Repository: wsp-sag/network_wrangler

Issue:
[BUG] developer branch failing tests
## Describe the bug

The developer branch is failing tests.
See https://travis-ci.org/github/wsp-sag/network_wrangler/builds/773176713

## To Reproduce
Check out the developer branch and run the tests with `pytest`

### Failing tests
From https://travis-ci.org/github/wsp-sag/network_wrangler/builds/773176713,
```
FAILED tests/test_roadway.py::test_select_roadway_features[selection0] - Attr...
FAILED tests/test_roadway.py::test_select_roadway_features[selection1] - Attr...
FAILED tests/test_roadway.py::test_select_roadway_features[selection2] - Attr...
FAILED tests/test_roadway.py::test_select_roadway_features[selection3] - Attr...
FAILED tests/test_roadway.py::test_select_roadway_features_from_projectcard
FAILED tests/test_roadway.py::test_apply_roadway_feature_change[1_simple_roadway_attribute_change.yml]
FAILED tests/test_roadway.py::test_apply_roadway_feature_change[2_multiple_roadway.yml]
FAILED tests/test_roadway.py::test_apply_roadway_feature_change[3_multiple_roadway_attribute_change.yml]
FAILED tests/test_roadway.py::test_add_managed_lane - AttributeError: module ...
FAILED tests/test_roadway.py::test_add_adhoc_managed_lane_field - Exception: ...
FAILED tests/test_roadway.py::test_add_adhoc_field_from_card - AttributeError...
FAILED tests/test_roadway.py::test_query_roadway_property_by_time_group[variable_query0]
FAILED tests/test_roadway.py::test_query_roadway_property_by_time_group[variable_query1]
FAILED tests/test_roadway.py::test_query_roadway_property_by_time_group[variable_query2]
FAILED tests/test_roadway.py::test_write_model_net - AttributeError: module '...
FAILED tests/test_roadway.py::test_network_connectivity - AttributeError: mod...
FAILED tests/test_roadway.py::test_network_connectivity_ignore_single_nodes
FAILED tests/test_roadway.py::test_find_segment - AttributeError: module 'osm...
FAILED tests/test_scenario.py::test_apply_summary_wrappers - AttributeError: ...
FAILED tests/test_transit.py::test_invalid_optional_selection_variable - Valu...
FAILED tests/test_transit.py::test_transit_road_consistencies - AttributeErro...
FAILED tests/test_transit_with_roadnet.py::test_set_roadnet - AttributeError:...
= 22 failed, 48 passed, 3 deselected, 1 xfailed, 381 warnings in 931.90s (0:15:31) =
```

### Triggering line of code
`G = ox.graph_from_gdfs(graph_nodes, graph_links)`

### Thoughts on resolution

This is caused by osmnx version >1.0 requiring a multindex on `"u","v","key"`.  

Solution:
- check for osmnx version >1.0 and create index before calling `graph_from_gdfs()`
- don't just replace code, because it will fail for those with osmnx < 1.0

### Full stack trace


### Environment

Operating system: Windows 10
Context (conda, jupyter, etc): conda
Environment (e.g. output from `conda list`):

```
(network_wrangler_dev) PS C:\Users\lzorn\Downloads\py37_geopandas> conda list
# packages in environment at C:\ProgramData\Anaconda3\envs\network_wrangler_dev:
#
# Name                    Version                   Build  Channel
alabaster                 0.7.12                   pypi_0    pypi
argon2-cffi               21.3.0                   pypi_0    pypi
argon2-cffi-bindings      21.2.0                   pypi_0    pypi
atomicwrites              1.4.0                    pypi_0    pypi
attrs                     21.4.0                   pypi_0    pypi
babel                     2.9.1                    pypi_0    pypi
backcall                  0.2.0                    pypi_0    pypi
black                     22.1.0                   pypi_0    pypi
bleach                    4.1.0                    pypi_0    pypi
branca                    0.4.2                    pypi_0    pypi
ca-certificates           2021.10.8            h5b45459_0    conda-forge
cchardet                  2.1.7                    pypi_0    pypi
certifi                   2021.10.8                pypi_0    pypi
cffi                      1.15.0                   pypi_0    pypi
charset-normalizer        2.0.11                   pypi_0    pypi
click                     8.0.3                    pypi_0    pypi
click-plugins             1.1.1                    pypi_0    pypi
cligj                     0.7.2                    pypi_0    pypi
colorama                  0.4.4                    pypi_0    pypi
commonmark                0.9.1                    pypi_0    pypi
cycler                    0.11.0                   pypi_0    pypi
debugpy                   1.5.1                    pypi_0    pypi
decorator                 5.1.1                    pypi_0    pypi
defusedxml                0.7.1                    pypi_0    pypi
docutils                  0.17.1                   pypi_0    pypi
entrypoints               0.4                      pypi_0    pypi
fiona                     1.8.20                   pypi_0    pypi
folium                    0.12.1.post1             pypi_0    pypi
fonttools                 4.29.1                   pypi_0    pypi
gdal                      3.4.1                    pypi_0    pypi
geographiclib             1.52                     pypi_0    pypi
geojson                   2.5.0                    pypi_0    pypi
geopandas                 0.10.2                   pypi_0    pypi
idna                      3.3                      pypi_0    pypi
imagesize                 1.3.0                    pypi_0    pypi
importlib-metadata        4.10.1                   pypi_0    pypi
importlib-resources       5.4.0                    pypi_0    pypi
iniconfig                 1.1.1                    pypi_0    pypi
ipykernel                 6.8.0                    pypi_0    pypi
ipython                   7.31.1                   pypi_0    pypi
ipython-genutils          0.2.0                    pypi_0    pypi
ipywidgets                7.6.5                    pypi_0    pypi
isoweek                   1.3.3                    pypi_0    pypi
jedi                      0.18.1                   pypi_0    pypi
jinja2                    3.0.3                    pypi_0    pypi
jsonschema                4.4.0                    pypi_0    pypi
jupyter                   1.0.0                    pypi_0    pypi
jupyter-client            7.1.2                    pypi_0    pypi
jupyter-console           6.4.0                    pypi_0    pypi
jupyter-core              4.9.1                    pypi_0    pypi
jupyterlab-pygments       0.1.2                    pypi_0    pypi
jupyterlab-widgets        1.0.2                    pypi_0    pypi
kiwisolver                1.3.2                    pypi_0    pypi
markupsafe                2.0.1                    pypi_0    pypi
matplotlib                3.5.1                    pypi_0    pypi
matplotlib-inline         0.1.3                    pypi_0    pypi
mistune                   0.8.4                    pypi_0    pypi
munch                     2.5.0                    pypi_0    pypi
mypy-extensions           0.4.3                    pypi_0    pypi
nbclient                  0.5.10                   pypi_0    pypi
nbconvert                 6.4.1                    pypi_0    pypi
nbformat                  5.1.3                    pypi_0    pypi
nest-asyncio              1.5.4                    pypi_0    pypi
network-wrangler          0.2.0                     dev_0    <develop>
networkx                  2.6.3                    pypi_0    pypi
notebook                  6.4.8                    pypi_0    pypi
numpy                     1.21.5                   pypi_0    pypi
openssl                   3.0.0                h8ffe710_2    conda-forge
osmnx                     1.1.2                    pypi_0    pypi
packaging                 21.3                     pypi_0    pypi
pandas                    1.3.5                    pypi_0    pypi
pandocfilters             1.5.0                    pypi_0    pypi
parso                     0.8.3                    pypi_0    pypi
partridge                 1.1.1                    pypi_0    pypi
pathspec                  0.9.0                    pypi_0    pypi
pickleshare               0.7.5                    pypi_0    pypi
pillow                    9.0.1                    pypi_0    pypi
pip                       22.0.3             pyhd8ed1ab_0    conda-forge
platformdirs              2.4.1                    pypi_0    pypi
pluggy                    1.0.0                    pypi_0    pypi
prometheus-client         0.13.1                   pypi_0    pypi
prompt-toolkit            3.0.26                   pypi_0    pypi
py                        1.11.0                   pypi_0    pypi
pycparser                 2.21                     pypi_0    pypi
pygments                  2.11.2                   pypi_0    pypi
pyparsing                 3.0.7                    pypi_0    pypi
pyproj                    3.2.1                    pypi_0    pypi
pyrsistent                0.18.1                   pypi_0    pypi
pytest                    7.0.0                    pypi_0    pypi
python                    3.7.12          h900ac77_100_cpython    conda-forge
python-dateutil           2.8.2                    pypi_0    pypi
python_abi                3.7                     2_cp37m    conda-forge
pytz                      2021.3                   pypi_0    pypi
pywin32                   303                      pypi_0    pypi
pywinpty                  2.0.2                    pypi_0    pypi
pyyaml                    6.0                      pypi_0    pypi
pyzmq                     22.3.0                   pypi_0    pypi
qtconsole                 5.2.2                    pypi_0    pypi
qtpy                      2.0.1                    pypi_0    pypi
recommonmark              0.7.1                    pypi_0    pypi
requests                  2.27.1                   pypi_0    pypi
rtree                     0.9.7                    pypi_0    pypi
send2trash                1.8.0                    pypi_0    pypi
setuptools                60.7.1           py37h03978a9_0    conda-forge
shapely                   1.8.0                    pypi_0    pypi
six                       1.16.0                   pypi_0    pypi
snowballstemmer           2.2.0                    pypi_0    pypi
sphinx                    4.4.0                    pypi_0    pypi
sphinx-autodoc-typehints  1.16.0                   pypi_0    pypi
sphinx-rtd-theme          1.0.0                    pypi_0    pypi
sphinxcontrib-applehelp   1.0.2                    pypi_0    pypi
sphinxcontrib-devhelp     1.0.2                    pypi_0    pypi
sphinxcontrib-htmlhelp    2.0.0                    pypi_0    pypi
sphinxcontrib-jsmath      1.0.1                    pypi_0    pypi
sphinxcontrib-qthelp      1.0.3                    pypi_0    pypi
sphinxcontrib-serializinghtml 1.1.5                    pypi_0    pypi
sqlite                    3.37.0               h8ffe710_0    conda-forge
terminado                 0.13.1                   pypi_0    pypi
testpath                  0.5.0                    pypi_0    pypi
tomli                     2.0.0                    pypi_0    pypi
tornado                   6.1                      pypi_0    pypi
traitlets                 5.1.1                    pypi_0    pypi
typed-ast                 1.5.2                    pypi_0    pypi
typing-extensions         4.0.1                    pypi_0    pypi
ucrt                      10.0.20348.0         h57928b3_0    conda-forge
urllib3                   1.26.8                   pypi_0    pypi
vc                        14.2                 hb210afc_6    conda-forge
vs2015_runtime            14.29.30037          h902a5da_6    conda-forge
wcwidth                   0.2.5                    pypi_0    pypi
webencodings              0.5.1                    pypi_0    pypi
wheel                     0.37.1             pyhd8ed1ab_0    conda-forge
widgetsnbextension        3.5.2                    pypi_0    pypi
zipp                      3.7.0                    pypi_0    pypi
```


Discussion:
e-lo: Passes tests locally on two different environments. 

Patch:
diff --git a/network_wrangler/projectcard.py b/network_wrangler/projectcard.py
index 117106a..e61d188 100644
--- a/network_wrangler/projectcard.py
+++ b/network_wrangler/projectcard.py
@@ -110,7 +110,7 @@ class ProjectCard(object):
             _yaml, _pycode = cardfile.read().split(delim)
             WranglerLogger.debug("_yaml: {}\n_pycode: {}".format(_yaml, _pycode))
 
-        attribute_dictionary = yaml.load(_yaml)
+        attribute_dictionary = yaml.safe_load(_yaml)
         attribute_dictionary["file"] = path_to_card
         attribute_dictionary["pycode"] = _pycode.lstrip("\n")
 
@@ -236,8 +236,10 @@ class ProjectCard(object):
                             sel_query = sel_query + " or "
                             v = v + 1
                     sel_query = sel_query + ")"
-                else:
+                elif isinstance(value, str):
                     sel_query = sel_query + key + "==" + '"' + str(value) + '"'
+                else:
+                    sel_query = sel_query + key + "==" + str(value)
 
                 if not unique_model_link_identifer_exist and count != (
                     len(selection["link"]) - len(ignore)
diff --git a/network_wrangler/roadwaynetwork.py b/network_wrangler/roadwaynetwork.py
index 9c65e9e..9aaa083 100644
--- a/network_wrangler/roadwaynetwork.py
+++ b/network_wrangler/roadwaynetwork.py
@@ -30,10 +30,9 @@ from shapely.geometry import Point
 
 from .logger import WranglerLogger
 from .projectcard import ProjectCard
-from .roadwaynetwork import RoadwayNetwork
 from .utils import point_df_to_geojson, link_df_to_json, parse_time_spans
 from .utils import haversine_distance, create_unique_shape_id, offset_location_reference
-from .utils import create_location_reference_from_nodes, create_line_string, offset_lat_lon
+from .utils import create_location_reference_from_nodes, create_line_string
 
 
 class NoPathFound(Exception):
@@ -782,18 +781,40 @@ class RoadwayNetwork(object):
         # have to change this over into u,v b/c this is what osm-nx is expecting
         graph_links["u"] = graph_links[RoadwayNetwork.LINK_FOREIGN_KEY[0]]
         graph_links["v"] = graph_links[RoadwayNetwork.LINK_FOREIGN_KEY[1]]
-        graph_links["id"] = graph_links[RoadwayNetwork.UNIQUE_LINK_KEY]
         graph_links["key"] = graph_links[RoadwayNetwork.UNIQUE_LINK_KEY]
 
+        # Per osmnx u,v,key should be a multi-index;
+        #     https://osmnx.readthedocs.io/en/stable/osmnx.html#osmnx.utils_graph.graph_from_gdfs
+        # However - if the index is set before hand in osmnx version <1.0 then it fails
+        #     on the set_index line *within* osmnx.utils_graph.graph_from_gdfs():
+        #           `for (u, v, k), row in gdf_edges.set_index(["u", "v", "key"]).iterrows():`
+
+        if int(ox.__version__.split(".")[0]) >= 1:
+            graph_links = graph_links.set_index(keys=["u", "v", "key"], drop=True)
+
         WranglerLogger.debug("starting ox.gdfs_to_graph()")
         try:
             G = ox.graph_from_gdfs(graph_nodes, graph_links)
 
-        except:
-            WranglerLogger.debug(
-                "Please upgrade your OSMNX package. For now, using depricated osmnx.gdfs_to_graph because osmnx.graph_from_gdfs not found"
-            )
-            G = ox.gdfs_to_graph(graph_nodes, graph_links)
+        except AttributeError as attr_error:
+            if (
+                attr_error.args[0]
+                == "module 'osmnx' has no attribute 'graph_from_gdfs'"
+            ):
+                # This is the only exception for which we have a workaround
+                # Does this still work given the u,v,key multi-indexing?
+                #
+                WranglerLogger.warn(
+                    "Please upgrade your OSMNX package. For now, using deprecated\
+                         osmnx.gdfs_to_graph because osmnx.graph_from_gdfs not found"
+                )
+                G = ox.gdfs_to_graph(graph_nodes, graph_links)
+            else:
+                # for other AttributeErrors, raise further
+                raise attr_error
+        except Exception as e:
+            # for other Exceptions, raise further
+            raise e
 
