diff --git a/anatomy/templates/anatomy/ciduseranswer_detail.html b/anatomy/templates/anatomy/ciduseranswer_detail.html
index b3ca6cc0..26c7d5aa 100644
--- a/anatomy/templates/anatomy/ciduseranswer_detail.html
+++ b/anatomy/templates/anatomy/ciduseranswer_detail.html
@@ -7,5 +7,5 @@
     Answer: {{ciduseranswer.answer}}<br />
     Score: {{ciduseranswer.get_answer_score}}<br />
     <a href="{% url 'anatomy:user_answer_delete' ciduseranswer.id %}">Delete answer</a>
-    <a href="{% url 'admin:anatomy_ciduseranswer_change' ciduseranswer.id %}">Admin Edit</a>
+    <a href="{% url 'admin:anatomy_useranswer_change' ciduseranswer.id %}">Admin Edit</a>
 {% endblock content %}
diff --git a/generic/views.py b/generic/views.py
index 7087e228..962783cc 100644
--- a/generic/views.py
+++ b/generic/views.py
@@ -72,9 +72,9 @@ from .models import (
     get_next_cid,
 )
 
-from rapids.models import Rapid as RapidQuestion
+from rapids.models import Rapid as RapidQuestion, RapidImage
 from rapids.models import Exam as RapidExam
-from longs.models import Long as LongQuestion
+from longs.models import Long as LongQuestion, LongSeries
 from longs.models import Exam as LongExam
 from anatomy.models import AnatomyQuestion as AnatomyQuestion
 from anatomy.models import Exam as AnatomyExam
@@ -795,6 +795,26 @@ class ExamViews(View, LoginRequiredMixin):
                     ),
                 )
             )
+        elif self.app_name == "longs":
+            questions = (
+                exam.exam_questions.select_related()
+                .prefetch_related(
+                    Prefetch(
+                        "series",
+                        queryset=LongSeries.objects.select_related("modality", "examination", "plane", "contrast").prefetch_related(
+                Prefetch("images")
+                        ),
+                        ),
+                        "author"
+                        #to_attr="prefetched_primary_answer"
+                        # queryset=self.Answer.objects.filter(),
+                    #"series",
+                    #"abnormality",
+                    #"region",
+                    #"examination",
+                )
+                .all()
+            )
         elif self.app_name == "rapids":
             questions = (
                 exam.exam_questions.select_related()
@@ -812,6 +832,7 @@ class ExamViews(View, LoginRequiredMixin):
                     "abnormality",
                     "region",
                     "examination",
+                    "author"
                 )
             )
             # questions = (
@@ -1868,7 +1889,7 @@ class ExamViews(View, LoginRequiredMixin):
             user_answers_callstates = defaultdict(list)
             user_answers_callstates_counted = {}
 
-        if self.app_name in ("physics", "sbas"):
+        if self.app_name in ("physics", "sbas", "longs"):
             cached_scores = False
             questions = exam.exam_questions.all()
         else:
@@ -1932,7 +1953,7 @@ class ExamViews(View, LoginRequiredMixin):
                 callstate = s.get_answer_callstate()
                 by_question[q][cid] = (ans, answer_score, callstate)
                 user_answers_callstates[cid].append(callstate)
-            elif self.app_name in ("rapids", "anatomy", "sbas"):
+            elif self.app_name in ("anatomy", "sbas", "longs"):
                 by_question[q][cid] = (ans, answer_score)
             else:
                 zipped_ans_scores = zip(ans, answer_score)
@@ -1942,7 +1963,7 @@ class ExamViews(View, LoginRequiredMixin):
         user_scores_normalised = {}
         user_answer_count = {}
         for user in user_answers_marks:
-            if self.app_name in ("rapids", "anatomy", "sbas"):
+            if self.app_name in ("rapids", "anatomy", "sbas", "longs"):
                 user_scores[user] = sum(
                     [i for i in user_answers_marks[user] if i != "unmarked"]
                 )
diff --git a/longs/forms.py b/longs/forms.py
index 261987c6..0ddd2442 100755
--- a/longs/forms.py
+++ b/longs/forms.py
@@ -1,4 +1,5 @@
 from django.forms import (
+    BaseInlineFormSet,
     Form,
     ModelForm,
     ModelMultipleChoiceField,
@@ -20,6 +21,9 @@ from longs.models import (
     Exam,
 )
 
