diff --git a/CHANGELOG.md b/CHANGELOG.md
index 54a0c26..1c15ebd 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -6,6 +6,12 @@
   a new tab
 * **Admin Feature** Ability to add ESTA to entity Added
 * Trail map code updated
+* Added API for customer graphs
+* Revamped graphs code
+* Added API for customer local purchase pie charts
+* Added API for customer snippets
+* Added API for sector purchase list for customer dashboard
+* **Admin Feature** Fixed org sector on user edit layout and text
 
 # v0.9.7
 
diff --git a/lib/Pear/LocalLoop.pm b/lib/Pear/LocalLoop.pm
index 1e13f09..bd5680b 100644
--- a/lib/Pear/LocalLoop.pm
+++ b/lib/Pear/LocalLoop.pm
@@ -171,6 +171,12 @@ sub startup {
   $api_v1_org->post('/employee')->to('api-organisation#post_employee_read');
   $api_v1_org->post('/employee/add')->to('api-organisation#post_employee_add');
 
+  my $api_v1_cust = $api_v1->under('/customer')->to('api-v1-customer#auth');
+
+  $api_v1_cust->post('/graphs')->to('api-v1-customer-graphs#index');
+  $api_v1_cust->post('/snippets')->to('api-v1-customer-snippets#index');
+  $api_v1_cust->post('/pies')->to('api-v1-customer-pies#index');
+
   my $admin_routes = $r->under('/admin')->to('admin#under');
 
   $admin_routes->get('/home')->to('admin#home');
diff --git a/lib/Pear/LocalLoop/Controller/Admin/Users.pm b/lib/Pear/LocalLoop/Controller/Admin/Users.pm
index e731d7b..a1d4aef 100644
--- a/lib/Pear/LocalLoop/Controller/Admin/Users.pm
+++ b/lib/Pear/LocalLoop/Controller/Admin/Users.pm
@@ -92,6 +92,11 @@ sub update {
     return $c->redirect_to( '/admin/users/' . $id );
   }
 
+  my $location = $c->get_location_from_postcode(
+    $validation->param('postcode'),
+    $user->type,
+  );
+
   if ( $user->type eq 'customer' ){
 
     try {
@@ -100,6 +105,7 @@ sub update {
           full_name     => $validation->param('full_name'),
           display_name  => $validation->param('display_name'),
           postcode      => $validation->param('postcode'),
+          ( defined $location ? ( %$location ) : ( latitude => undef, longitude => undef ) ),
         });
         $user->update({
           email => $validation->param('email'),
@@ -125,6 +131,7 @@ sub update {
           town        => $validation->param('town'),
           sector      => $validation->param('sector'),
           postcode    => $validation->param('postcode'),
+          ( defined $location ? ( %$location ) : ( latitude => undef, longitude => undef ) ),
         });
         $user->update({
           email        => $validation->param('email'),
diff --git a/lib/Pear/LocalLoop/Controller/Api/Stats.pm b/lib/Pear/LocalLoop/Controller/Api/Stats.pm
index ad984e2..4e9b4ff 100644
--- a/lib/Pear/LocalLoop/Controller/Api/Stats.pm
+++ b/lib/Pear/LocalLoop/Controller/Api/Stats.pm
@@ -15,46 +15,64 @@ has error_messages => sub {
 sub post_index {
   my $c = shift;
 
-  my $user = $c->stash->{api_user}->entity;
+  my $entity = $c->stash->{api_user}->entity;
 
-  my $today_rs = $user->purchases->today_rs;
-  my $today_sum = $today_rs->get_column('value')->sum || 0;
-  my $today_count = $today_rs->count;
+  my $duration = DateTime::Duration->new( weeks => 7 );
+  my $end = DateTime->today;
+  my $start = $end->clone->subtract_duration( $duration );
 
-  my $week_rs = $user->purchases->week_rs;
-  my $week_sum = $week_rs->get_column('value')->sum || 0;
-  my $week_count = $week_rs->count;
+  my $weeks = { purchases => [] };
+  my $sectors = { sectors => [], purchases => [] };
 
-  my $month_rs = $user->purchases->month_rs;
-  my $month_sum = $month_rs->get_column('value')->sum || 0;
-  my $month_count = $month_rs->count;
+  my $dtf = $c->schema->storage->datetime_parser;
+  my $driver = $c->schema->storage->dbh->{Driver}->{Name};
+  my $week_transaction_rs = $c->schema->resultset('ViewQuantisedTransaction' . $driver)->search(
+    {
+      purchase_time => {
+        -between => [
+          $dtf->format_datetime($start),
+          $dtf->format_datetime($end),
+        ],
+      },
+      buyer_id => $entity->id,
+    },
+    {
+      columns => [
+        {
+          quantised        => 'quantised_weeks',
+          count            => \"COUNT(*)",
+        }
+      ],
+      group_by => 'quantised_weeks',
+      order_by => { '-asc' => 'quantised_weeks' },
+    }
+  );
 