         WranglerLogger.debug("finished ox.gdfs_to_graph()")
         return G
@@ -1975,82 +1996,95 @@ class RoadwayNetwork(object):
             [gp_df, ml_df.add_prefix("ML_")], axis=1, join="inner"
         )
 
-        access_set = ml_df.iloc[0]["access"]
-        egress_set = ml_df.iloc[0]["egress"]
-
         access_df = gp_df.iloc[0:0, :].copy()
         egress_df = gp_df.iloc[0:0, :].copy()
 
-        def _get_connector_references(ref_1: list, ref_2: list, type: str):
-            if type == "access":
+        def _get_connector_references(ref_1: list, ref_2: list, link_type: str):
+            if link_type == "access_link":
                 out_location_reference = [
                     {"sequence": 1, "point": ref_1[0]["point"]},
                     {"sequence": 2, "point": ref_2[0]["point"]},
                 ]
 
-            if type == "egress":
+            elif link_type == "egress_link":
                 out_location_reference = [
                     {"sequence": 1, "point": ref_2[1]["point"]},
                     {"sequence": 2, "point": ref_1[1]["point"]},
                 ]
+
+            else:
+                raise ValueError(
+                    f"Unknown connector link type: {link_type}. \
+                    Should be one of [access_link,egress_link]"
+                )
             return out_location_reference
 
+        free_access = True if "ML_access_point" not in gp_ml_links_df.columns else False
+        free_egress = True if "ML_egress_point" not in gp_ml_links_df.columns else False
+
         for index, row in gp_ml_links_df.iterrows():
-            if access_set == "all" or row["A"] in access_set:
-                access_row = {}
-                access_row["A"] = row["A"]
-                access_row["B"] = row["ML_A"]
-                access_row["lanes"] = 1
-                access_row["model_link_id"] = (
-                    row["model_link_id"] + row["ML_model_link_id"] + 1
-                )
-                access_row["access"] = row["ML_access"]
-                access_row["drive_access"] = row["drive_access"]
-                access_row["locationReferences"] = _get_connector_references(
-                    row["locationReferences"], row["ML_locationReferences"], "access"
-                )
-                access_row["distance"] = haversine_distance(
-                    access_row["locationReferences"][0]["point"],
-                    access_row["locationReferences"][1]["point"],
-                )
-                access_row["roadway"] = "ml_access"
-                access_row["name"] = "Access Dummy " + row["name"]
+            if not free_access:
+                if row["A"] not in row["ML_access_point"]:
+                    continue
+            access_row = {
+                "A": row["A"],
+                "B": row["ML_A"],
+                "model_link_id": row["model_link_id"] + row["ML_model_link_id"] + 1,
+                "name": "Access Dummy " + row["name"],
+                "roadway": "ml_access",
+                "lanes": 1,
+                "access": row["ML_access"],
+                "drive_access": row["ML_drive_access"],
+                "ref": "",
+            }
 
-                # ref is not a *required* attribute, so make conditional:
-                if "ref" in gp_ml_links_df.columns:
-                    access_row["ref"] = row["ref"]
-                else:
-                    access_row["ref"] = ""
+            access_row["locationReferences"] = _get_connector_references(
+                row["locationReferences"], row["ML_locationReferences"], "access_link"
+            )
 
-                access_df = access_df.append(access_row, ignore_index=True)
+            access_row["distance"] = haversine_distance(
+                access_row["locationReferences"][0]["point"],
+                access_row["locationReferences"][1]["point"],
+            )
 
-            if egress_set == "all" or row["B"] in egress_set:
-                egress_row = {}
-                egress_row["A"] = row["ML_B"]
-                egress_row["B"] = row["B"]
-                egress_row["lanes"] = 1
-                egress_row["model_link_id"] = (
-                    row["model_link_id"] + row["ML_model_link_id"] + 2
-                )
-                egress_row["access"] = row["ML_access"]
-                egress_row["drive_access"] = row["drive_access"]
-                egress_row["locationReferences"] = _get_connector_references(
-                    row["locationReferences"], row["ML_locationReferences"], "egress"
-                )
-                egress_row["distance"] = haversine_distance(
-                    egress_row["locationReferences"][0]["point"],
-                    egress_row["locationReferences"][1]["point"],
-                )
-                egress_row["roadway"] = "ml_egress"
-                egress_row["name"] = "Egress Dummy " + row["name"]
+            # ref is not a *required* attribute, so make conditional:
+            if "ref" in gp_ml_links_df.columns:
+                access_row["ref"] = row["ref"]
 
-                # ref is not a *required* attribute, so make conditional:
-                if "ref" in gp_ml_links_df.columns:
-                    egress_row["ref"] = row["ref"]
-                else:
-                    egress_row["ref"] = ""
+            access_df = access_df.append(access_row, ignore_index=True)
+
+        for index, row in gp_ml_links_df.iterrows():
+            if not free_egress:
+                if row["B"] not in row["ML_egress_point"]:
+                    continue
+            egress_row = {
+                "A": row["ML_B"],
+                "B": row["B"],
+                "name": "Egress Dummy " + row["name"],
+                "model_link_id": row["model_link_id"] + row["ML_model_link_id"] + 2,
+                "roadway": "ml_egress",
+                "lanes": 1,
+                "access": row["ML_access"],
+                "drive_access": row["ML_drive_access"],
+                "ref": "",
+            }
+
+            egress_row["locationReferences"] = _get_connector_references(
+                row["locationReferences"],
+                row["ML_locationReferences"],
+                "egress_link",
+            )
+
+            egress_row["distance"] = haversine_distance(
+                egress_row["locationReferences"][0]["point"],
+                egress_row["locationReferences"][1]["point"],
+            )
 
-                egress_df = egress_df.append(egress_row, ignore_index=True)
+            # ref is not a *required* attribute, so make conditional:
+            if "ref" in gp_ml_links_df.columns:
+                egress_row["ref"] = row["ref"]
+
+            egress_df = egress_df.append(egress_row, ignore_index=True)
 
         return (access_df, egress_df)
 
@@ -2110,16 +2144,6 @@ class RoadwayNetwork(object):
         ml_links_df["managed"] = 1
         gp_links_df["managed"] = 0
 
-        def _update_location_reference(location_reference: list):
-            out_location_reference = copy.deepcopy(location_reference)
-            out_location_reference[0]["point"] = offset_lat_lon(
-                out_location_reference[0]["point"]
-            )
-            out_location_reference[1]["point"] = offset_lat_lon(
-                out_location_reference[1]["point"]
-            )
-            return out_location_reference
-
         ml_links_df["A"] = (
             ml_links_df["A"] + RoadwayNetwork.MANAGED_LANES_NODE_ID_SCALAR
         )
@@ -2162,8 +2186,6 @@ class RoadwayNetwork(object):
         out_links_df = out_links_df.append(egress_links_df)
         out_links_df = out_links_df.append(non_ml_links_df)
 
-        out_links_df = out_links_df.drop(["access", "egress"], axis=1)
-
         # only the ml_links_df has the new nodes added
         added_a_nodes = ml_links_df["A"]
         added_b_nodes = ml_links_df["B"]
diff --git a/network_wrangler/transitnetwork.py b/network_wrangler/transitnetwork.py
index 54d9ced..1828a9a 100644
--- a/network_wrangler/transitnetwork.py
+++ b/network_wrangler/transitnetwork.py
@@ -894,7 +894,7 @@ class TransitNetwork(object):
                     [
                         this_shape.iloc[:index_replacement_starts],
                         new_shape_rows,
-                        this_shape.iloc[index_replacement_ends + 1:],
+                        this_shape.iloc[index_replacement_ends + 1 :],
                     ],
                     ignore_index=True,
                     sort=False,
@@ -1004,7 +1004,7 @@ class TransitNetwork(object):
                         [
                             this_stoptime.iloc[:index_replacement_starts],
                             new_stoptime_rows,
-                            this_stoptime.iloc[index_replacement_ends + 1:],
+                            this_stoptime.iloc[index_replacement_ends + 1 :],
                         ],
                         ignore_index=True,
                         sort=False,
diff --git a/network_wrangler/utils.py b/network_wrangler/utils.py
index 9a1e7c7..3d0cafe 100644
--- a/network_wrangler/utils.py
+++ b/network_wrangler/utils.py
@@ -184,7 +184,7 @@ def offset_point_with_distance_and_bearing(lat, lon, distance, bearing):
 def offset_location_reference(location_reference, offset_meters=10):
     """
     Creates a new location reference
-    using the node a and node b of given location reference,
+    using the first and last nodes of given location reference,
     offseting it by 90 degree to the bearing of given location reference
     and distance equals to offset_meters
 
@@ -192,8 +192,8 @@ def offset_location_reference(location_reference, offset_meters=10):
     """
     lon_1 = location_reference[0]["point"][0]
     lat_1 = location_reference[0]["point"][1]
-    lon_2 = location_reference[1]["point"][0]
-    lat_2 = location_reference[1]["point"][1]
+    lon_2 = location_reference[-1]["point"][0]
+    lat_2 = location_reference[-1]["point"][1]
 
     bearing = get_bearing(lat_1, lon_1, lat_2, lon_2)
     # adding 90 degrees (1.57 radians) to the current bearing
diff --git a/notebook/Wrangler Quickstart.ipynb b/notebook/Wrangler Quickstart.ipynb
index 6f8b376..6f19ee9 100644
--- a/notebook/Wrangler Quickstart.ipynb
+++ b/notebook/Wrangler Quickstart.ipynb
@@ -18,18 +18,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 1,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The autoreload extension is already loaded. To reload it, use:\n",
-      "  %reload_ext autoreload\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import os\n",
     "import warnings\n",
@@ -38,6 +29,8 @@
     "import numpy as np\n",
     "import pandas as pd\n",
     "import geopandas as gpd\n",
+    "import osmnx as ox\n",
+    "import folium\n",
     "\n",
     "from network_wrangler import RoadwayNetwork\n",
     "from network_wrangler import ProjectCard\n",
@@ -63,12 +56,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
     "#if you need to reset variables in the notebook\n",
-    "%reset"
+    "# %reset"
    ]
   },
   {
@@ -81,7 +74,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -115,20 +108,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2020-09-08 09:06:54, INFO: Reading from following files:\n",
-      "-/Users/elizabeth/Documents/urbanlabs/MetCouncil/working/network_wrangler/notebook/../examples/stpaul/link.json\n",
-      "-/Users/elizabeth/Documents/urbanlabs/MetCouncil/working/network_wrangler/notebook/../examples/stpaul/node.geojson\n",
-      "-/Users/elizabeth/Documents/urbanlabs/MetCouncil/working/network_wrangler/notebook/../examples/stpaul/shape.geojson.\n",
-      "2020-09-08 09:07:01, INFO: Read 66253 links from /Users/elizabeth/Documents/urbanlabs/MetCouncil/working/network_wrangler/notebook/../examples/stpaul/link.json\n",
-      "2020-09-08 09:07:01, INFO: Read 17159 nodes from /Users/elizabeth/Documents/urbanlabs/MetCouncil/working/network_wrangler/notebook/../examples/stpaul/node.geojson\n",
-      "2020-09-08 09:07:01, INFO: Read 66253 shapes from /Users/elizabeth/Documents/urbanlabs/MetCouncil/working/network_wrangler/notebook/../examples/stpaul/shape.geojson\n"
+      "2022-02-08 17:24:42, INFO: Reading from following files:\n",
+      "-C:\\Users\\lzorn\\Documents\\GitHub\\network_wrangler-wsp-develop\\notebook\\../examples\\stpaul\\link.json\n",
+      "-C:\\Users\\lzorn\\Documents\\GitHub\\network_wrangler-wsp-develop\\notebook\\../examples\\stpaul\\node.geojson\n",
+      "-C:\\Users\\lzorn\\Documents\\GitHub\\network_wrangler-wsp-develop\\notebook\\../examples\\stpaul\\shape.geojson.\n",
+      "2022-02-08 17:25:03, INFO: Read 66253 links from C:\\Users\\lzorn\\Documents\\GitHub\\network_wrangler-wsp-develop\\notebook\\../examples\\stpaul\\link.json\n",
+      "2022-02-08 17:25:03, INFO: Read 17159 nodes from C:\\Users\\lzorn\\Documents\\GitHub\\network_wrangler-wsp-develop\\notebook\\../examples\\stpaul\\node.geojson\n",
+      "2022-02-08 17:25:03, INFO: Read 66253 shapes from C:\\Users\\lzorn\\Documents\\GitHub\\network_wrangler-wsp-develop\\notebook\\../examples\\stpaul\\shape.geojson\n"
      ]
     }
    ],
@@ -630,20 +623,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2020-09-08 09:24:35, INFO: Read in transit feed from: /Users/elizabeth/Documents/urbanlabs/MetCouncil/working/network_wrangler/notebook/../examples/stpaul\n",
-      "2020-09-08 09:24:35, INFO: Removing calendar.txt from transit network config because file not found\n",
-      "2020-09-08 09:24:35, INFO: Removing calendar_dates.txt from transit network config because file not found\n",
-      "2020-09-08 09:24:35, INFO: Removing fare_attributes.txt from transit network config because file not found\n",
-      "2020-09-08 09:24:35, INFO: Removing fare_rules.txt from transit network config because file not found\n",
-      "2020-09-08 09:24:35, INFO: Removing transfers.txt from transit network config because file not found\n",
-      "2020-09-08 09:24:35, INFO: Removing feed_info.txt from transit network config because file not found\n"
+      "2022-02-08 17:25:14, INFO: Read in transit feed from: C:\\Users\\lzorn\\Documents\\GitHub\\network_wrangler-wsp-develop\\notebook\\../examples\\stpaul\n",
+      "2022-02-08 17:25:14, INFO: Removing calendar.txt from transit network config because file not found\n",
+      "2022-02-08 17:25:14, INFO: Removing calendar_dates.txt from transit network config because file not found\n",
+      "2022-02-08 17:25:14, INFO: Removing fare_attributes.txt from transit network config because file not found\n",
+      "2022-02-08 17:25:14, INFO: Removing fare_rules.txt from transit network config because file not found\n",
+      "2022-02-08 17:25:14, INFO: Removing transfers.txt from transit network config because file not found\n",
+      "2022-02-08 17:25:14, INFO: Removing feed_info.txt from transit network config because file not found\n"
      ]
     }
    ],
@@ -662,7 +655,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -755,7 +748,7 @@
        "2  http://www.metrotransit.org/route/21         NaN           000000  "
       ]
      },
-     "execution_count": 8,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -766,7 +759,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -884,7 +877,7 @@
        "2  3127e296d73928bc1cec808a7acd6d3a            NaN  "
       ]
      },
-     "execution_count": 12,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1020,7 +1013,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -1117,7 +1110,7 @@
        "2             NaN  "
       ]
      },
-     "execution_count": 9,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1128,7 +1121,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -1191,7 +1184,7 @@
        "2  14941151-JUN19-MVS-BUS-Weekday-01           540     21600.0   32400.0"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1202,7 +1195,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 98,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -1300,7 +1293,7 @@
        "4               23834  "
       ]
      },
-     "execution_count": 98,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1322,22 +1315,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x124208a50>"
+       "<AxesSubplot:>"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1369,32 +1362,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 126,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2020-09-08 11:14:35, INFO: Selected 55 of 62 total trips with the service id: JUN19-MVS-BUS-Weekday-01\n",
-      "2020-09-08 11:14:35, INFO: Selected 55 of 62 total trips with the service id: JUN19-MVS-BUS-Weekday-01\n",
-      "2020-09-08 11:14:35, INFO: Kept 36 trips with frequencies for the selected time: 8:00:00\n",
-      "2020-09-08 11:14:35, INFO: Kept 36 trips with frequencies for the selected time: 8:00:00\n"
+      "2022-02-08 17:25:16, INFO: Selected 55 of 62 total trips with the service id: JUN19-MVS-BUS-Weekday-01\n",
+      "2022-02-08 17:25:16, INFO: Kept 36 trips with frequencies for the selected time: 8:00:00\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x128955050>"
+       "<AxesSubplot:>"
       ]
      },
-     "execution_count": 126,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1406,7 +1397,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1481,22 +1472,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 116,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x128c64710>"
+       "<AxesSubplot:>"
       ]
      },
-     "execution_count": 116,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1524,22 +1515,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 114,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x128cd6050>"
+       "<AxesSubplot:>"
       ]
      },
-     "execution_count": 114,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1575,22 +1566,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 151,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x1256b01d0>"
+       "<AxesSubplot:>"
       ]
      },
-     "execution_count": 151,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1652,7 +1643,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 152,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1668,7 +1659,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 153,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
@@ -1677,7 +1668,7 @@
        "[1125, 4498, 5570]"
       ]
      },
-     "execution_count": 153,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1689,7 +1680,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 154,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1711,7 +1702,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 158,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1741,7 +1732,7 @@
     "        folium_node(B, B_name, color=\"pink\", icon = 'star').add_to(m)\n",
     "        \n",
     "        for _, row in stored_selection['selected_links'].iterrows():\n",
-    "            pl = ox.folium._make_folium_polyline(edge=row, edge_color=\"green\", edge_width=7,\n",
+    "            pl = ox.folium._make_folium_polyline(row['geometry'], edge=row, edge_color=\"green\", edge_width=7,\n",
     "                                      edge_opacity=0.8)\n",
     "            pl.add_to(m)\n",
     "            \n",
@@ -1751,19 +1742,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 159,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    
        <script>
            L_NO_TOUCH = false;
            L_DISABLE_3D = false;
        </script>
    