+from django.db.models import Prefetch
+
+
 from anatomy.models import Modality
 
 from generic.models import Examination#, Condition, Sign
@@ -174,9 +178,11 @@ class LongForm(ModelForm):
             # a list of primary key for the selected data.
             initial["exams"] = [t.pk for t in kwargs["instance"].exams.all()]
 
+
         ModelForm.__init__(self, *args, **kwargs)
 
         super(LongForm, self).__init__(*args, **kwargs)
+        print(self.fields)
 
         if self.user.groups.filter(name="long_checker").exists():
             exam_queryset = Exam.objects.all()
@@ -245,14 +251,44 @@ class LongForm(ModelForm):
 
         return instance
 
+#class CustomInlineFormSet(BaseInlineFormSet):
+#    def get_queryset(self):
+#        if not hasattr(self, '_queryset'):
+#            qs = super(CustomInlineFormSet, self).get_queryset()#.values()
+#            self._queryset = qs
+#        return self._queryset
+
+#class LongForm(ModelForm):
+class CaseSeriesForm(ModelForm):
+    def __init__(self, *args, **kwargs):
+
+        super(CaseSeriesForm, self).__init__(*args, **kwargs)
+        ModelForm.__init__(self, *args, **kwargs)
+
+
+        # We can limit the series available to choose from here
+        # as well a dramatically reducing the sql queries
+        queryset = LongSeries.objects.select_related("modality", "examination", "plane").prefetch_related("long").all()#.filter(pk=62)#.values()
+        self.fields["longseries"] = ModelChoiceField(queryset=queryset)
+
+    class Meta:
+        model = LongSeries.long.through
+        #fields = [ modality ]
+        #exclude = []
+        fields = ["longseries", "sort_value"]
+
+    
+
 
 SeriesFormSet = inlineformset_factory(
     Long,
     LongSeries.long.through,
+    form=CaseSeriesForm,
     exclude=[],
     can_delete=True,
     extra=0,
     max_num=10,
+    #formset=CustomInlineFormSet
 )
 
 LongSeriesImageFormSet = inlineformset_factory(
diff --git a/longs/models.py b/longs/models.py
index 72f6a8f6..dee8bb37 100644
--- a/longs/models.py
+++ b/longs/models.py
@@ -32,8 +32,8 @@ from generic.models import (
     CidUserGroup,
     ExamUserStatus,
     Examination,
-    #Condition,
-    #Sign,
+    # Condition,
+    # Sign,
     ExamBase,
     Plane,
     Contrast,
@@ -90,15 +90,15 @@ class Long(models.Model):
     feedback = models.TextField(null=True, blank=True)
 
     # TODO: merge with atlas condition / signs / finding
-    #condition = tagulous.models.TagField(
+    # condition = tagulous.models.TagField(
     #    to=Condition,
     #    blank=True,
     #    help_text='Associated condition. Will allow searching / filtering and tips / hints to be displayed. Conditions with spaces must be enclosed in quotes "..."',
-    #)
+    # )
 
-    #sign = tagulous.models.TagField(
+    # sign = tagulous.models.TagField(
     #    to=Sign, blank=True, help_text="Radiological signs in the question"
-    #)
+    # )
 
     # Model answers
     model_observations = models.TextField(null=True, blank=True)
@@ -224,16 +224,17 @@ class Long(models.Model):
             "management": self.model_management,
         }
 
