on plots:
| capacity | TOT | TOTEMP | |
|---|---|---|---|
| capacity | 1.0000000 | 0.2626027 | 0.6130423 |
| TOT | 0.2626027 | 1.0000000 | 0.2633309 |
| TOTEMP | 0.6130423 | 0.2633309 | 1.0000000 |
To aid in the readability of the plot I have removed extreme outliers though these were included in the correlations. The overall trend is positive (0.2626027), though it is apparent there is significant variance with the density varying quite wildly. Which makes sense considering the diversity across the area we are looking at and the differences between Orlando and the surrounding region. I believe one and two way ANOVAs could make for an interesting test of the differences across intensity and place type respectively, though we could also include them in a regression style analysis.
The relationship between capacity and accessibility is significantly stronger (0.6130423), though still shows significant variation along where the trend line would likely fall and an interesting cluster of high capacity and lower access.
Your instinct was entirely correct the groups are absolutely caused by Orlando.
This plot shows the relationship between all three variables, though the significant number of low land density cells makes any interpretation hard.
I’ve also added two tables summarizing all three variables by intensity and place type
| pt | Mean Capacity | SD Capacity | Median Capacity | Mean Density | SD Density | Median Density | Mean Accessibility | SD Accessibility | Median Accessibility |
|---|---|---|---|---|---|---|---|---|---|
| Commercial | 18574.636 | 11179.926 | 16400 | 132.953060 | 407.831256 | 38.466670 | 234768.33 | 150275.60 | 157270.12 |
| Developed OS | 3530.765 | 3787.445 | 2400 | 10.060390 | 78.496913 | 4.537556 | 66728.27 | 46479.17 | 53760.13 |
| High mixed | 15530.724 | 10138.323 | 13200 | 82.656529 | 131.733468 | 54.150655 | 211658.10 | 155017.75 | 132682.07 |
| Industrial | 13920.011 | 9276.903 | 11200 | 95.853321 | 183.656339 | 45.930473 | 220356.36 | 150085.28 | 144814.76 |
| Mixed | 13290.898 | 9720.007 | 11200 | 71.924518 | 152.942082 | 39.280979 | 199510.86 | 149577.95 | 128271.58 |
| Office/Inst | 12080.838 | 9444.258 | 9050 | 144.038158 | 505.118754 | 30.383578 | 202092.69 | 139269.69 | 134827.31 |
| Residential | 8044.390 | 7258.677 | 6400 | 41.755313 | 60.906171 | 26.722766 | 158011.27 | 121779.08 | 112387.96 |
| Rural | 3121.845 | 4819.428 | 1500 | 0.472834 | 6.704239 | 0.000000 | 77716.20 | 76253.12 | 55223.75 |
| it | Mean Capacity | SD Capacity | Median Capacity | Mean Density | SD Density | Median Density | Mean Accessibility | SD Accessibility | Median Accessibility |
|---|---|---|---|---|---|---|---|---|---|
| 0 | 3123.890 | 4814.901 | 1500 | 0.5207735 | 8.716538 | 0.000000 | 77661.26 | 76137.13 | 55223.75 |
| 1 | 6103.871 | 6238.257 | 4400 | 20.0144875 | 52.484366 | 9.106747 | 114415.58 | 89817.25 | 90945.90 |
| 2 | 10375.787 | 8603.239 | 7600 | 72.9311037 | 211.299805 | 37.094604 | 192319.88 | 133964.66 | 133483.74 |
| 3 | 9715.192 | 7770.368 | 7200 | 59.2084981 | 113.850375 | 40.711925 | 178852.37 | 127787.15 | 124486.21 |
| 4 | 11508.794 | 8398.575 | 9200 | 64.8563758 | 79.441208 | 49.078932 | 200219.11 | 138218.72 | 130308.08 |
| 5 | 14380.963 | 10087.323 | 12000 | 84.5934804 | 147.074856 | 62.288793 | 228514.88 | 155326.69 | 145378.67 |
To me the most interesting thing in this table is the decrease in capacity from intensity 2 to 3. It is the only place where the trend of increasing capacity drops off and it seems unrelated to Density and Accessibility as they increase directly linearly. One possible explanation could be a number of residential cells that are intensity 3 as they would still increase in density since it is an overall measure and accessibility while having lower capacity roadways.
The employment map on the right has so many small geometries that it looks a bit odd at low zoom levels, as you zoom closer it will improve in appearence. The overall pattern is similar to current day.
The similarities continue into 2060.