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js"></script>
    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawcdn.githack.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <meta name="viewport" content="width=device-width,
                initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
            <style>
                #map_d1162cb6caf84cc28fe259510f885a19 {
                    position: relative;
                    width: 100.0%;
                    height: 100.0%;
                    left: 0.0%;
                    top: 0.0%;
                }
            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_d1162cb6caf84cc28fe259510f885a19" ></div>
        
</body>
<script>    
    
            var map_d1162cb6caf84cc28fe259510f885a19 = L.map(
                "map_d1162cb6caf84cc28fe259510f885a19",
                {
                    center: [44.95234684428511, -93.08332652538368],
                    crs: L.CRS.EPSG3857,
                    zoom: 1,
                    zoomControl: true,
                    preferCanvas: false,
                }
            );

            

        
    
            var tile_layer_01e1f44a45a64deea82ce7e9864909c0 = L.tileLayer(
                "https://cartodb-basemaps-{s}.global.ssl.fastly.net/dark_all/{z}/{x}/{y}.png",
                {"attribution": "\u0026copy; \u003ca href=\"http://www.openstreetmap.org/copyright\"\u003eOpenStreetMap\u003c/a\u003e contributors \u0026copy; \u003ca href=\"http://cartodb.com/attributions\"\u003eCartoDB\u003c/a\u003e, CartoDB \u003ca href =\"http://cartodb.com/attributions\"\u003eattributions\u003c/a\u003e", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_04269989369a4572beb244b2050a9475 = L.polyline(
                [[44.9488806, -93.0902397], [44.9482284, -93.091634]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_2f3ab15187654443bf85e37d9eecc8c9 = L.polyline(
                [[44.9495157, -93.0889131], [44.9488806, -93.0902397]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_d7314006e3c34685b3f69ceb4d2a61c9 = L.polyline(
                [[44.9476402, -93.0928707], [44.9470709, -93.0940445]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_e0282c4f176e4f02a27fe39f41e95892 = L.polyline(
                [[44.9460884, -93.0971839], [44.9461092, -93.0974011]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_6da5fcbbd91946bc86791ed283e29421 = L.polyline(
                [[44.9577402, -93.070991], [44.9586256, -93.0691379]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_7685d6fe910d4fcca09e921b33fa95ea = L.polyline(
                [[44.9577402, -93.070991], [44.9569691, -93.0725957]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_21d343e0f302461e85dab460453784ad = L.polyline(
                [[44.9586256, -93.0691379], [44.9577402, -93.070991]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_18bcf3d1543d4922a7905b024ba6ec45 = L.polyline(
                [[44.9586256, -93.0691379], [44.959081, -93.068162]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_e4738ba0b6074c1498814d62c6fcc3e4 = L.polyline(
                [[44.959639, -93.067], [44.9600801, -93.0660673]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_377eb02aa3244380a196869ab456cdd1 = L.polyline(
                [[44.959639, -93.067], [44.959081, -93.068162]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_5c8b91bb9576418c9de08923b1931810 = L.polyline(
                [[44.9500656, -93.0877584], [44.9495157, -93.0889131]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_8ef7b7b54c0e4d2e8124d89a66a21dd1 = L.polyline(
                [[44.9560393, -93.0743811], [44.9562716, -93.0740692]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_1cf1a7ff21344ae48d96d2afcd10f2d9 = L.polyline(
                [[44.960349, -93.063523], [44.9603469, -93.0655478]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_772cc90ed55945399de91bba371f9f5d = L.polyline(
                [[44.9559585, -93.074512], [44.9560393, -93.0743811]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_7aeb4d6cb475430486f6c5cb6265d495 = L.polyline(
                [[44.9460423, -93.0961915], [44.9460267, -93.0964943]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_f05ea0d2e4dc47acabe1053d7cb31cc6 = L.polyline(
                [[44.9508307, -93.0861645], [44.9506171, -93.0866025]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_f1ef7bb4a1a7485ab6ed8315b4349365 = L.polyline(
                [[44.9463936, -93.1003574], [44.9464276, -93.1006816]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_579f81d18e3449d68f2f3b1f4bc70e9e = L.polyline(
                [[44.9463284, -93.0996457], [44.9463936, -93.1003574]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_cd8b3b5a0bb04c1b9af0cf7a6c5305a0 = L.polyline(
                [[44.9506366, -93.0855533], [44.9508307, -93.0861645]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_c65c89827444417a9c23e2efa38070b9 = L.polyline(
                [[44.9470709, -93.0940445], [44.9464948, -93.0952494]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_48a223a6ad904be2b1e3c3c350d27d07 = L.polyline(
                [[44.9482284, -93.091634], [44.9476402, -93.0928707]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_b923a0f4acec4ba383ee62bb3e29009f = L.polyline(
                [[44.9562716, -93.0740692], [44.9569691, -93.0725957]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_04fa6098958146db8d2f49f8d488dffb = L.polyline(
                [[44.9562716, -93.0740692], [44.9560966, -93.0744809]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_5aa799f79af04aaeb776751d9a6e1e3f = L.polyline(
                [[44.9560966, -93.0744809], [44.9560297, -93.0746274]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_faed8ab3089440708cd529cdf3fd8e04 = L.polyline(
                [[44.9506171, -93.0866025], [44.9500656, -93.0877584]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_4d01ab51b9e14709b866113a3e5f0be0 = L.polyline(
                [[44.959081, -93.068162], [44.959639, -93.067]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_e4688cc65e5c455faca4fb757006d205 = L.polyline(
                [[44.959081, -93.068162], [44.9586256, -93.0691379]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_38ad55eb03cb49afb3915a720781236e = L.polyline(
                [[44.9600801, -93.0660673], [44.959639, -93.067]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_464722d0a47b4314b8329ce5517f695c = L.polyline(
                [[44.9600801, -93.0660673], [44.9602853, -93.0658109]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_3830ae37b3124838a22f0a6f1f6e58f7 = L.polyline(
                [[44.9603469, -93.0655478], [44.960349, -93.063523]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_4138c9a771714f869122cd6be5f03a29 = L.polyline(
                [[44.9603469, -93.0655478], [44.9603709, -93.0658183]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_449a7acdba88405d9ea77ac6ce8544b7 = L.polyline(
                [[44.9602853, -93.0658109], [44.9603469, -93.0655478]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_f8770413501e465292fa36f812b0596a = L.polyline(
                [[44.9603709, -93.0658183], [44.9600801, -93.0660673]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_385c745a7d304321ae02a2e5a0e7dbb1 = L.polyline(
                [[44.9569691, -93.0725957], [44.9577402, -93.070991]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_77fe1147b367441f84f13d29b75924ea = L.polyline(
                [[44.9569691, -93.0725957], [44.9562716, -93.0740692]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_3a2f9562b3294cab87917dc8fa9bacab = L.polyline(
                [[44.9460267, -93.0964943], [44.946062, -93.096851]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_ac46122af0ea41928e2fa66cc4731103 = L.polyline(
                [[44.946062, -93.096851], [44.9460884, -93.0971839]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_d69e84416abe497793d061f09834ff20 = L.polyline(
                [[44.9510095, -93.0860251], [44.9508307, -93.0861645]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_03ac61f1dbf14d5f9d3ca95e9e355a0c = L.polyline(
                [[44.9461092, -93.0974011], [44.9463284, -93.0996457]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_1989a83f3d6b4cef959aea2f4227e677 = L.polyline(
                [[44.9464276, -93.1006816], [44.9465966, -93.1023332]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_9e0a1c0e36f34b54b578b55117fc3142 = L.polyline(
                [[44.9464948, -93.0952494], [44.9460423, -93.0961915]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            map_d1162cb6caf84cc28fe259510f885a19.fitBounds(
                [[44.9460267, -93.1023332], [44.9603709, -93.063523]],
                {}
            );
        
    
            var marker_1a2d253e0c3444e6af01bc1432e7e6c2 = L.marker(
                [44.94822839999999, -93.091634],
                {}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var icon_2d292d5f6c10439d81b5eee4c625893d = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "play", "iconColor": "white", "markerColor": "green", "prefix": "glyphicon"}
            );
            marker_1a2d253e0c3444e6af01bc1432e7e6c2.setIcon(icon_2d292d5f6c10439d81b5eee4c625893d);
        
    
            marker_1a2d253e0c3444e6af01bc1432e7e6c2.bindTooltip(
                `<div>
                     62146
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_7066ec017eca4446b6a4fe26f2b46764 = L.marker(
                [44.946494799999996, -93.0952494],
                {}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var icon_de541dabff914d419f0685a9c8808d7b = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "star", "iconColor": "white", "markerColor": "pink", "prefix": "glyphicon"}
            );
            marker_7066ec017eca4446b6a4fe26f2b46764.setIcon(icon_de541dabff914d419f0685a9c8808d7b);
        
    
            marker_7066ec017eca4446b6a4fe26f2b46764.bindTooltip(
                `<div>
                     45691
                 </div>`,
                {"sticky": true}
            );
        
    
            var poly_line_0f14392c4a90455ebeeefb1f786b8c1b = L.polyline(
                [[44.9476402, -93.0928707], [44.9470709, -93.0940445]],
                {"bubblingMouseEvents": true, "color": "green", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "green", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.8, "smoothFactor": 1.0, "stroke": true, "weight": 7}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_5e42075ecc754ac88cb6792ed8693457 = L.polyline(
                [[44.9482284, -93.091634], [44.9476402, -93.0928707]],
                {"bubblingMouseEvents": true, "color": "green", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "green", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.8, "smoothFactor": 1.0, "stroke": true, "weight": 7}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
    
            var poly_line_79b833de58574135a3399bd47536b5cb = L.polyline(
                [[44.9470709, -93.0940445], [44.9464948, -93.0952494]],
                {"bubblingMouseEvents": true, "color": "green", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "green", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.8, "smoothFactor": 1.0, "stroke": true, "weight": 7}
            ).addTo(map_d1162cb6caf84cc28fe259510f885a19);
        