-
-    def get_question_json(self, based: bool=True, answers: bool=True, feedback: bool=False):
+    def get_question_json(
+        self, based: bool = True, answers: bool = True, feedback: bool = False
+    ):
         """Returns a json representation of the question
-        
+
         if based = False return is a dict
         otherwise a url to the json file
 
         answers arg is only parsed if based = False
         """
-        
+
         question_id = self.pk
 
         if not based:
@@ -285,7 +286,6 @@ class Long(models.Model):
         Path(path).parents[0].mkdir(parents=True, exist_ok=True)
 
         with open(path, "w+") as f:
-
             print("start writing file")
             # We manually create the json for long questions to reducem memroy usade
             f.write(
@@ -431,13 +431,13 @@ class LongSeries(models.Model):
     )
 
     def __str__(self):
-        if self.long:
-            long_id = ", ".format([long.pk for long in self.long.all()])
-            # long_id = self.long.pk
-        else:
-            long_id = "None"
-        return "{}/{} : {} [{}]".format(
-            self.pk, self.get_examination(), self.description, long_id
+        #if self.long:
+        #    long_id = ", ".format([long.pk for long in self.long.all()])
+        #    # long_id = self.long.pk
+        #else:
+        #    long_id = "None"
+        return "{}/{} : {}".format(
+            self.pk, self.get_examination(), self.description
         )
 
     def get_author_objects(self):
@@ -695,7 +695,6 @@ class Exam(ExamBase):
         for q in questions:
             exam_order.append(q.id)
             if based:
-
                 # If it is a new question we need to for a question json refresh
                 if q.json_creation_time is None:
                     q.get_question_json()
@@ -755,6 +754,7 @@ class Exam(ExamBase):
 @reversion.register
 class UserAnswer(UserAnswerBase):
     """User answers by candidate"""
+
     app_name = "longs"
 
     question = models.ForeignKey(
@@ -869,7 +869,7 @@ class UserAnswer(UserAnswerBase):
 
     def get_answer_score(self):
         if self.score == "":
-            return ""
+            return "unmarked"
         return float(self.score)
 
     def discrepant_answers(self):
@@ -878,7 +878,23 @@ class UserAnswer(UserAnswerBase):
             return True
         return False
 
+    def get_answer_string(self) -> str:
+        return f"""
+Observations:
+{self.answer_observations},
 
+Interpretation:
+{self.answer_interpretation},
+
+Principle Diagnosis:
+{self.answer_principle_diagnosis},
+
+Differential:
+{self.answer_differential_diagnosis},
+
+Management:
+{self.answer_management},
+                """
 
 
 @reversion.register
diff --git a/longs/templates/longs/exam_scores.html b/longs/templates/longs/exam_scores.html
index d0df36d2..233c5033 100644
--- a/longs/templates/longs/exam_scores.html
+++ b/longs/templates/longs/exam_scores.html
@@ -1,4 +1,27 @@
-{% extends 'longs/exams.html' %}
+
+{% extends 'generic/exam_scores_base.html' %}
+
+{% block table_answers %}
+            {% for question in questions %}
+                <tr>
+                    <td><a href="{% url 'anatomy:mark' exam_pk=exam.pk sk=forloop.counter0 %}">Question {{forloop.counter}}</a>
+                    </td>
+                    {% comment %} {% for cid in cids %}
+                        <td class="anatomy-ans user-answer-score-{{score_by_question|get_item:question|get_item:cid}}" title="answer score: {{score_by_question|get_item:question|get_item:cid}}">{{ans_by_question|get_item:question|get_item:cid}}</td>
+                    {% endfor %} {% endcomment %}
+                    {% for cid in cids %}
+                        {% with by_question|get_item:question|get_item:cid as ans_score %}
+                            <td class="longs-ans user-answer-score-{{ans_score.1}}" title="{{ans_score.0}}">{{ans_score.1}}</td>
+                        {% endwith %}
+                    {% endfor %}
+                </tr>
+            {% endfor %}
+{% endblock table_answers %}
+
+
+
+
+{% comment %} {% extends 'longs/exams.html' %}
 
 {% block content %}
 <div class="longs">
@@ -8,7 +31,7 @@
     <div class="alert alert-warning" role="alert">
         The following questions need marking
         {% for exam_index in unmarked %}
-        <a href="{% url 'longs:mark_question_overview' exam.pk exam_index %}">{{ exam_index|add:1 }}</a>
+        <a href="{% url 'longs:mark' exam.pk exam_index %}">{{ exam_index|add:1 }}</a>
         {% endfor %}
     </div>
 
