diff --git a/documentation/slate/source/includes/interface.md b/documentation/slate/source/includes/interface.md
index c32e8a0df8..99087809ea 100644
--- a/documentation/slate/source/includes/interface.md
+++ b/documentation/slate/source/includes/interface.md
@@ -4,7 +4,7 @@ Interface
The base URL for **navitia.io** is:
-We aim to implement [HATEOAS](http://en.wikipedia.org/wiki/HATEOAS)
+We aim to implement [HATEOAS](https://en.wikipedia.org/wiki/HATEOAS)
concept with Navitia.
Every resource returns a response containing a links object, a paging
diff --git a/documentation/slate/source/includes/objects.md b/documentation/slate/source/includes/objects.md
index dffbb464bb..152ca6997d 100644
--- a/documentation/slate/source/includes/objects.md
+++ b/documentation/slate/source/includes/objects.md
@@ -538,7 +538,7 @@ Severity object can be used to make visual grouping.
| Field | Type | Description
|---------------|------------|---------------------------------------------
| id |string |Identifier of the address
-| content_type |string |Like text/html, you know? Otherwise, take a look at
+| content_type |string |Like text/html, you know? Otherwise, take a look at
| name |string |name of the Channel
### Period
@@ -666,7 +666,7 @@ You can find pathways in [journeys](#journeys) service, where there is some "via
|zip_code|string|Zip code of the admin|
Cities are mainly on the 8 level, dependant on the country
-()
+()
### Equipment reports
diff --git a/documentation/slate/source/includes/realtime.md b/documentation/slate/source/includes/realtime.md
index f8ec5a1a58..bbde4ed01d 100644
--- a/documentation/slate/source/includes/realtime.md
+++ b/documentation/slate/source/includes/realtime.md
@@ -39,7 +39,7 @@ A disruption is present in the response of the endpoints described if the reques
Several public transport objects have separate collections for `base_schedule` and `realtime`.
So the data_freshness parameter may affect the number of objects returned depending on the request.
-For example when looking for a specific circulation with the collection vehicle_journey using the request:
`http://api.navitia.io/v1/coverage//vehicle_journeys?since=20191008T100000&until=20191008T200000&data_freshness=base_schedule`.
+For example when looking for a specific circulation with the collection vehicle_journey using the request:
`https://api.navitia.io/v1/coverage//vehicle_journeys?since=20191008T100000&until=20191008T200000&data_freshness=base_schedule`.
A vehicle_journey circulating between since and until that is **fully deleted** (NO_SERVICE) by a disruption will
of course be **visible** if `data_freshness=base_schedule`.
But it **will not appear** with the parameter `data_freshness=realtime` as it does not exist in that collection.
@@ -85,7 +85,7 @@ See the [disruption](#disruption) objects section for its full content and descr
``` shell
# Request example for /journeys
-http://api.navitia.io/v1/coverage//journeys?from=&to=&data_freshness=realtime
+https://api.navitia.io/v1/coverage//journeys?from=&to=&data_freshness=realtime
```
``` shell
@@ -165,7 +165,7 @@ A list of the disruptions impacting the journey is also present at the root leve
``` shell
# Request example for /departures (data_freshness=realtime by default)
-http://api.navitia.io/v1/coverage//physical_modes//stop_areas//departures?from_datetime=&data_freshness=realtime
+https://api.navitia.io/v1/coverage//physical_modes//stop_areas//departures?from_datetime=&data_freshness=realtime
```
``` shell
@@ -220,7 +220,7 @@ A list of the disruptions impacting the departures is also present at the root l
``` shell
# Request example for /stop_schedules (data_freshness=realtime by default)
-http://api.navitia.io/v1/coverage//physical_modes//lines//stop_areas//stop_schedules?from_datetime=&data_freshness=realtime
+https://api.navitia.io/v1/coverage//physical_modes//lines//stop_areas//stop_schedules?from_datetime=&data_freshness=realtime
```
``` shell
@@ -365,7 +365,7 @@ In the disruption, new stop points can be found in the list of "impacted_stops"
``` shell
# Request example for /journeys
-http://api.navitia.io/v1/coverage//journeys?from=&to=&data_freshness=realtime
+https://api.navitia.io/v1/coverage//journeys?from=&to=&data_freshness=realtime
```
``` shell
@@ -464,7 +464,7 @@ In the disruption, every stops served by the new train can be found in the list
``` shell
# Request example for /journeys
-http://api.navitia.io/v1/coverage//journeys?from=&to=&data_freshness=realtime
+https://api.navitia.io/v1/coverage//journeys?from=&to=&data_freshness=realtime
```
``` shell
@@ -567,7 +567,7 @@ When requesting a journey that was previously disrupted and is now back to norma
``` shell
# Request example for /departures (data_freshness=realtime by default)
-http://api.navitia.io/v1/coverage//physical_modes//stop_areas//departures?from_datetime=&data_freshness=realtime
+https://api.navitia.io/v1/coverage//physical_modes//stop_areas//departures?from_datetime=&data_freshness=realtime
```
``` shell
@@ -613,7 +613,7 @@ No disruption is present at the root level of the response and so, in the sectio
``` shell
# Request example for /stop_schedules (data_freshness=realtime by default)
-http://api.navitia.io/v1/coverage//physical_modes//lines//stop_areas//stop_schedules?from_datetime=&data_freshness=realtime
+https://api.navitia.io/v1/coverage//physical_modes//lines//stop_areas//stop_schedules?from_datetime=&data_freshness=realtime
```
``` shell
@@ -651,7 +651,7 @@ No disruption is present at the root level of the response and so, in the sectio
``` shell
# Request example for /terminus_schedules (data_freshness=base_schedule by default)
-http://api.navitia.io/v1/coverage//physical_modes//lines//stop_areas//terminus_schedules?from_datetime=&data_freshness=realtime
+https://api.navitia.io/v1/coverage//physical_modes//lines//stop_areas//terminus_schedules?from_datetime=&data_freshness=realtime
```
``` shell
diff --git a/documentation/slate/source/includes/stuff.md b/documentation/slate/source/includes/stuff.md
index 65189f28e7..a73e4c0b54 100644
--- a/documentation/slate/source/includes/stuff.md
+++ b/documentation/slate/source/includes/stuff.md
@@ -7,14 +7,14 @@ Multiple journeys
Navitia can compute several kind of journeys with a journey query.
The
-[RAPTOR](http://research.microsoft.com/apps/pubs/default.aspx?id=156567)
+[RAPTOR](https://www.microsoft.com/en-us/research/publication/round-based-public-transit-routing)
algorithm used in Navitia is a multi-objective algorithm. Thus it might
return multiple journeys if it cannot know that one is better than the
other. For example it cannot decide that a one hour journey with no
connection is better than a 45 minutes journey with one connection
(it is called the [pareto front](http://en.wikipedia.org/wiki/Pareto_efficiency)).
-Navitia uses multiple objectives : arrival datetime, the number of transfers,
-the duration of "walking" (transfers and fallback), reliability of lines, crowd, etc.
+Navitia uses multiple objectives : arrival datetime, the number of transfers,
+the duration of "walking" (transfers and fallback), reliability of lines, occupancy, etc.
If the user asks for more journeys than the number of journeys given by
RAPTOR (with the parameter `min_nb_journeys` or `count`), Navitia will