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
+       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=%3C%21DOCTYPE%20html%3E%0A%3Chead%3E%20%20%20%20%0A%20%20%20%20%3Cmeta%20http-equiv%3D%22content-type%22%20content%3D%22text/html%3B%20charset%3DUTF-8%22%20/%3E%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%3Cscript%3E%0A%20%20%20%20%20%20%20%20%20%20%20%20L_NO_TOUCH%20%3D%20false%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20L_DISABLE_3D%20%3D%20false%3B%0A%20%20%20%20%20%20%20%20%3C/script%3E%0A%20%20%20%20%0A%20%20%20%20%3Cstyle%3Ehtml%2C%20body%20%7Bwidth%3A%20100%25%3Bheight%3A%20100%25%3Bmargin%3A%200%3Bpadding%3A%200%3B%7D%3C/style%3E%0A%20%20%20%20%3Cstyle%3E%23map%20%7Bposition%3Aabsolute%3Btop%3A0%3Bbottom%3A0%3Bright%3A0%3Bleft%3A0%3B%7D%3C/style%3E%0A%20%20%20%20%3Cscript%20src%3D%22https%3A//cdn.jsdelivr.net/npm/leaflet%401.6.0/dist/leaflet.js%22%3E%3C/script%3E%0A%20%20%20%20%3Cscript%20src%3D%22https%3A//code.jquery.com/jquery-1.12.4.min.js%22%3E%3C/script%3E%0A%20%20%20%20%3Cscript%20src%3D%22https%3A//maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js%22%3E%3C/script%3E%0A%20%20%20%20%3Cscript%20src%3D%22https%3A//cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js%22%3E%3C/script%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//cdn.jsdelivr.net/npm/leaflet%401.6.0/dist/leaflet.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css%22/%3E%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20%3Cmeta%20name%3D%22viewport%22%20content%3D%22width%3Ddevice-width%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20initial-scale%3D1.0%2C%20maximum-scale%3D1.0%2C%20user-scalable%3Dno%22%20/%3E%0A%20%20%20%20%20%20%20%20%20%20%20%20%3Cstyle%3E%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%23map_d541b28e41b14e2ab2c673689dcae9ee%20%7B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20position%3A%20relative%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20width%3A%20100.0%25%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20height%3A%20100.0%25%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20left%3A%200.0%25%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20top%3A%200.0%25%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%3C/style%3E%0A%20%20%20%20%20%20%20%20%0A%3C/head%3E%0A%3Cbody%3E%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20%3Cdiv%20class%3D%22folium-map%22%20id%3D%22map_d541b28e41b14e2ab2c673689dcae9ee%22%20%3E%3C/div%3E%0A%20%20%20%20%20%20%20%20%0A%3C/body%3E%0A%3Cscript%3E%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20map_d541b28e41b14e2ab2c673689dcae9ee%20%3D%20L.map%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%22map_d541b28e41b14e2ab2c673689dcae9ee%22%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20center%3A%20%5B44.95234684428508%2C%20-93.08332652538367%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20crs%3A%20L.CRS.EPSG3857%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20zoom%3A%201%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20zoomControl%3A%20true%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20preferCanvas%3A%20false%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29%3B%0A%0A%20%20%20%20%20%20%20%20%20%20%20%20%0A%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20tile_layer_f4bfad22505644d49cf2bd7e28b598fc%20%3D%20L.tileLayer%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%22https%3A//cartodb-basemaps-%7Bs%7D.global.ssl.fastly.net/dark_all/%7Bz%7D/%7Bx%7D/%7By%7D.png%22%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22attribution%22%3A%20%22%5Cu0026copy%3B%20%5Cu003ca%20href%3D%5C%22http%3A//www.openstreetmap.org/copyright%5C%22%5Cu003eOpenStreetMap%5Cu003c/a%5Cu003e%20contributors%20%5Cu0026copy%3B%20%5Cu003ca%20href%3D%5C%22http%3A//cartodb.com/attributions%5C%22%5Cu003eCartoDB%5Cu003c/a%5Cu003e%2C%20CartoDB%20%5Cu003ca%20href%20%3D%5C%22http%3A//cartodb.com/attributions%5C%22%5Cu003eattributions%5Cu003c/a%5Cu003e%22%2C%20%22detectRetina%22%3A%20false%2C%20%22maxNativeZoom%22%3A%2018%2C%20%22maxZoom%22%3A%2018%2C%20%22minZoom%22%3A%200%2C%20%22noWrap%22%3A%20false%2C%20%22opacity%22%3A%201%2C%20%22subdomains%22%3A%20%22abc%22%2C%20%22tms%22%3A%20false%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_3b8a8cd17551460786b5cd01be934a04%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9560393%2C%20-93.0743811%5D%2C%20%5B44.9562716%2C%20-93.0740692%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_5c0414ad032846aa81ccfa23723cee01%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9562716%2C%20-93.0740692%5D%2C%20%5B44.9569691%2C%20-93.0725957%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_3374fdfbdfcc4ffc95e664ce023ee80d%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9562716%2C%20-93.0740692%5D%2C%20%5B44.9560966%2C%20-93.0744809%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_d4e5190e30a745e897679a8e3d2ee660%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9569691%2C%20-93.0725957%5D%2C%20%5B44.9577402%2C%20-93.070991%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_1366365ce618400c92eff9d40d068ed7%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9569691%2C%20-93.0725957%5D%2C%20%5B44.9562716%2C%20-93.0740692%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_5ebfce15664a46449f68613582a75647%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9560966%2C%20-93.0744809%5D%2C%20%5B44.9560297%2C%20-93.0746274%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_4920d8af924c4d45975f24cba4adfdea%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9460884%2C%20-93.0971839%5D%2C%20%5B44.9461092%2C%20-93.0974011%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_d1fc8614da5a46199fd1dbe4222a3d94%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9461092%2C%20-93.0974011%5D%2C%20%5B44.9463284%2C%20-93.0996457%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_5748e7765e0a4b6f9a1c54638d8940c7%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9506366%2C%20-93.0855533%5D%2C%20%5B44.9508307%2C%20-93.0861645%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_495c429e0e84499cb963dcc31e60edc2%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9508307%2C%20-93.0861645%5D%2C%20%5B44.9506171%2C%20-93.0866025%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_68c8fda9e8244c1287557bbdd7d52d2d%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9600801%2C%20-93.0660673%5D%2C%20%5B44.959639%2C%20-93.067%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_3ca09ac5b4e343b7a177d3f6d45be281%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9600801%2C%20-93.0660673%5D%2C%20%5B44.9602853%2C%20-93.0658109%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_8d02f0b54f8c4f6e8d5b1f027d808dfd%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.959639%2C%20-93.067%5D%2C%20%5B44.9600801%2C%20-93.0660673%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_e7b362c79fad4a21a9978f50952b2053%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.959639%2C%20-93.067%5D%2C%20%5B44.959081%2C%20-93.068162%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_18aaa8c47fe947f8bd2b5b866d929e96%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9602853%2C%20-93.0658109%5D%2C%20%5B44.9603469%2C%20-93.0655478%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_b32dd2f4bae048e3b20ec065ddd880cc%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9603469%2C%20-93.0655478%5D%2C%20%5B44.960349%2C%20-93.063523%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_9196ffba3cda470c860b6044d7ac88f8%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9603469%2C%20-93.0655478%5D%2C%20%5B44.9603709%2C%20-93.0658183%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_3bd5d8195bd3497ebcd6258caec46126%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.960349%2C%20-93.063523%5D%2C%20%5B44.9603469%2C%20-93.0655478%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_b0800ad45f744f409eba6dc2be389fa5%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9603709%2C%20-93.0658183%5D%2C%20%5B44.9600801%2C%20-93.0660673%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_af508cdc036344b1b01293dbbb718471%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9488806%2C%20-93.0902397%5D%2C%20%5B44.9482284%2C%20-93.091634%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_fd720c9cce3448d1acb15b6c92b0786f%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9482284%2C%20-93.091634%5D%2C%20%5B44.9476402%2C%20-93.0928707%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_3479cc4caa964273b6c593ffcbe61feb%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9476402%2C%20-93.0928707%5D%2C%20%5B44.9470709%2C%20-93.0940445%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_40feb99d32d2416c9661a62cfa858824%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9470709%2C%20-93.0940445%5D%2C%20%5B44.9464948%2C%20-93.0952494%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_bbf72bbdef2949f7a7e7b951efe7af0d%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9460267%2C%20-93.0964943%5D%2C%20%5B44.946062%2C%20-93.096851%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_ea0b01e3f7674e7eb512ac88466ac677%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.946062%2C%20-93.096851%5D%2C%20%5B44.9460884%2C%20-93.0971839%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_5d10195bedd24021b8f027fd5983168a%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9463284%2C%20-93.0996457%5D%2C%20%5B44.9463936%2C%20-93.1003574%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_402f1a88b2b1436781a38d6aedbc2974%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9464276%2C%20-93.1006816%5D%2C%20%5B44.9465966%2C%20-93.1023332%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_010a494f7bd9437cac7fa6918f766a62%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9464948%2C%20-93.0952494%5D%2C%20%5B44.9460423%2C%20-93.0961915%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_2d4cd562508e4964913e7256c7df6db6%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9460423%2C%20-93.0961915%5D%2C%20%5B44.9460267%2C%20-93.0964943%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_dab02df9587f46b9988f070f02f8558f%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9506171%2C%20-93.0866025%5D%2C%20%5B44.9500656%2C%20-93.0877584%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_4aabb951fe7b4c6091728384ec517462%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9500656%2C%20-93.0877584%5D%2C%20%5B44.9495157%2C%20-93.0889131%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_e6de72578f9f4917bc935b716fd0ed04%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9495157%2C%20-93.0889131%5D%2C%20%5B44.9488806%2C%20-93.0902397%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_afac9f67f7b546cfa9e25e929d7172b0%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9577402%2C%20-93.070991%5D%2C%20%5B44.9586256%2C%20-93.0691379%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_907300552cdd4e2386f0f19146dd760a%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9577402%2C%20-93.070991%5D%2C%20%5B44.9569691%2C%20-93.0725957%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_72113d5a76fb4c47bdf4fe4a3e4c4e55%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.959081%2C%20-93.068162%5D%2C%20%5B44.959639%2C%20-93.067%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_85c8e562ee8447bda2b18d1263fb93b4%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.959081%2C%20-93.068162%5D%2C%20%5B44.9586256%2C%20-93.0691379%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_1dcff8ca7f114a518d72f045f8761992%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9586256%2C%20-93.0691379%5D%2C%20%5B44.9577402%2C%20-93.070991%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_b7e538a5968c442cb46a57452a71fa51%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9586256%2C%20-93.0691379%5D%2C%20%5B44.959081%2C%20-93.068162%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_1bc653e6ca6e486ea97d95c2d6f245fa%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9510095%2C%20-93.0860251%5D%2C%20%5B44.9508307%2C%20-93.0861645%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_38115b362f864f628fa0c7b694153f2c%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9463936%2C%20-93.1003574%5D%2C%20%5B44.9464276%2C%20-93.1006816%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_2d6614b3e9a648cda9600dbb6695e3d1%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9559585%2C%20-93.074512%5D%2C%20%5B44.9560393%2C%20-93.0743811%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20map_d541b28e41b14e2ab2c673689dcae9ee.fitBounds%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9460267%2C%20-93.1023332%5D%2C%20%5B44.9603709%2C%20-93.063523%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20marker_80ee92ae036e45cd8606f8e035cbf7f8%20%3D%20L.marker%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B44.94822839999999%2C%20-93.091634%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20icon_5f48cd7caf7f4a95beff4749ee8448e0%20%3D%20L.AwesomeMarkers.icon%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22extraClasses%22%3A%20%22fa-rotate-0%22%2C%20%22icon%22%3A%20%22play%22%2C%20%22iconColor%22%3A%20%22white%22%2C%20%22markerColor%22%3A%20%22green%22%2C%20%22prefix%22%3A%20%22glyphicon%22%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20marker_80ee92ae036e45cd8606f8e035cbf7f8.setIcon%28icon_5f48cd7caf7f4a95beff4749ee8448e0%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20marker_80ee92ae036e45cd8606f8e035cbf7f8.bindTooltip%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%60%3Cdiv%3E%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%2062146%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%3C/div%3E%60%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22sticky%22%3A%20true%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20marker_4e03d5bd667444c2a697e4662395ca69%20%3D%20L.marker%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B44.946494799999996%2C%20-93.0952494%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20icon_0c97ce6ce1774d3e924e57f6d53c8de2%20%3D%20L.AwesomeMarkers.icon%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22extraClasses%22%3A%20%22fa-rotate-0%22%2C%20%22icon%22%3A%20%22star%22%2C%20%22iconColor%22%3A%20%22white%22%2C%20%22markerColor%22%3A%20%22pink%22%2C%20%22prefix%22%3A%20%22glyphicon%22%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20marker_4e03d5bd667444c2a697e4662395ca69.setIcon%28icon_0c97ce6ce1774d3e924e57f6d53c8de2%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20marker_4e03d5bd667444c2a697e4662395ca69.bindTooltip%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%60%3Cdiv%3E%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%2045691%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%3C/div%3E%60%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22sticky%22%3A%20true%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_2310c28837304edea26b1833b90ccb0f%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9476402%2C%20-93.0928707%5D%2C%20%5B44.9470709%2C%20-93.0940445%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22%233388ff%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22%233388ff%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%201.0%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%203%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_a1e93d4a8fcd428e9146e5cd33a76a82%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9482284%2C%20-93.091634%5D%2C%20%5B44.9476402%2C%20-93.0928707%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22%233388ff%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22%233388ff%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%201.0%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%203%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_834d3dcc058f4390a5f6807bc5dba7d6%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9470709%2C%20-93.0940445%5D%2C%20%5B44.9464948%2C%20-93.0952494%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22%233388ff%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22%233388ff%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%201.0%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%203%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_d541b28e41b14e2ab2c673689dcae9ee%29%3B%0A%20%20%20%20%20%20%20%20%0A%3C/script%3E onload=\"this.contentDocument.open();this.contentDocument.write(    decodeURIComponent(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
       ],
       "text/plain": [
-       "<folium.folium.Map at 0x1252a8c10>"
+       "<folium.folium.Map at 0x199f77a2f08>"
       ]
      },
-     "execution_count": 159,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1786,26 +1777,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 160,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2020-09-08 11:34:48, INFO: Reselecting features:\n",
-      "((lanes==1 or lanes==2) and (drive_access==1))\n",
-      "2020-09-08 11:34:48, INFO: Reselecting features:\n",
-      "((lanes==1 or lanes==2) and (drive_access==1))\n"
-     ]
-    },
     {
      "data": {
       "text/plain": [
        "[1125, 4498, 5570]"
       ]
      },
-     "execution_count": 160,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1825,19 +1806,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 161,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    
        <script>
            L_NO_TOUCH = false;
            L_DISABLE_3D = false;
        </script>
    
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js"></script>
    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawcdn.githack.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <meta name="viewport" content="width=device-width,
                initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
            <style>
                #map_ff0299a3b0dd4e118334f7b7cf7a006a {
                    position: relative;
                    width: 100.0%;
                    height: 100.0%;
                    left: 0.0%;
                    top: 0.0%;
                }
            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_ff0299a3b0dd4e118334f7b7cf7a006a" ></div>
        
</body>
<script>    
    
            var map_ff0299a3b0dd4e118334f7b7cf7a006a = L.map(
                "map_ff0299a3b0dd4e118334f7b7cf7a006a",
                {
                    center: [44.95234684428511, -93.08332652538368],
                    crs: L.CRS.EPSG3857,
                    zoom: 1,
                    zoomControl: true,
                    preferCanvas: false,
                }
            );

            

        
    