@@ -53,7 +76,7 @@
         </thead>
         {% for question in questions %}
         <tr>
-            <td><a href="{% url 'longs:mark_question_overview' exam_id=exam.pk sk=forloop.counter0 %}">Question
+            <td><a href="{% url 'longs:mark' exam_id=exam.pk sk=forloop.counter0 %}">Question
                     {{forloop.counter}}</a></td>
             {% for ans, score in by_question|get_item:question %}
             <td class="user-answer-score-{{score}}" title="answer score: {{score}}">{{score}}</td>
@@ -69,4 +92,4 @@
     </table>
 
 </div>
-{% endblock %}
\ No newline at end of file
+{% endblock %} {% endcomment %}
\ No newline at end of file
diff --git a/longs/templates/longs/mark_answer.html b/longs/templates/longs/mark_answer.html
index fcd9d636..b8711e4c 100644
--- a/longs/templates/longs/mark_answer.html
+++ b/longs/templates/longs/mark_answer.html
@@ -5,11 +5,11 @@
     <a href="{% url 'longs:long_update' question.id %}" title="Edit the Question">Edit</a>
     {% if request.user.is_superuser %}
         <a href="{% url 'admin:longs_long_change' question.id %}" title="Edit the Question using the admin interface">Admin
-            Edit</a> <a href="{% url 'admin:longs_ciduseranswer_change' answer.id %}"
+            Edit</a> <a href="{% url 'admin:longs_useranswer_change' answer.id %}"
                 title="Edit the user answer using the admin interface">Admin
                 Edit (user answer)</a>
     {% endif %}
-    <h2>Marking question <a href="{% url 'longs:mark_question_overview' exam.id question_details.current|add:'-1' %}"
+    <h2>Marking question <a href="{% url 'longs:mark' exam.id question_details.current|add:'-1' %}"
         title="View question answers">{{question_details.current}}</a> of {{question_details.total}}</h2>
 
     {% if discrepancy_form %}
@@ -39,7 +39,7 @@
     {% if not next_unmarked_id and not unmarked %}
         <div class="alert alert-info sticky-alert" role="alert">Success! Marking question complete. <br />
         <a href="{% url 'longs:mark_answer_override' exam_id=exam.pk question_number=question_details.current|add:'-1' answer_id=answer.id %}">Set final score</a><br/>
-        Return to <a href="{% url 'longs:mark_question_overview' exam.id question_details.current|add:'-1' %}">question
+        Return to <a href="{% url 'longs:mark' exam.id question_details.current|add:'-1' %}">question
             overview</a>, <a href="{% url 'longs:mark_overview' pk=exam.pk %}">marking
                 overview</a><br />
             {% if previous_answer_id %}
diff --git a/longs/templates/longs/mark_overview.html b/longs/templates/longs/mark_overview.html
index 82e27abf..d366981c 100644
--- a/longs/templates/longs/mark_overview.html
+++ b/longs/templates/longs/mark_overview.html
@@ -8,13 +8,13 @@
     <div>
         <button class="show-all-button">Show all</button><button class="show-unmarked-button">Show unmarked</button>
     </div>
-    <div id="stark-marking-button"><a href="{% url 'longs:mark_question_overview' exam_id=exam.pk sk=0 %}"><button>Click here to start
+    <div id="stark-marking-button"><a href="{% url 'longs:mark' exam_id=exam.pk sk=0 %}"><button>Click here to start
                 marking</button></a></div>
 