            var tile_layer_979f0ba39cb04410bd67929cd0286066 = L.tileLayer(
                "https://cartodb-basemaps-{s}.global.ssl.fastly.net/dark_all/{z}/{x}/{y}.png",
                {"attribution": "\u0026copy; \u003ca href=\"http://www.openstreetmap.org/copyright\"\u003eOpenStreetMap\u003c/a\u003e contributors \u0026copy; \u003ca href=\"http://cartodb.com/attributions\"\u003eCartoDB\u003c/a\u003e, CartoDB \u003ca href =\"http://cartodb.com/attributions\"\u003eattributions\u003c/a\u003e", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_1c3c412795da4ed39632a2fd94ee788c = L.polyline(
                [[44.9488806, -93.0902397], [44.9482284, -93.091634]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_0588ae0abe5e4f8fb1acce27b10216a0 = L.polyline(
                [[44.9495157, -93.0889131], [44.9488806, -93.0902397]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_0da9c48995574c09abb67fa3f87729cb = L.polyline(
                [[44.9476402, -93.0928707], [44.9470709, -93.0940445]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_12608116efaa49ce962e994c2a65aea7 = L.polyline(
                [[44.9460884, -93.0971839], [44.9461092, -93.0974011]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_a39422cbf2d5428fb28c6acac257d29f = L.polyline(
                [[44.9577402, -93.070991], [44.9586256, -93.0691379]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_47b90f93e777426eb503a2b49901d2dd = L.polyline(
                [[44.9577402, -93.070991], [44.9569691, -93.0725957]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_ec87757777fc4aa89b378626c0589474 = L.polyline(
                [[44.9586256, -93.0691379], [44.9577402, -93.070991]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_df3b69a1dd744f13a8610ba1367fa157 = L.polyline(
                [[44.9586256, -93.0691379], [44.959081, -93.068162]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_cf646e5f9b4541c9b74e09defdd6f56b = L.polyline(
                [[44.959639, -93.067], [44.9600801, -93.0660673]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_0427e92bc1574e4e8c967cc887071ff1 = L.polyline(
                [[44.959639, -93.067], [44.959081, -93.068162]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_d7b401aa793b45a69d8ddad424d76031 = L.polyline(
                [[44.9500656, -93.0877584], [44.9495157, -93.0889131]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_fa1b40a9340d4ef0a40326423306b015 = L.polyline(
                [[44.9560393, -93.0743811], [44.9562716, -93.0740692]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_d8939c575325412f9e4806229b9d4521 = L.polyline(
                [[44.960349, -93.063523], [44.9603469, -93.0655478]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_2512f7efd95c404eb6d23b10f239980d = L.polyline(
                [[44.9559585, -93.074512], [44.9560393, -93.0743811]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_f62dbb55eb7547b28c887f665c95baaf = L.polyline(
                [[44.9460423, -93.0961915], [44.9460267, -93.0964943]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_5d96aee13ab54968bf1f634e4a3176dc = L.polyline(
                [[44.9508307, -93.0861645], [44.9506171, -93.0866025]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_98668fbc563a49768c67e8d18d34a6a4 = L.polyline(
                [[44.9463936, -93.1003574], [44.9464276, -93.1006816]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_5f5cc4dcd3bf4cd89e17aff2e1dcba81 = L.polyline(
                [[44.9463284, -93.0996457], [44.9463936, -93.1003574]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_f43b21cee11b4bff865e0a312fa34acb = L.polyline(
                [[44.9506366, -93.0855533], [44.9508307, -93.0861645]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_3b065a17a23f4a46b7c2f669209739c1 = L.polyline(
                [[44.9470709, -93.0940445], [44.9464948, -93.0952494]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_91ec7e2558744fa0bfedabd0a6a8038a = L.polyline(
                [[44.9482284, -93.091634], [44.9476402, -93.0928707]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_e2ebc3a8492c499c9a86350fbb2be7aa = L.polyline(
                [[44.9562716, -93.0740692], [44.9569691, -93.0725957]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_45b20b5c8e8946dcb5a652e44b3cb9b0 = L.polyline(
                [[44.9562716, -93.0740692], [44.9560966, -93.0744809]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_d83afdb42bfb4d61b16f5f4503889553 = L.polyline(
                [[44.9560966, -93.0744809], [44.9560297, -93.0746274]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_9bf11d4826ac49cb90ca3959970bd4d0 = L.polyline(
                [[44.9506171, -93.0866025], [44.9500656, -93.0877584]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_ab2e2fc2a8774f30a0588e77d24e3364 = L.polyline(
                [[44.959081, -93.068162], [44.959639, -93.067]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_59fecd2a7c2748599f039d661f348e44 = L.polyline(
                [[44.959081, -93.068162], [44.9586256, -93.0691379]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_498876b7aa2342f1820a945bda928f56 = L.polyline(
                [[44.9600801, -93.0660673], [44.959639, -93.067]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_c885c23957024119bba68bdb17be5f5a = L.polyline(
                [[44.9600801, -93.0660673], [44.9602853, -93.0658109]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_dae1cac7f9694b5a91cfd68a9670d35c = L.polyline(
                [[44.9603469, -93.0655478], [44.960349, -93.063523]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_8fd7afa6e71646f596b3cb2790071156 = L.polyline(
                [[44.9603469, -93.0655478], [44.9603709, -93.0658183]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_f46b77b740d24a42a765262b703ade48 = L.polyline(
                [[44.9602853, -93.0658109], [44.9603469, -93.0655478]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_4b333bd9ac7f4cc3a3d4d0a9f01fe66c = L.polyline(
                [[44.9603709, -93.0658183], [44.9600801, -93.0660673]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_d4a54c52fe914e1bb4b08ed6de8c320e = L.polyline(
                [[44.9569691, -93.0725957], [44.9577402, -93.070991]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_b1d22316cd0c473f850acce2c3d09d94 = L.polyline(
                [[44.9569691, -93.0725957], [44.9562716, -93.0740692]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_768f1e6aa9c54ee4a5f40da48f121887 = L.polyline(
                [[44.9460267, -93.0964943], [44.946062, -93.096851]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_0c3b7701f3174695856935558fbe959f = L.polyline(
                [[44.946062, -93.096851], [44.9460884, -93.0971839]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_0c85762ee5264ada9c25f273aa74e91b = L.polyline(
                [[44.9510095, -93.0860251], [44.9508307, -93.0861645]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_674527fe71e14b21867790fb540e324b = L.polyline(
                [[44.9461092, -93.0974011], [44.9463284, -93.0996457]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_f98976d8f3804e6b8f2e994f422b521c = L.polyline(
                [[44.9464276, -93.1006816], [44.9465966, -93.1023332]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_e3b03f8f7c7e4d51b700861c3136ecaf = L.polyline(
                [[44.9464948, -93.0952494], [44.9460423, -93.0961915]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            map_ff0299a3b0dd4e118334f7b7cf7a006a.fitBounds(
                [[44.9460267, -93.1023332], [44.9603709, -93.063523]],
                {}
            );
        
    
            var marker_57433be8e2b640458ac2a87d5b1320c7 = L.marker(
                [44.94822839999999, -93.091634],
                {}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var icon_7465d7f2730648bfbdaae7b1731addd6 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "play", "iconColor": "white", "markerColor": "green", "prefix": "glyphicon"}
            );
            marker_57433be8e2b640458ac2a87d5b1320c7.setIcon(icon_7465d7f2730648bfbdaae7b1731addd6);
        
    
            marker_57433be8e2b640458ac2a87d5b1320c7.bindTooltip(
                `<div>
                     62146
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_ffdd80be9cc149c6b498dc521d56fcff = L.marker(
                [44.946494799999996, -93.0952494],
                {}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var icon_54e368e8cc09473baa14aa37161bf6a4 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "star", "iconColor": "white", "markerColor": "pink", "prefix": "glyphicon"}
            );
            marker_ffdd80be9cc149c6b498dc521d56fcff.setIcon(icon_54e368e8cc09473baa14aa37161bf6a4);
        
    
            marker_ffdd80be9cc149c6b498dc521d56fcff.bindTooltip(
                `<div>
                     45691
                 </div>`,
                {"sticky": true}
            );
        
    
            var poly_line_1573fab466214ca1b16e2ba348ed045b = L.polyline(
                [[44.9476402, -93.0928707], [44.9470709, -93.0940445]],
                {"bubblingMouseEvents": true, "color": "green", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "green", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.8, "smoothFactor": 1.0, "stroke": true, "weight": 7}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_c3fd73de112c4fffa19a01f6724963df = L.polyline(
                [[44.9482284, -93.091634], [44.9476402, -93.0928707]],
                {"bubblingMouseEvents": true, "color": "green", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "green", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.8, "smoothFactor": 1.0, "stroke": true, "weight": 7}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
    
            var poly_line_5d5b43acc90145f9949d7c68aecd4e16 = L.polyline(
                [[44.9470709, -93.0940445], [44.9464948, -93.0952494]],
                {"bubblingMouseEvents": true, "color": "green", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "green", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.8, "smoothFactor": 1.0, "stroke": true, "weight": 7}
            ).addTo(map_ff0299a3b0dd4e118334f7b7cf7a006a);
        
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
+       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=%3C%21DOCTYPE%20html%3E%0A%3Chead%3E%20%20%20%20%0A%20%20%20%20%3Cmeta%20http-equiv%3D%22content-type%22%20content%3D%22text/html%3B%20charset%3DUTF-8%22%20/%3E%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%3Cscript%3E%0A%20%20%20%20%20%20%20%20%20%20%20%20L_NO_TOUCH%20%3D%20false%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20L_DISABLE_3D%20%3D%20false%3B%0A%20%20%20%20%20%20%20%20%3C/script%3E%0A%20%20%20%20%0A%20%20%20%20%3Cstyle%3Ehtml%2C%20body%20%7Bwidth%3A%20100%25%3Bheight%3A%20100%25%3Bmargin%3A%200%3Bpadding%3A%200%3B%7D%3C/style%3E%0A%20%20%20%20%3Cstyle%3E%23map%20%7Bposition%3Aabsolute%3Btop%3A0%3Bbottom%3A0%3Bright%3A0%3Bleft%3A0%3B%7D%3C/style%3E%0A%20%20%20%20%3Cscript%20src%3D%22https%3A//cdn.jsdelivr.net/npm/leaflet%401.6.0/dist/leaflet.js%22%3E%3C/script%3E%0A%20%20%20%20%3Cscript%20src%3D%22https%3A//code.jquery.com/jquery-1.12.4.min.js%22%3E%3C/script%3E%0A%20%20%20%20%3Cscript%20src%3D%22https%3A//maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js%22%3E%3C/script%3E%0A%20%20%20%20%3Cscript%20src%3D%22https%3A//cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js%22%3E%3C/script%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//cdn.jsdelivr.net/npm/leaflet%401.6.0/dist/leaflet.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css%22/%3E%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20%3Cmeta%20name%3D%22viewport%22%20content%3D%22width%3Ddevice-width%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20initial-scale%3D1.0%2C%20maximum-scale%3D1.0%2C%20user-scalable%3Dno%22%20/%3E%0A%20%20%20%20%20%20%20%20%20%20%20%20%3Cstyle%3E%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%23map_8b7adf6ff6164346a19a07998762597f%20%7B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20position%3A%20relative%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20width%3A%20100.0%25%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20height%3A%20100.0%25%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20left%3A%200.0%25%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20top%3A%200.0%25%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%3C/style%3E%0A%20%20%20%20%20%20%20%20%0A%3C/head%3E%0A%3Cbody%3E%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20%3Cdiv%20class%3D%22folium-map%22%20id%3D%22map_8b7adf6ff6164346a19a07998762597f%22%20%3E%3C/div%3E%0A%20%20%20%20%20%20%20%20%0A%3C/body%3E%0A%3Cscript%3E%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20map_8b7adf6ff6164346a19a07998762597f%20%3D%20L.map%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%22map_8b7adf6ff6164346a19a07998762597f%22%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20center%3A%20%5B44.95234684428508%2C%20-93.08332652538367%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20crs%3A%20L.CRS.EPSG3857%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20zoom%3A%201%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20zoomControl%3A%20true%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20preferCanvas%3A%20false%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29%3B%0A%0A%20%20%20%20%20%20%20%20%20%20%20%20%0A%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20tile_layer_81a8d2e014f849b398063940b4488375%20%3D%20L.tileLayer%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%22https%3A//cartodb-basemaps-%7Bs%7D.global.ssl.fastly.net/dark_all/%7Bz%7D/%7Bx%7D/%7By%7D.png%22%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22attribution%22%3A%20%22%5Cu0026copy%3B%20%5Cu003ca%20href%3D%5C%22http%3A//www.openstreetmap.org/copyright%5C%22%5Cu003eOpenStreetMap%5Cu003c/a%5Cu003e%20contributors%20%5Cu0026copy%3B%20%5Cu003ca%20href%3D%5C%22http%3A//cartodb.com/attributions%5C%22%5Cu003eCartoDB%5Cu003c/a%5Cu003e%2C%20CartoDB%20%5Cu003ca%20href%20%3D%5C%22http%3A//cartodb.com/attributions%5C%22%5Cu003eattributions%5Cu003c/a%5Cu003e%22%2C%20%22detectRetina%22%3A%20false%2C%20%22maxNativeZoom%22%3A%2018%2C%20%22maxZoom%22%3A%2018%2C%20%22minZoom%22%3A%200%2C%20%22noWrap%22%3A%20false%2C%20%22opacity%22%3A%201%2C%20%22subdomains%22%3A%20%22abc%22%2C%20%22tms%22%3A%20false%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_ebe5101b4a6d4cf7a9c6a73d165938e6%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9560393%2C%20-93.0743811%5D%2C%20%5B44.9562716%2C%20-93.0740692%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_35483b5bc8be493d954e9564fdc6b608%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9562716%2C%20-93.0740692%5D%2C%20%5B44.9569691%2C%20-93.0725957%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_f17059e1ecee424185ffb8e69f5ee203%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9562716%2C%20-93.0740692%5D%2C%20%5B44.9560966%2C%20-93.0744809%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_a6fe48358c324d649e722f6bb073dab2%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9569691%2C%20-93.0725957%5D%2C%20%5B44.9577402%2C%20-93.070991%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_a40ccdd523074eb0b59c878b226e7ca1%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9569691%2C%20-93.0725957%5D%2C%20%5B44.9562716%2C%20-93.0740692%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_61f0a29fe5be4afdadd53193434ff1d8%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9560966%2C%20-93.0744809%5D%2C%20%5B44.9560297%2C%20-93.0746274%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_10706aa5b53849079424d29a49768307%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9460884%2C%20-93.0971839%5D%2C%20%5B44.9461092%2C%20-93.0974011%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_6579e45c74754b308d878ef2c0c15def%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9461092%2C%20-93.0974011%5D%2C%20%5B44.9463284%2C%20-93.0996457%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_e745ee7a021849ad8272edaa73850af8%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9506366%2C%20-93.0855533%5D%2C%20%5B44.9508307%2C%20-93.0861645%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_afb68edf0b9046aebd6b334e7679d3b5%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9508307%2C%20-93.0861645%5D%2C%20%5B44.9506171%2C%20-93.0866025%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_499c341d10b5421f989a418b36baac9a%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9600801%2C%20-93.0660673%5D%2C%20%5B44.959639%2C%20-93.067%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_86225fd8e62d41cb85eeb56defd02337%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9600801%2C%20-93.0660673%5D%2C%20%5B44.9602853%2C%20-93.0658109%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_4d98222e6df346efb46494dadab21d33%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.959639%2C%20-93.067%5D%2C%20%5B44.9600801%2C%20-93.0660673%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_eb30ba336d094a878e762c6eda2e3d7f%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.959639%2C%20-93.067%5D%2C%20%5B44.959081%2C%20-93.068162%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_b64b18d58f3b4cd9945859a1e3262cd3%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9602853%2C%20-93.0658109%5D%2C%20%5B44.9603469%2C%20-93.0655478%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_b79d866c6bce42c19346fc2741513345%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9603469%2C%20-93.0655478%5D%2C%20%5B44.960349%2C%20-93.063523%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_80cc84f3d5cb443c828c49da783711b5%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9603469%2C%20-93.0655478%5D%2C%20%5B44.9603709%2C%20-93.0658183%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_da0d1452327c40ba883c25ae0d7f205b%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.960349%2C%20-93.063523%5D%2C%20%5B44.9603469%2C%20-93.0655478%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_ddf189e81d3a4e27b90384729bf09ebd%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9603709%2C%20-93.0658183%5D%2C%20%5B44.9600801%2C%20-93.0660673%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_f7c52f2513f2471cb50a82bcfed41ecb%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9488806%2C%20-93.0902397%5D%2C%20%5B44.9482284%2C%20-93.091634%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_0ab461eca7fa4bde9db38bd048aa6b23%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9482284%2C%20-93.091634%5D%2C%20%5B44.9476402%2C%20-93.0928707%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_92baaba18517428c9e127bbcd2f68320%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9476402%2C%20-93.0928707%5D%2C%20%5B44.9470709%2C%20-93.0940445%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_040b5dfefc2e4fbc94e25eb6ca759b6e%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9470709%2C%20-93.0940445%5D%2C%20%5B44.9464948%2C%20-93.0952494%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_66d730704279406cbffc609dbbdf86c1%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9460267%2C%20-93.0964943%5D%2C%20%5B44.946062%2C%20-93.096851%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_fbcd70ee7a5145fa951b71275bce9bdb%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.946062%2C%20-93.096851%5D%2C%20%5B44.9460884%2C%20-93.0971839%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_31ec1a0e17f6411eadaa6c12d94b130e%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9463284%2C%20-93.0996457%5D%2C%20%5B44.9463936%2C%20-93.1003574%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_a14d9f8f7eb44132b17a90fdb2c07ce1%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9464276%2C%20-93.1006816%5D%2C%20%5B44.9465966%2C%20-93.1023332%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_81ad831ac1e7493397e93ecea0d29d02%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9464948%2C%20-93.0952494%5D%2C%20%5B44.9460423%2C%20-93.0961915%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_b8425cca87c4472191d5904727a8c555%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9460423%2C%20-93.0961915%5D%2C%20%5B44.9460267%2C%20-93.0964943%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_727d88d743c64945bcd1f5be777d3942%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9506171%2C%20-93.0866025%5D%2C%20%5B44.9500656%2C%20-93.0877584%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_1cbea87733014fdfa8e8aa1a4b311f76%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9500656%2C%20-93.0877584%5D%2C%20%5B44.9495157%2C%20-93.0889131%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_3b4b15c5f4d140618d5747e0e905aaeb%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9495157%2C%20-93.0889131%5D%2C%20%5B44.9488806%2C%20-93.0902397%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_8138c4a3c77144de8120bf31c8945b14%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9577402%2C%20-93.070991%5D%2C%20%5B44.9586256%2C%20-93.0691379%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_23f244ea46c34d918491babb7fe4ff7a%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9577402%2C%20-93.070991%5D%2C%20%5B44.9569691%2C%20-93.0725957%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_1550f0b382644051b85bf6c01c3ca9f8%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.959081%2C%20-93.068162%5D%2C%20%5B44.959639%2C%20-93.067%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_944c695d2c204f249eeadc7fd945ff45%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.959081%2C%20-93.068162%5D%2C%20%5B44.9586256%2C%20-93.0691379%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_5460bfdb1f3649cb848c6807977a245c%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9586256%2C%20-93.0691379%5D%2C%20%5B44.9577402%2C%20-93.070991%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_7069ef5683654de2b25d3760c4932ab7%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9586256%2C%20-93.0691379%5D%2C%20%5B44.959081%2C%20-93.068162%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_eb4b507d52684b2bb40f86f4476ae228%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9510095%2C%20-93.0860251%5D%2C%20%5B44.9508307%2C%20-93.0861645%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_0ccaa80c49804deeb1b0ff5c5fd78a38%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9463936%2C%20-93.1003574%5D%2C%20%5B44.9464276%2C%20-93.1006816%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_553f0391f6e24fb980c0f4ee7e149f7a%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9559585%2C%20-93.074512%5D%2C%20%5B44.9560393%2C%20-93.0743811%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20map_8b7adf6ff6164346a19a07998762597f.fitBounds%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9460267%2C%20-93.1023332%5D%2C%20%5B44.9603709%2C%20-93.063523%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20marker_b3525a92d1ee47e5ae77ac4396cb7af2%20%3D%20L.marker%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B44.94822839999999%2C%20-93.091634%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20icon_8be53196b3b448b1b33acbc4cb4460bb%20%3D%20L.AwesomeMarkers.icon%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22extraClasses%22%3A%20%22fa-rotate-0%22%2C%20%22icon%22%3A%20%22play%22%2C%20%22iconColor%22%3A%20%22white%22%2C%20%22markerColor%22%3A%20%22green%22%2C%20%22prefix%22%3A%20%22glyphicon%22%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20marker_b3525a92d1ee47e5ae77ac4396cb7af2.setIcon%28icon_8be53196b3b448b1b33acbc4cb4460bb%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20marker_b3525a92d1ee47e5ae77ac4396cb7af2.bindTooltip%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%60%3Cdiv%3E%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%2062146%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%3C/div%3E%60%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22sticky%22%3A%20true%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20marker_102e407817574425a055d332c172a8b7%20%3D%20L.marker%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B44.946494799999996%2C%20-93.0952494%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20icon_d92018d4be674fd9998e8781177d2b25%20%3D%20L.AwesomeMarkers.icon%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22extraClasses%22%3A%20%22fa-rotate-0%22%2C%20%22icon%22%3A%20%22star%22%2C%20%22iconColor%22%3A%20%22white%22%2C%20%22markerColor%22%3A%20%22pink%22%2C%20%22prefix%22%3A%20%22glyphicon%22%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20marker_102e407817574425a055d332c172a8b7.setIcon%28icon_d92018d4be674fd9998e8781177d2b25%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20marker_102e407817574425a055d332c172a8b7.bindTooltip%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%60%3Cdiv%3E%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%2045691%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%3C/div%3E%60%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22sticky%22%3A%20true%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_508f421c216d4c319db5260fe3d2d620%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9476402%2C%20-93.0928707%5D%2C%20%5B44.9470709%2C%20-93.0940445%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22%233388ff%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22%233388ff%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%201.0%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%203%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_a1c2b6d66df64abcadaaf5ed6debc09c%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9482284%2C%20-93.091634%5D%2C%20%5B44.9476402%2C%20-93.0928707%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22%233388ff%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22%233388ff%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%201.0%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%203%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_551d3e1e61494b9ca609e84a1708be6e%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9470709%2C%20-93.0940445%5D%2C%20%5B44.9464948%2C%20-93.0952494%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22%233388ff%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22%233388ff%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%201.0%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%203%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_8b7adf6ff6164346a19a07998762597f%29%3B%0A%20%20%20%20%20%20%20%20%0A%3C/script%3E onload=\"this.contentDocument.open();this.contentDocument.write(    decodeURIComponent(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
       ],
       "text/plain": [
-       "<folium.folium.Map at 0x125266ad0>"
+       "<folium.folium.Map at 0x199f78ac888>"
       ]
      },
-     "execution_count": 161,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1860,7 +1841,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 162,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
@@ -1934,7 +1915,7 @@
        "35        NaN         NaN  "
       ]
      },
-     "execution_count": 162,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1948,7 +1929,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 163,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
@@ -2056,7 +2037,7 @@
        "4  http://www.metrotransit.org/route/62         NaN           000000  "
       ]
      },
-     "execution_count": 163,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2079,22 +2060,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 174,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x125086a10>"
+       "<AxesSubplot:>"
       ]
      },
-     "execution_count": 174,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -2151,7 +2132,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 187,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
@@ -2160,7 +2141,7 @@
        "[7539, 8104]"
       ]
      },
-     "execution_count": 187,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2184,19 +2165,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 185,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    
        <script>
            L_NO_TOUCH = false;
            L_DISABLE_3D = false;
        </script>
    
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js"></script>
    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawcdn.githack.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <meta name="viewport" content="width=device-width,
                initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
            <style>
                #map_85737a89e92e487babb98ffc5235767c {
                    position: relative;
                    width: 100.0%;
                    height: 100.0%;
                    left: 0.0%;
                    top: 0.0%;
                }
            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_85737a89e92e487babb98ffc5235767c" ></div>
        
</body>
<script>    
    
            var map_85737a89e92e487babb98ffc5235767c = L.map(
                "map_85737a89e92e487babb98ffc5235767c",
                {
                    center: [44.945647269791785, -93.11209381514622],
                    crs: L.CRS.EPSG3857,
                    zoom: 1,
                    zoomControl: true,
                    preferCanvas: false,
                }
            );

            

        
    
            var tile_layer_73076552ea6c4ce192c2ee0a0ca81341 = L.tileLayer(
                "https://cartodb-basemaps-{s}.global.ssl.fastly.net/dark_all/{z}/{x}/{y}.png",
                {"attribution": "\u0026copy; \u003ca href=\"http://www.openstreetmap.org/copyright\"\u003eOpenStreetMap\u003c/a\u003e contributors \u0026copy; \u003ca href=\"http://cartodb.com/attributions\"\u003eCartoDB\u003c/a\u003e, CartoDB \u003ca href =\"http://cartodb.com/attributions\"\u003eattributions\u003c/a\u003e", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_dd71f8d34bc94b788e9886f091bb5887 = L.polyline(
                [[44.9461427, -93.1051648], [44.9480299, -93.10297]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_08d605af54b8499aa187f6678bbc73b4 = L.polyline(
                [[44.923321, -93.1448675], [44.9252149, -93.1449858]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_371a41328452472f9f0d7952adb1d73e = L.polyline(
                [[44.9523954, -93.0960047], [44.9526466, -93.0954782]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_6dc436c1483b4ae29a31abd2e5f808b2 = L.polyline(
                [[44.9587202, -93.0909147], [44.9524072, -93.0965527]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_8221f2ef5b7c401186f713b8e2677757 = L.polyline(
                [[44.966861, -93.0889873], [44.9717832, -93.0884431]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_b8e32af1f7f6474f8f20ccf25cf6087d = L.polyline(
                [[44.9669245, -93.0893227], [44.9609315, -93.0906255]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_9eccec6516284cc8b1ce6e7b69b68220 = L.polyline(
                [[44.961085, -93.0903549], [44.966861, -93.0889873]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_d27f7fc5aea74431b7c967efaf26080d = L.polyline(
                [[44.944696, -93.1073648], [44.9388845, -93.1186693]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_9ed9c0d46293496ba56666d51925ab1c = L.polyline(
                [[44.9480299, -93.10297], [44.9521122, -93.0965985]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_f4d30be364f54a6fb1db4a7f698a5b2b = L.polyline(
                [[44.9252149, -93.1449858], [44.9304095, -93.1416711]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_50961b1988e34fbb8ec4d0d7e0189ea5 = L.polyline(
                [[44.9316337, -93.131315], [44.9361485, -93.1237182]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_22eb81ed6dd24d9298e33177e464e16e = L.polyline(
                [[44.9521122, -93.0965985], [44.9523954, -93.0960047]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_94c6c7830a5a4bd4aa48627dcd3a38e1 = L.polyline(
                [[44.9390666, -93.1176348], [44.9445843, -93.1072824]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_8b4c07ff17024bac8e01ba88fe0d1a32 = L.polyline(
                [[44.9512604, -93.0989793], [44.9483043, -93.1029338]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_760c11fb8fa841fc90c798bbc987e392 = L.polyline(
                [[44.9557858, -93.0908825], [44.961085, -93.0903549]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_5f94f9fc74f74a56a28cb3a1a63d0666 = L.polyline(
                [[44.9318986, -93.1309959], [44.9313102, -93.1395789]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_dcf62bacc40b4f8e80f8d543275bf5a4 = L.polyline(
                [[44.9445843, -93.1072824], [44.9461427, -93.1051648]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_5ef9a012956644ab93fa54700b9e6ae5 = L.polyline(
                [[44.9172894, -93.1444762], [44.923321, -93.1448675]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_bd7e15f1c4e14d7e8c8afded5a2f8a80 = L.polyline(
                [[44.9717832, -93.0884431], [44.9737506, -93.0884196]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_33ef83f58a9a47e29d867b1dbe392ca6 = L.polyline(
                [[44.9716114, -93.0887973], [44.9669245, -93.0893227]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_13a47405174b440690d59d2632d8ac8e = L.polyline(
                [[44.9737506, -93.0884196], [44.980538, -93.08867]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_aaf3ea225bda4ddf986c15afce7373df = L.polyline(
                [[44.9131007, -93.1441912], [44.9172894, -93.1444762]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_772bd2e0f2684e98aaba11c2c11a92d5 = L.polyline(
                [[44.9519692, -93.0975073], [44.9512604, -93.0989793]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_05f35c898f7d42419aee7610e0a62b6a = L.polyline(
                [[44.9592749, -93.0907982], [44.9587202, -93.0909147]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_434123dc7ece4c1498bf2157c9a3a497 = L.polyline(
                [[44.9304095, -93.1416711], [44.9316337, -93.131315]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_03a4b1ac4c61452aab2a802758df8297 = L.polyline(
                [[44.9609315, -93.0906255], [44.9592749, -93.0907982]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_0936e2d65c6c403dad674057c76a50ac = L.polyline(
                [[44.9731149, -93.0887801], [44.9716114, -93.0887973]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_66dcbb3a073e4d3097f523ce8d7586a8 = L.polyline(
                [[44.9524072, -93.0965527], [44.9519692, -93.0975073]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_ae59f836e4af4e29aee227e28c4136cd = L.polyline(
                [[44.9361485, -93.1237182], [44.9390666, -93.1176348]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_242669b6a84d4d16a20e8caf7f9ae773 = L.polyline(
                [[44.980654, -93.088891], [44.9731149, -93.0887801]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_f464440f1e034f5185b575cfedb1f369 = L.polyline(
                [[44.9526466, -93.0954782], [44.9557858, -93.0908825]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_5583cba895e04549a2f1167387659938 = L.polyline(
                [[44.9388845, -93.1186693], [44.9377708, -93.1212287]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_c276cdd0c5394116ae2b13ec08691667 = L.polyline(
                [[44.9075808, -93.1419328], [44.9131007, -93.1441912]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_f0d7f391528a4637b03aae4c1bcbbbde = L.polyline(
                [[44.9377708, -93.1212287], [44.9318986, -93.1309959]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_da487e1b9b9549eabd6c3014331c0a71 = L.polyline(
                [[44.9483043, -93.1029338], [44.944696, -93.1073648]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.6, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            map_85737a89e92e487babb98ffc5235767c.fitBounds(
                [[44.9075808, -93.1449858], [44.980654, -93.0884196]],
                {}
            );
        
    
            var marker_0cc3cbf74cfc42c48b5a48edc0e84a84 = L.marker(
                [44.961085, -93.0903549],
                {}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var icon_ca4835fcd5274ce5b59b1429d5bddf75 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "play", "iconColor": "white", "markerColor": "green", "prefix": "glyphicon"}
            );
            marker_0cc3cbf74cfc42c48b5a48edc0e84a84.setIcon(icon_ca4835fcd5274ce5b59b1429d5bddf75);
        
    
            marker_0cc3cbf74cfc42c48b5a48edc0e84a84.bindTooltip(
                `<div>
                     19607
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_e3aa555bc1c946668c9d76eda3d68232 = L.marker(
                [44.971783200000004, -93.0884431],
                {}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var icon_71c98ce86145413d948439c474f5e26c = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "star", "iconColor": "white", "markerColor": "pink", "prefix": "glyphicon"}
            );
            marker_e3aa555bc1c946668c9d76eda3d68232.setIcon(icon_71c98ce86145413d948439c474f5e26c);
        
    
            marker_e3aa555bc1c946668c9d76eda3d68232.bindTooltip(
                `<div>
                     93497
                 </div>`,
                {"sticky": true}
            );
        
    
            var poly_line_c947f01eebd747b19ffc9290414a6308 = L.polyline(
                [[44.961085, -93.0903549], [44.966861, -93.0889873]],
                {"bubblingMouseEvents": true, "color": "green", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "green", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.8, "smoothFactor": 1.0, "stroke": true, "weight": 7}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
    
            var poly_line_e0480513f71444548326a021e3bdb5d6 = L.polyline(
                [[44.966861, -93.0889873], [44.9717832, -93.0884431]],
                {"bubblingMouseEvents": true, "color": "green", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "green", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.8, "smoothFactor": 1.0, "stroke": true, "weight": 7}
            ).addTo(map_85737a89e92e487babb98ffc5235767c);
        