     <ul id="question-mark-list">
         {% for question, unmarked_count, unmarked_count_marker in question_unmarked_map %}
         <li data-markcount={{unmarked_count}} {% if unmarked_count %}class="unmarked" {% endif %}><a
-                href="{% url 'longs:mark_question_overview' exam_id=exam.pk sk=forloop.counter0 %}">Question {{forloop.counter }}:
+                href="{% url 'longs:mark' exam_id=exam.pk sk=forloop.counter0 %}">Question {{forloop.counter }}:
                 {{ question }}</a><br /> Answers incompletely marked: {{unmarked_count}}
                 {% if exam.double_mark %}
                 <br/>
diff --git a/longs/templates/longs/mark_question_double_overview.html b/longs/templates/longs/mark_question_double_overview.html
index 1782a297..15126c1f 100644
--- a/longs/templates/longs/mark_question_double_overview.html
+++ b/longs/templates/longs/mark_question_double_overview.html
@@ -32,12 +32,12 @@
         </ul>
         <div>
             {% if question_details.current > 1 %}
-                <a href="{% url 'longs:mark_question_overview' exam.id question_details.current|add:'-2' %}"
+                <a href="{% url 'longs:mark' exam.id question_details.current|add:'-2' %}"
                     title="Previous question">Previous</a>
             {% endif %}
             {% if question_details.current >= question_details.total %}
             {% else %}
-                <a href="{% url 'longs:mark_question_overview' exam.id question_details.current %}" title="Next question">Next</a>
+                <a href="{% url 'longs:mark' exam.id question_details.current %}" title="Next question">Next</a>
             {% endif %}
         </div>
     </div>
diff --git a/longs/templates/longs/mark_question_single_overview.html b/longs/templates/longs/mark_question_single_overview.html
index b358f518..0113c1e0 100644
--- a/longs/templates/longs/mark_question_single_overview.html
+++ b/longs/templates/longs/mark_question_single_overview.html
@@ -32,12 +32,12 @@
     </ul>
     <div>
         {% if question_details.current > 1 %}
-        <a href="{% url 'longs:mark_question_overview' exam.id question_details.current|add:'-2' %}"
+        <a href="{% url 'longs:mark' exam.id question_details.current|add:'-2' %}"
             title="Previous question">Previous</a>
         {% endif %}
         {% if question_details.current >= question_details.total %}
         {% else %}
-        <a href="{% url 'longs:mark_question_overview' exam.id question_details.current %}" title="Next question">Next</a>
+        <a href="{% url 'longs:mark' exam.id question_details.current %}" title="Next question">Next</a>
         {% endif %}
     </div>
 </div>
diff --git a/longs/urls.py b/longs/urls.py
index 895aaef8..249d2151 100755
--- a/longs/urls.py
+++ b/longs/urls.py
@@ -79,8 +79,8 @@ urlpatterns = [
     ),
     path(
         "exam/<int:exam_id>/<int:sk>/mark",
-        views.mark_question_overview,
-        name="mark_question_overview",
+        views.mark,
+        name="mark",
     ),
     path("exam/<int:pk>/authors", views.ExamAuthorUpdate.as_view(), name="exam_authors"),
     path(
@@ -88,12 +88,12 @@ urlpatterns = [
         views.refresh_exam_question_json,
         name="refresh_exam_question_json",
     ),
-    path("exam/<int:pk>/scores", views.exam_scores_all, name="exam_scores_all"),
-    path(
-        "exam/<int:pk>/scores/<int:cid>/<str:passcode>/",
-        views.exam_scores_cid_user,
-        name="exam_scores_cid_user",
-    ),
+    #path("exam/<int:pk>/scores", views.exam_scores_all, name="exam_scores_all"),
+#    path(
+#        "exam/<int:pk>/scores/<int:cid>/<str:passcode>/",
+#        views.exam_scores_cid_user,
+#        name="exam_scores_cid_user",
+#    ),
     path("exam/create", views.ExamCreate.as_view(), name="exam_create"),
     path("exam/<int:exam_id>/clone", views.ExamClone.as_view(), name="exam_clone"),
     path("exam/<int:pk>/update", views.ExamUpdate.as_view(), name="exam_update"),
diff --git a/longs/views.py b/longs/views.py
index 367cbe97..a4868864 100755
--- a/longs/views.py
+++ b/longs/views.py
@@ -409,13 +409,18 @@ class LongCreateBase(RevisionMixin, LoginRequiredMixin, CreateView):
 
     def get_context_data(self, **kwargs):
         context = super(LongCreateBase, self).get_context_data(**kwargs)
+
+        queryset = LongSeries.objects.select_related("modality", "examination", "plane").prefetch_related("long").filter(pk=62)#.values()
+        print("TEST")
+        print(queryset)
+        #queryset = LongSeries.objects.all()
         if self.request.POST:
             context["series_formset"] = SeriesFormSet(
-                self.request.POST, self.request.FILES
+                self.request.POST, self.request.FILES, queryset=queryset
             )
             context["series_formset"].full_clean()
         else:
-            context["series_formset"] = SeriesFormSet()
+            context["series_formset"] = SeriesFormSet(queryset=queryset)
         return context
 