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
+       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=%3C%21DOCTYPE%20html%3E%0A%3Chead%3E%20%20%20%20%0A%20%20%20%20%3Cmeta%20http-equiv%3D%22content-type%22%20content%3D%22text/html%3B%20charset%3DUTF-8%22%20/%3E%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%3Cscript%3E%0A%20%20%20%20%20%20%20%20%20%20%20%20L_NO_TOUCH%20%3D%20false%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20L_DISABLE_3D%20%3D%20false%3B%0A%20%20%20%20%20%20%20%20%3C/script%3E%0A%20%20%20%20%0A%20%20%20%20%3Cstyle%3Ehtml%2C%20body%20%7Bwidth%3A%20100%25%3Bheight%3A%20100%25%3Bmargin%3A%200%3Bpadding%3A%200%3B%7D%3C/style%3E%0A%20%20%20%20%3Cstyle%3E%23map%20%7Bposition%3Aabsolute%3Btop%3A0%3Bbottom%3A0%3Bright%3A0%3Bleft%3A0%3B%7D%3C/style%3E%0A%20%20%20%20%3Cscript%20src%3D%22https%3A//cdn.jsdelivr.net/npm/leaflet%401.6.0/dist/leaflet.js%22%3E%3C/script%3E%0A%20%20%20%20%3Cscript%20src%3D%22https%3A//code.jquery.com/jquery-1.12.4.min.js%22%3E%3C/script%3E%0A%20%20%20%20%3Cscript%20src%3D%22https%3A//maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js%22%3E%3C/script%3E%0A%20%20%20%20%3Cscript%20src%3D%22https%3A//cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js%22%3E%3C/script%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//cdn.jsdelivr.net/npm/leaflet%401.6.0/dist/leaflet.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css%22/%3E%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20%3Cmeta%20name%3D%22viewport%22%20content%3D%22width%3Ddevice-width%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20initial-scale%3D1.0%2C%20maximum-scale%3D1.0%2C%20user-scalable%3Dno%22%20/%3E%0A%20%20%20%20%20%20%20%20%20%20%20%20%3Cstyle%3E%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%23map_f5b6144c81d947e494c6fe5f083bb9a8%20%7B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20position%3A%20relative%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20width%3A%20100.0%25%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20height%3A%20100.0%25%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20left%3A%200.0%25%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20top%3A%200.0%25%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%3C/style%3E%0A%20%20%20%20%20%20%20%20%0A%3C/head%3E%0A%3Cbody%3E%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20%3Cdiv%20class%3D%22folium-map%22%20id%3D%22map_f5b6144c81d947e494c6fe5f083bb9a8%22%20%3E%3C/div%3E%0A%20%20%20%20%20%20%20%20%0A%3C/body%3E%0A%3Cscript%3E%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20map_f5b6144c81d947e494c6fe5f083bb9a8%20%3D%20L.map%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%22map_f5b6144c81d947e494c6fe5f083bb9a8%22%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20center%3A%20%5B44.945647269791806%2C%20-93.11209381514625%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20crs%3A%20L.CRS.EPSG3857%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20zoom%3A%201%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20zoomControl%3A%20true%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20preferCanvas%3A%20false%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29%3B%0A%0A%20%20%20%20%20%20%20%20%20%20%20%20%0A%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20tile_layer_9df64bf6ddbc4e9f9bc070492574f29b%20%3D%20L.tileLayer%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%22https%3A//cartodb-basemaps-%7Bs%7D.global.ssl.fastly.net/dark_all/%7Bz%7D/%7Bx%7D/%7By%7D.png%22%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22attribution%22%3A%20%22%5Cu0026copy%3B%20%5Cu003ca%20href%3D%5C%22http%3A//www.openstreetmap.org/copyright%5C%22%5Cu003eOpenStreetMap%5Cu003c/a%5Cu003e%20contributors%20%5Cu0026copy%3B%20%5Cu003ca%20href%3D%5C%22http%3A//cartodb.com/attributions%5C%22%5Cu003eCartoDB%5Cu003c/a%5Cu003e%2C%20CartoDB%20%5Cu003ca%20href%20%3D%5C%22http%3A//cartodb.com/attributions%5C%22%5Cu003eattributions%5Cu003c/a%5Cu003e%22%2C%20%22detectRetina%22%3A%20false%2C%20%22maxNativeZoom%22%3A%2018%2C%20%22maxZoom%22%3A%2018%2C%20%22minZoom%22%3A%200%2C%20%22noWrap%22%3A%20false%2C%20%22opacity%22%3A%201%2C%20%22subdomains%22%3A%20%22abc%22%2C%20%22tms%22%3A%20false%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_bbd3da8112274d519834838848d49b51%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9521122%2C%20-93.0965985%5D%2C%20%5B44.9523954%2C%20-93.0960047%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_f6f0d456e96e43b1998cccf89f874897%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9523954%2C%20-93.0960047%5D%2C%20%5B44.9526466%2C%20-93.0954782%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_aaa19e0cc5c94d4ca7e40e6c4d91f16d%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9483043%2C%20-93.1029338%5D%2C%20%5B44.944696%2C%20-93.1073648%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_31cce4be898b4ffba06677f9a5fe807e%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.944696%2C%20-93.1073648%5D%2C%20%5B44.9388845%2C%20-93.1186693%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_cf74d65cd17b4bb69fa402628371a6c0%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9557858%2C%20-93.0908825%5D%2C%20%5B44.961085%2C%20-93.0903549%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_69c720d6aa6a48f7a1743eea38762f22%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.961085%2C%20-93.0903549%5D%2C%20%5B44.966861%2C%20-93.0889873%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_be0e062cbe924682907380b7181bfef3%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9524072%2C%20-93.0965527%5D%2C%20%5B44.9519692%2C%20-93.0975073%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_4538dd75077f4f6a981556eb53778e57%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9519692%2C%20-93.0975073%5D%2C%20%5B44.9512604%2C%20-93.0989793%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_45722301056d4d5a972e7d06081372e8%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9587202%2C%20-93.0909147%5D%2C%20%5B44.9524072%2C%20-93.0965527%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_de2de918253c470eb62fe1c473a66e02%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.966861%2C%20-93.0889873%5D%2C%20%5B44.9717832%2C%20-93.0884431%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_0c49b8c099db4885b919b3381b629e7f%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9737506%2C%20-93.0884196%5D%2C%20%5B44.980538%2C%20-93.08867%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_c7101ab1fdbd401bb2c8599a21e65266%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9172894%2C%20-93.1444762%5D%2C%20%5B44.923321%2C%20-93.1448675%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_cd4859bd545041e39572f02a5c9f65d9%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.923321%2C%20-93.1448675%5D%2C%20%5B44.9252149%2C%20-93.1449858%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_ab2d294917e7439189848dacd21992bc%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9609315%2C%20-93.0906255%5D%2C%20%5B44.9592749%2C%20-93.0907982%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_39a480d544e8485686bc7ddc6c87cb65%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9592749%2C%20-93.0907982%5D%2C%20%5B44.9587202%2C%20-93.0909147%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_07ed34140a394ae4bbfdd013b2e9f524%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9731149%2C%20-93.0887801%5D%2C%20%5B44.9716114%2C%20-93.0887973%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_53ff5cf545824bf48f55a5c4597f630a%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9716114%2C%20-93.0887973%5D%2C%20%5B44.9669245%2C%20-93.0893227%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_bfe600f1f1c84222823a0b67ad7caea1%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.980654%2C%20-93.088891%5D%2C%20%5B44.9731149%2C%20-93.0887801%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_bf35d1ddd277415fa7c90654ca25cbe4%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9361485%2C%20-93.1237182%5D%2C%20%5B44.9390666%2C%20-93.1176348%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_9ccc521d7478496d9d0ed66fc9e3c355%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9390666%2C%20-93.1176348%5D%2C%20%5B44.9445843%2C%20-93.1072824%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_a162a3bf4a09420cbbdc7d89062fb69f%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9075808%2C%20-93.1419328%5D%2C%20%5B44.9131007%2C%20-93.1441912%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_d2f2767dc91349589bccc79beda1a5e7%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9131007%2C%20-93.1441912%5D%2C%20%5B44.9172894%2C%20-93.1444762%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_5e7bc8b66d7e4e6e80c82defa6f8c9fc%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9318986%2C%20-93.1309959%5D%2C%20%5B44.9313102%2C%20-93.1395789%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_a6b97bdea7b34df1b44d0618ee334e15%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9304095%2C%20-93.1416711%5D%2C%20%5B44.9316337%2C%20-93.131315%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_ee2f173bcdda490d9c27f8d037cfdb62%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9316337%2C%20-93.131315%5D%2C%20%5B44.9361485%2C%20-93.1237182%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_1072a02ed4bd42ff8b47b04a2c4d34b9%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9252149%2C%20-93.1449858%5D%2C%20%5B44.9304095%2C%20-93.1416711%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_0ceec54672b24bbf977da4f1981b5b2f%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9388845%2C%20-93.1186693%5D%2C%20%5B44.9377708%2C%20-93.1212287%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_2f38cd63ee2b464581aa40dd058e62fc%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9669245%2C%20-93.0893227%5D%2C%20%5B44.9609315%2C%20-93.0906255%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_c362b03a0ac4443cbc736a91e56602ac%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9377708%2C%20-93.1212287%5D%2C%20%5B44.9318986%2C%20-93.1309959%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_29b3bb373a0345539a60a8a82f51945c%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9445843%2C%20-93.1072824%5D%2C%20%5B44.9461427%2C%20-93.1051648%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_416279b9d51a4331941a5f0925e51571%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9461427%2C%20-93.1051648%5D%2C%20%5B44.9480299%2C%20-93.10297%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_755b4e5945ed4412a1d95ca20e0ebe98%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9526466%2C%20-93.0954782%5D%2C%20%5B44.9557858%2C%20-93.0908825%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_6e387c7b8158445eb38b7ee3358cfa6d%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9480299%2C%20-93.10297%5D%2C%20%5B44.9521122%2C%20-93.0965985%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_38a8b90071884e7a8776d092f640f97a%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9512604%2C%20-93.0989793%5D%2C%20%5B44.9483043%2C%20-93.1029338%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_01d2b1843e2e4cb8a3f3d9ebd943da57%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9717832%2C%20-93.0884431%5D%2C%20%5B44.9737506%2C%20-93.0884196%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22blue%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22blue%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%200.6%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%205%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20map_f5b6144c81d947e494c6fe5f083bb9a8.fitBounds%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.9075808%2C%20-93.1449858%5D%2C%20%5B44.980654%2C%20-93.0884196%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20marker_0a37e442572343c9a4f1adfb12e51cb0%20%3D%20L.marker%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B44.961085%2C%20-93.0903549%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20icon_2e10db71853145409306ec50becd6e53%20%3D%20L.AwesomeMarkers.icon%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22extraClasses%22%3A%20%22fa-rotate-0%22%2C%20%22icon%22%3A%20%22play%22%2C%20%22iconColor%22%3A%20%22white%22%2C%20%22markerColor%22%3A%20%22green%22%2C%20%22prefix%22%3A%20%22glyphicon%22%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20marker_0a37e442572343c9a4f1adfb12e51cb0.setIcon%28icon_2e10db71853145409306ec50becd6e53%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20marker_0a37e442572343c9a4f1adfb12e51cb0.bindTooltip%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%60%3Cdiv%3E%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%2019607%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%3C/div%3E%60%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22sticky%22%3A%20true%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20marker_8003f97b7e1c41e28cb84459e6abdde4%20%3D%20L.marker%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B44.971783200000004%2C%20-93.0884431%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20icon_26c31b3e1f32403ba50e8a9c9398d180%20%3D%20L.AwesomeMarkers.icon%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22extraClasses%22%3A%20%22fa-rotate-0%22%2C%20%22icon%22%3A%20%22star%22%2C%20%22iconColor%22%3A%20%22white%22%2C%20%22markerColor%22%3A%20%22pink%22%2C%20%22prefix%22%3A%20%22glyphicon%22%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20marker_8003f97b7e1c41e28cb84459e6abdde4.setIcon%28icon_26c31b3e1f32403ba50e8a9c9398d180%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20marker_8003f97b7e1c41e28cb84459e6abdde4.bindTooltip%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%60%3Cdiv%3E%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%2093497%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%3C/div%3E%60%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22sticky%22%3A%20true%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_7a3c25e6147648458a95c8008683c6ba%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.961085%2C%20-93.0903549%5D%2C%20%5B44.966861%2C%20-93.0889873%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22%233388ff%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22%233388ff%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%201.0%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%203%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20poly_line_58597fa728ee434db871deadcf694279%20%3D%20L.polyline%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B%5B44.966861%2C%20-93.0889873%5D%2C%20%5B44.9717832%2C%20-93.0884431%5D%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22bubblingMouseEvents%22%3A%20true%2C%20%22color%22%3A%20%22%233388ff%22%2C%20%22dashArray%22%3A%20null%2C%20%22dashOffset%22%3A%20null%2C%20%22fill%22%3A%20false%2C%20%22fillColor%22%3A%20%22%233388ff%22%2C%20%22fillOpacity%22%3A%200.2%2C%20%22fillRule%22%3A%20%22evenodd%22%2C%20%22lineCap%22%3A%20%22round%22%2C%20%22lineJoin%22%3A%20%22round%22%2C%20%22noClip%22%3A%20false%2C%20%22opacity%22%3A%201.0%2C%20%22smoothFactor%22%3A%201.0%2C%20%22stroke%22%3A%20true%2C%20%22weight%22%3A%203%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_f5b6144c81d947e494c6fe5f083bb9a8%29%3B%0A%20%20%20%20%20%20%20%20%0A%3C/script%3E onload=\"this.contentDocument.open();this.contentDocument.write(    decodeURIComponent(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
       ],
       "text/plain": [
-       "<folium.folium.Map at 0x125054c50>"
+       "<folium.folium.Map at 0x199f7baf608>"
       ]
      },
-     "execution_count": 185,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2216,7 +2197,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 176,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
@@ -2227,7 +2208,7 @@
        "Name: lanes, dtype: int64"
       ]
      },
-     "execution_count": 176,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2247,7 +2228,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 189,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2263,7 +2244,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 190,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
@@ -2274,7 +2255,7 @@
        "Name: lanes, dtype: int64"
       ]
      },
-     "execution_count": 190,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2294,7 +2275,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 191,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
@@ -2305,7 +2286,7 @@
        "Name: lanes, dtype: int64"
       ]
      },
-     "execution_count": 191,
+     "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2337,7 +2318,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 192,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [
     {
@@ -2371,28 +2352,28 @@
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>14941148-JUN19-MVS-BUS-Weekday-01</td>\n",
-       "      <td>600</td>\n",
+       "      <td>830</td>\n",
        "      <td>21600.0</td>\n",
        "      <td>32400.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>14941151-JUN19-MVS-BUS-Weekday-01</td>\n",
-       "      <td>600</td>\n",
+       "      <td>540</td>\n",
        "      <td>21600.0</td>\n",
        "      <td>32400.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>14941153-JUN19-MVS-BUS-Weekday-01</td>\n",
-       "      <td>600</td>\n",
+       "      <td>696</td>\n",
        "      <td>32400.0</td>\n",
        "      <td>54000.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>14941163-JUN19-MVS-BUS-Weekday-01</td>\n",
-       "      <td>600</td>\n",
+       "      <td>830</td>\n",
        "      <td>32400.0</td>\n",
        "      <td>54000.0</td>\n",
        "    </tr>\n",
@@ -2402,13 +2383,13 @@
       ],
       "text/plain": [
        "                             trip_id  headway_secs  start_time  end_time\n",
-       "1  14941148-JUN19-MVS-BUS-Weekday-01           600     21600.0   32400.0\n",
-       "2  14941151-JUN19-MVS-BUS-Weekday-01           600     21600.0   32400.0\n",
-       "3  14941153-JUN19-MVS-BUS-Weekday-01           600     32400.0   54000.0\n",
-       "4  14941163-JUN19-MVS-BUS-Weekday-01           600     32400.0   54000.0"
+       "1  14941148-JUN19-MVS-BUS-Weekday-01           830     21600.0   32400.0\n",
+       "2  14941151-JUN19-MVS-BUS-Weekday-01           540     21600.0   32400.0\n",
+       "3  14941153-JUN19-MVS-BUS-Weekday-01           696     32400.0   54000.0\n",
+       "4  14941163-JUN19-MVS-BUS-Weekday-01           830     32400.0   54000.0"
       ]
      },
-     "execution_count": 192,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2433,7 +2414,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 193,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [
     {
@@ -2504,7 +2485,7 @@
        "4  14941163-JUN19-MVS-BUS-Weekday-01           600     32400.0   54000.0"
       ]
      },
-     "execution_count": 193,
+     "execution_count": 37,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2531,16 +2512,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 182,
+   "execution_count": 38,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "OUTPATH=C:\\Users\\lzorn\\Downloads\n"
+     ]
+    }
+   ],
    "source": [
-    "OUTPATH = \"/Users/Elizabeth/Downloads\""
+    "HOMEDIR = \"\"\n",
+    "if \"USERPROFILE\" in os.environ:\n",
+    "    HOMEDIR = os.environ[\"USERPROFILE\"]\n",
+    "elif \"HOME\" in os.environ:\n",
+    "    HOMEDIR = os.environ[\"HOME\"]\n",
+    "\n",
+    "OUTPATH = os.path.join(HOMEDIR, \"Downloads\")\n",
+    "print(\"OUTPATH={}\".format(OUTPATH))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 183,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2549,15 +2545,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 184,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2020-09-08 12:50:54, INFO: Writing transit to directory: /Users/Elizabeth/Downloads\n",
-      "2020-09-08 12:50:54, INFO: Writing transit to directory: /Users/Elizabeth/Downloads\n"
+      "2022-02-08 17:26:19, INFO: Writing transit to directory: C:\\Users\\lzorn\\Downloads\n"
      ]
     }
    ],
@@ -2578,23 +2573,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 194,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2020-09-08 13:00:57, ERROR: Failed Project Card validation: Validation Error\n",
-      "2020-09-08 13:00:57, ERROR: Failed Project Card validation: Validation Error\n",
-      "2020-09-08 13:00:57, ERROR: Project Card File Loc:/Users/elizabeth/Documents/urbanlabs/MetCouncil/working/network_wrangler/notebook/../examples/stpaul/project_cards/3_multiple_roadway_attribute_change.yml\n",
-      "2020-09-08 13:00:57, ERROR: Project Card File Loc:/Users/elizabeth/Documents/urbanlabs/MetCouncil/working/network_wrangler/notebook/../examples/stpaul/project_cards/3_multiple_roadway_attribute_change.yml\n",
-      "2020-09-08 13:00:57, ERROR: Project Card Schema Loc:/Users/elizabeth/Documents/urbanlabs/MetCouncil/working/network_wrangler/network_wrangler/schemas/project_card.json\n",
-      "2020-09-08 13:00:57, ERROR: Project Card Schema Loc:/Users/elizabeth/Documents/urbanlabs/MetCouncil/working/network_wrangler/network_wrangler/schemas/project_card.json\n",
-      "2020-09-08 13:00:57, ERROR: [{'name': ['6th', 'Sixth', 'sixth']}] is valid under each of {'required': ['osm_link_id']}, {'required': ['model_link_id']}, {'required': ['name']}\n",
-      "2020-09-08 13:00:57, ERROR: [{'name': ['6th', 'Sixth', 'sixth']}] is valid under each of {'required': ['osm_link_id']}, {'required': ['model_link_id']}, {'required': ['name']}\n",
-      "2020-09-08 13:00:57, WARNING: Existing value defined for lanes in project card does not match the value in the roadway network for the selected links\n",
-      "2020-09-08 13:00:57, WARNING: Existing value defined for lanes in project card does not match the value in the roadway network for the selected links\n"
+      "2022-02-08 17:26:20, ERROR: Failed Project Card validation: Validation Error\n",
+      "2022-02-08 17:26:20, ERROR: Project Card File Loc:C:\\Users\\lzorn\\Documents\\GitHub\\network_wrangler-wsp-develop\\notebook\\../examples\\stpaul\\project_cards\\3_multiple_roadway_attribute_change.yml\n",
+      "2022-02-08 17:26:20, ERROR: Project Card Schema Loc:c:\\users\\lzorn\\documents\\github\\network_wrangler-wsp-develop\\network_wrangler\\schemas\\project_card.json\n",
+      "2022-02-08 17:26:20, ERROR: [{'name': ['6th', 'Sixth', 'sixth']}] is valid under each of {'required': ['osm_link_id']}, {'required': ['model_link_id']}, {'required': ['name']}\n",
+      "2022-02-08 17:26:20, WARNING: Existing value defined for lanes in project card does not match the value in the roadway network for the selected links\n"
      ]
     }
    ],
@@ -2620,7 +2610,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 195,
+   "execution_count": 42,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2650,21 +2640,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 196,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2020-09-08 13:05:29, INFO: Creating Scenario\n",
-      "2020-09-08 13:05:29, INFO: Creating Scenario\n",
-      "2020-09-08 13:05:29, INFO: Applying 6th Street Transitway\n",
-      "2020-09-08 13:05:29, INFO: Applying 6th Street Transitway\n",
-      "2020-09-08 13:05:29, INFO: Applying Project to Roadway Network: 6th Street Transitway\n",
-      "2020-09-08 13:05:29, INFO: Applying Project to Roadway Network: 6th Street Transitway\n",
-      "2020-09-08 13:05:29, WARNING: Existing value defined for lanes in project card does not match the value in the roadway network for the selected links\n",
-      "2020-09-08 13:05:29, WARNING: Existing value defined for lanes in project card does not match the value in the roadway network for the selected links\n"
+      "2022-02-08 17:26:20, INFO: Creating Scenario\n",
+      "2022-02-08 17:26:20, INFO: Applying 6th Street Transitway\n",
+      "2022-02-08 17:26:20, INFO: Applying Project to Roadway Network: 6th Street Transitway\n",
+      "2022-02-08 17:26:20, WARNING: Existing value defined for lanes in project card does not match the value in the roadway network for the selected links\n"
      ]
     }
    ],
@@ -2680,7 +2666,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 198,
+   "execution_count": 44,
    "metadata": {},
    "outputs": [
     {
@@ -2689,7 +2675,7 @@
        "['6th Street Transitway']"
       ]
      },
-     "execution_count": 198,
+     "execution_count": 44,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2697,18 +2683,11 @@
    "source": [
     "my_scenario.applied_projects"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -2722,7 +2701,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.6"
+   "version": "3.7.12"
   }
  },
  "nbformat": 4,


Test patch:
diff --git a/examples/stpaul/project_cards/test_managed_lanes_restricted_access_egress.yml b/examples/stpaul/project_cards/test_managed_lanes_restricted_access_egress.yml
index fc2ef8a..08fb41b 100644
--- a/examples/stpaul/project_cards/test_managed_lanes_restricted_access_egress.yml
+++ b/examples/stpaul/project_cards/test_managed_lanes_restricted_access_egress.yml
@@ -33,8 +33,8 @@ properties:
     set: 5
   - property: HOV
     set: 5
-  - property: ML_access
+  - property: ML_access_point
     set: [38765, 87982]
-  - property: ML_egress
+  - property: ML_egress_point
     set: [87993, 37457]
 notes: Need to adjust normal lanes
diff --git a/tests/test_roadway.py b/tests/test_roadway.py
index f148e11..db5383b 100644
--- a/tests/test_roadway.py
+++ b/tests/test_roadway.py
@@ -346,7 +346,6 @@ def test_add_adhoc_field(request):
     assert net.links_df["my_ad_hoc_field"][0] == 22.5
 
 
-@pytest.mark.menow
 @pytest.mark.roadway
 @pytest.mark.travis
 def test_add_default_value(request):
@@ -392,7 +391,6 @@ def test_add_default_value(request):
     print("--Finished:", request.node.name)
 
 
-@pytest.mark.elo
 @pytest.mark.roadway
 @pytest.mark.travis
 def test_add_adhoc_managed_lane_field(request):
@@ -1002,17 +1000,69 @@ def test_create_ml_network_shape(request):
     net.apply(project_card_dictionary)
     ml_net = net.create_managed_lane_network()
 
+    base_model_link_ids = project_card.__dict__["facility"]["link"][0]["model_link_id"]
+    ml_model_link_ids = [
+        RoadwayNetwork.MANAGED_LANES_LINK_ID_SCALAR + x for x in base_model_link_ids
+    ]
+    access_model_link_ids = [
+        sum(x) + 1 for x in zip(base_model_link_ids, ml_model_link_ids)
+    ]
+    egress_model_link_ids = [
+        sum(x) + 2 for x in zip(base_model_link_ids, ml_model_link_ids)
+    ]
+
+    gp_links = ml_net.links_df[
+        ml_net.links_df["model_link_id"].isin(base_model_link_ids)
+    ]
+    ml_links = ml_net.links_df[ml_net.links_df["model_link_id"].isin(ml_model_link_ids)]
+    access_links = ml_net.links_df[
+        ml_net.links_df["model_link_id"].isin(access_model_link_ids)
+    ]
+    egress_links = ml_net.links_df[
+        ml_net.links_df["model_link_id"].isin(egress_model_link_ids)
+    ]
+
     rev_links_count = len(ml_net.links_df)
     rev_shapes_count = len(ml_net.shapes_df)
 
+    ## 1 Num Added links == added shapes
     assert (rev_links_count - orig_links_count) == (
         rev_shapes_count - orig_shapes_count
     )
 
-    # 2 new ML links, each ML link has 2 more access/egress links
+    # 2 new ML links, each ML link has 2 more access/egress links for total of 3 links per ML link
     # total new links for 2 ML links will be 6 (2*3)
+    _display_c = ["model_link_id", "roadway", "A", "B", "shape_id", "name"]
+    assert (
+        len(ml_net.links_df[ml_net.links_df["model_link_id"].isin(ml_model_link_ids)])
+        == 2
+    ), f"\n***ML Links\n{ml_links[_display_c]}\
+        \n***ML Links\n{ml_links[_display_c]}\
+        \n***GP Links\n{gp_links[_display_c]}"
+
+    assert (
+        len(
+            ml_net.links_df[
+                ml_net.links_df["model_link_id"].isin(access_model_link_ids)
+            ]
+        )
+        == 2
+    ), f"\n***Access Links\n{access_links[_display_c]}\
+        \n***ML Links\n{ml_links[_display_c]}\
+        \n***GP Links\n{gp_links[_display_c]}"
+
+    assert (
+        len(
+            ml_net.links_df[
+                ml_net.links_df["model_link_id"].isin(egress_model_link_ids)
+            ]
+        )
+        == 2
+    ), f"\n***Egress Links\n{egress_links[_display_c]}\
+        \n***ML Links\n{ml_links[_display_c]}\
+        \n***GP Links\n{gp_links[_display_c]}"
+
     assert rev_shapes_count == orig_shapes_count + 2 * 3
-    assert rev_links_count == orig_links_count + 2 * 3
 
     print("--Finished:", request.node.name)
 
@@ -1106,9 +1156,10 @@ def test_find_segment(request):
     print(seg_df)
 
 
+@pytest.mark.menow
 @pytest.mark.roadway
 @pytest.mark.travis
-def test_managed_lane_access_egress(request):
+def test_managed_lane_restricted_access_egress(request):
     print("\n--Starting:", request.node.name)
     net = _read_stpaul_net()
     print("Reading project card ...")
@@ -1130,6 +1181,66 @@ def test_managed_lane_access_egress(request):
     ]
     dummy_links_count = len(dummy_links)
 
-    assert dummy_links_count == 4
+    base_model_link_ids = project_card.__dict__["facility"]["link"][0]["model_link_id"]
+    ml_model_link_ids = [
+        RoadwayNetwork.MANAGED_LANES_LINK_ID_SCALAR + x for x in base_model_link_ids
+    ]
+    access_model_link_ids = [
+        sum(x) + 1 for x in zip(base_model_link_ids, ml_model_link_ids)
+    ]
+    egress_model_link_ids = [
+        sum(x) + 2 for x in zip(base_model_link_ids, ml_model_link_ids)
+    ]
+
+    gp_links = ml_net.links_df[
+        ml_net.links_df["model_link_id"].isin(base_model_link_ids)
+    ]
+    ml_links = ml_net.links_df[ml_net.links_df["model_link_id"].isin(ml_model_link_ids)]
+    access_links = ml_net.links_df[
+        ml_net.links_df["model_link_id"].isin(access_model_link_ids)
+    ]
+    egress_links = ml_net.links_df[
+        ml_net.links_df["model_link_id"].isin(egress_model_link_ids)
+    ]
+
+    access_points = [
+        p["set"]
+        for p in project_card.__dict__["properties"]
+        if p["property"] == "ML_access_point"
+    ][0]
+
+    egress_points = [
+        p["set"]
+        for p in project_card.__dict__["properties"]
+        if p["property"] == "ML_egress_point"
+    ][0]
+
+    rev_links_count = len(ml_net.links_df)
+    rev_shapes_count = len(ml_net.shapes_df)
+
+    _display_c = ["model_link_id", "roadway", "A", "B", "shape_id", "name"]
+    assert (
+        len(ml_net.links_df[ml_net.links_df["model_link_id"].isin(ml_model_link_ids)])
+        == 4
+    ), f"\n***ML Links\n{ml_links[_display_c]}\
+        \n***GP Links\n{gp_links[_display_c]}"
+
+    assert len(
+        ml_net.links_df[ml_net.links_df["model_link_id"].isin(access_model_link_ids)]
+    ) == len(
+        access_points
+    ), f"\n***Access Links\n{access_links[_display_c]}\
+        \n***Access Points\n{access_points}\
+        \n***ML Links\n{ml_links[_display_c]}\
+        \n***GP Links\n{gp_links[_display_c]}"
+
+    assert len(
+        ml_net.links_df[ml_net.links_df["model_link_id"].isin(egress_model_link_ids)]
+    ) == len(
+        egress_points
+    ), f"\n***Egress Links\n{egress_links[_display_c]}\
+        \n***Egress Points\n{egress_points}\
+        \n***ML Links\n{ml_links[_display_c]}\
+        \n***GP Links\n{gp_links[_display_c]}"
 
     print("--Finished:", request.node.name)
diff --git a/tests/test_transit.py b/tests/test_transit.py
index 516e908..0831333 100644
--- a/tests/test_transit.py
+++ b/tests/test_transit.py
@@ -314,7 +314,7 @@ def test_invalid_optional_selection_variable(request):
 
     # Correct trip variable
     sel = net.select_transit_features(
-        {"trip_id": "14940701-JUN19-MVS-BUS-Weekday-01", "wheelchair_accessible": "1"}
+        {"trip_id": "14940701-JUN19-MVS-BUS-Weekday-01", "wheelchair_accessible": 1}
     )
     assert set(sel) == set(["14940701-JUN19-MVS-BUS-Weekday-01"])