     def form_valid(self, form):
@@ -713,7 +718,7 @@ def mark_answer(request, exam_id, question_number, answer_id, override=False):
                         answer_id=answer_id,
                     )
                 # elif "previous" in request.POST:
-                #    return redirect("longs:mark_question_overview", pk=exam_id, sk=n - 1)
+                #    return redirect("longs:mark", pk=exam_id, sk=n - 1)
 
         else:
             form = MarkLongQuestionSingleForm(initial={"score": answer.score})
@@ -763,7 +768,7 @@ def mark_answer(request, exam_id, question_number, answer_id, override=False):
                         answer_id=answer_id,
                     )
                 # elif "previous" in request.POST:
-                #    return redirect("longs:mark_question_overview", pk=exam_id, sk=n - 1)
+                #    return redirect("longs:mark", pk=exam_id, sk=n - 1)
 
         else:
             try:
@@ -811,7 +816,7 @@ def mark_answer(request, exam_id, question_number, answer_id, override=False):
 # @user_passes_test(user_is_admin, login_url="/accounts/login")
 @login_required
 @user_is_long_marker
-def mark_question_overview(request, exam_id, sk):
+def mark(request, exam_id, sk):
     exam = get_object_or_404(Exam, pk=exam_id)
 
     questions = exam.exam_questions.all()
@@ -864,113 +869,113 @@ def mark_question_overview(request, exam_id, sk):
         )
 
 
-@login_required
-@user_is_long_marker
-def exam_scores_all(request, pk):
-    exam = get_object_or_404(Exam, pk=pk)
-
-    questions = exam.exam_questions.all()
-
-    cids = (
-        UserAnswer.objects.filter(question__in=questions, exam__id=pk)
-        .order_by("cid")
-        .values_list("cid", flat=True)
-        .distinct()
-    )
-
-    user_answers_and_marks = defaultdict(list)
-    user_answers_marks = defaultdict(list)
-    user_answers = defaultdict(list)
-    user_names = {}
-
-    by_question = defaultdict(list)
-    unmarked = set()
-
-    # Loop through all candidates
-    for cid in cids:
-        # Convoluted (probably...)
-        user_names[cid] = cid
-        for q in questions:
-            # Get user answer
-            s = q.cid_user_answers.filter(cid=cid, exam__id=pk).first()
-
-            if not s:
-                # skip if no answer, (score 4)
-                user_answers_marks[cid].append(4)
-                # user_answers[cid].append("")
-                by_question[q].append(("", 4))
-                continue
-            else:
-                ans = ""
-            answer_score = s.get_answer_score()
-            if answer_score == "":
-                index = exam.get_question_index(q)
-                unmarked.add(index)
-            # user_answers[cid].append(ans)
-            user_answers_marks[cid].append(answer_score)
-            # user_answers_and_marks[cid].append((ans, answer_score))
-
-            by_question[q].append((ans, answer_score))
-
-    user_scores = {}
-    user_scores_normalised = {}
-    for user in user_answers_marks:
-        user_scores[user] = sum([i for i in user_answers_marks[user] if i != ""])
-        user_scores_normalised[user] = normaliseScore(
-            sum([i for i in user_answers_marks[user] if i != ""])
-        )
-
-    user_scores_list = list(user_scores.values())
-
-    if len(user_scores_list) < 1:
-        mean = 0
-        median = 0
-        mode = 0
-        fig_html = ""
-    else:
-        mean = statistics.mean(user_scores_list)
-        median = statistics.median(user_scores_list)
-        try:
-            mode = statistics.mode(user_scores_list)
-        except statistics.StatisticsError:
-            mode = "No unique mode"
-
-        df = user_scores_list
-        fig = px.histogram(
-            df,
-            x=0,
-            title="{}: distribution of scores".format(exam),
-            labels={"0": "Score"},
-            height=400,
-            width=600,
-        )
-        fig_html = fig.to_html()
-
-    max_score = len(questions) * 2
-
-    return render(
-        request,
-        "longs/exam_scores.html",
-        {
-            "cids": cids,
-            "exam": exam,
-            "unmarked": unmarked,
-            "questions": questions,
-            "by_question": by_question,
-            # "user_answers": dict(user_answers),
-            "user_answers_marks": dict(user_answers_marks),
-            "user_scores": user_scores,
-            "user_scores_normalised": user_scores_normalised,
-            "user_scores_list": user_scores_list,
-            "user_names": user_names,
-            # "user_answers_and_marks": user_answers_and_marks,
-            "max_score": max_score,
-            "mean": mean,
-            "median": median,
-            "mode": mode,
-            "plot": fig_html,
-        },
-    )
+#@login_required
+#@user_is_long_marker
+#def exam_scores_all(request, pk):
+#    exam = get_object_or_404(Exam, pk=pk)
+#
+#    questions = exam.exam_questions.all()
+#
+#    cids = (
+#        UserAnswer.objects.filter(question__in=questions, exam__id=pk)
+#        .order_by("cid")
+#        .values_list("cid", flat=True)
+#        .distinct()
+#    )
+#
+#    user_answers_and_marks = defaultdict(list)
+#    user_answers_marks = defaultdict(list)
+#    user_answers = defaultdict(list)
+#    user_names = {}
+#
+#    by_question = defaultdict(list)
+#    unmarked = set()
+#
+#    # Loop through all candidates
+#    for cid in cids:
+#        # Convoluted (probably...)
+#        user_names[cid] = cid
+#        for q in questions:
+#            # Get user answer
+#            s = q.cid_user_answers.filter(cid=cid, exam__id=pk).first()
+#
+#            if not s:
+#                # skip if no answer, (score 4)
+#                user_answers_marks[cid].append(4)
+#                # user_answers[cid].append("")
+#                by_question[q].append(("", 4))
+#                continue
+#            else:
+#                ans = ""
+#            answer_score = s.get_answer_score()
+#            if answer_score == "":
+#                index = exam.get_question_index(q)
+#                unmarked.add(index)
+#            # user_answers[cid].append(ans)
+#            user_answers_marks[cid].append(answer_score)
+#            # user_answers_and_marks[cid].append((ans, answer_score))
+#
+#            by_question[q].append((ans, answer_score))
+#
+#    user_scores = {}
+#    user_scores_normalised = {}
+#    for user in user_answers_marks:
+#        user_scores[user] = sum([i for i in user_answers_marks[user] if i != ""])
+#        user_scores_normalised[user] = normaliseScore(
+#            sum([i for i in user_answers_marks[user] if i != ""])
+#        )
+#
+#    user_scores_list = list(user_scores.values())
+#
+#    if len(user_scores_list) < 1:
+#        mean = 0
+#        median = 0
+#        mode = 0
+#        fig_html = ""
+#    else:
+#        mean = statistics.mean(user_scores_list)
+#        median = statistics.median(user_scores_list)
+#        try:
+#            mode = statistics.mode(user_scores_list)
+#        except statistics.StatisticsError:
+#            mode = "No unique mode"
+#
+#        df = user_scores_list
+#        fig = px.histogram(
+#            df,
+#            x=0,
+#            title="{}: distribution of scores".format(exam),
+#            labels={"0": "Score"},
+#            height=400,
+#            width=600,
+#        )
+#        fig_html = fig.to_html()
+#
+#    max_score = len(questions) * 2
+#
+#    return render(
+#        request,
+#        "longs/exam_scores.html",
+#        {
+#            "cids": cids,
+#            "exam": exam,
+#            "unmarked": unmarked,
+#            "questions": questions,
+#            "by_question": by_question,
+#            # "user_answers": dict(user_answers),
+#            "user_answers_marks": dict(user_answers_marks),
+#            "user_scores": user_scores,
+#            "user_scores_normalised": user_scores_normalised,
+#            "user_scores_list": user_scores_list,
+#            "user_names": user_names,
+#            # "user_answers_and_marks": user_answers_and_marks,
+#            "max_score": max_score,
+#            "mean": mean,
+#            "median": median,
+#            "mode": mode,
+#            "plot": fig_html,
+#        },
+#    )
 
 
 def exam_scores_cid_user(request, pk, cid, passcode):