-  my $user_rs = $user->purchases;
-  my $user_sum = $user_rs->get_column('value')->sum || 0;
-  my $user_count = $user_rs->count;
+  for ( $week_transaction_rs->all ) {
+    push @{ $weeks->{ purchases } }, ($_->get_column('count') || 0);
+  }
 
-  my $global_rs = $c->schema->resultset('Transaction');
-  my $global_sum = $global_rs->get_column('value')->sum || 0;
-  my $global_count = $global_rs->count;
+  my $sector_purchase_rs = $entity->purchases->search({},
+  {
+    join => { 'seller' => 'organisation' },
+    columns => {
+      sector => "organisation.sector",
+      count            => \"COUNT(*)",
+    },
+    group_by => "organisation.sector",
+    order_by => { '-desc' => "COUNT(*)" },
+  }
+  );
 
-  my $leaderboard_rs = $c->schema->resultset('Leaderboard');
-  my $monthly_board = $leaderboard_rs->get_latest( 'monthly_total' );
-  my $monthly_values = $monthly_board->values;
-  my $current_user_position = $monthly_values ? $monthly_values->find({ entity_id => $user->id }) : undef;
+  for ( $sector_purchase_rs->all ) {
+    push @{ $sectors->{ sectors } }, $_->get_column('sector');
+    push @{ $sectors->{ purchases } }, ($_->get_column('count') || 0);
+  }
 
   return $c->render( json => {
     success => Mojo::JSON->true,
-    today_sum => $today_sum / 100000,
-    today_count => $today_count,
-    week_sum => $week_sum / 100000,
-    week_count => $week_count,
-    month_sum => $month_sum / 100000,
-    month_count => $month_count,
-    user_sum => $user_sum / 100000,
-    user_count => $user_count,
-    global_sum => $global_sum / 100000,
-    global_count => $global_count,
-    user_position => defined $current_user_position ? $current_user_position->position : 0,
+    weeks => $weeks,
+    sectors => $sectors,
   });
 }
 
diff --git a/lib/Pear/LocalLoop/Controller/Api/Upload.pm b/lib/Pear/LocalLoop/Controller/Api/Upload.pm
index 15fa500..3783d7f 100644
--- a/lib/Pear/LocalLoop/Controller/Api/Upload.pm
+++ b/lib/Pear/LocalLoop/Controller/Api/Upload.pm
@@ -146,12 +146,18 @@ sub post_upload {
 
     return $c->api_validation_error if $validation->has_error;
 
+    my $location = $c->get_location_from_postcode(
+      $validation->param('postcode'),
+      'organisation',
+    );
+
     my $entity = $c->schema->resultset('Entity')->create_org({
       submitted_by_id => $user->id,
       name            => $validation->param('organisation_name'),
       street_name     => $validation->param('street_name'),
       town            => $validation->param('town'),
       postcode        => $validation->param('postcode'),
+      ( defined $location ? ( %$location ) : ( latitude => undef, longitude => undef ) ),
       pending         => 1,
     });
     $organisation = $entity->organisation;
diff --git a/lib/Pear/LocalLoop/Controller/Api/V1/Customer.pm b/lib/Pear/LocalLoop/Controller/Api/V1/Customer.pm
new file mode 100644
index 0000000..bb5623c
--- /dev/null
+++ b/lib/Pear/LocalLoop/Controller/Api/V1/Customer.pm
@@ -0,0 +1,21 @@
+package Pear::LocalLoop::Controller::Api::V1::Customer;
+use Mojo::Base 'Mojolicious::Controller';
+
+sub auth {
+  my $c = shift;
+
+  return 1 if $c->stash->{api_user}->type eq 'customer';
+
+  $c->render(
+    json => {
+      success => Mojo::JSON->false,
+      message => 'Not an Customer',
+      error   => 'user_not_cust',
+    },
+    status => 403,
+  );
+
+  return 0;
+}
+
+1;
diff --git a/lib/Pear/LocalLoop/Controller/Api/V1/Customer/Graphs.pm b/lib/Pear/LocalLoop/Controller/Api/V1/Customer/Graphs.pm
new file mode 100644
index 0000000..f48e52b
--- /dev/null
+++ b/lib/Pear/LocalLoop/Controller/Api/V1/Customer/Graphs.pm
@@ -0,0 +1,167 @@
+package Pear::LocalLoop::Controller::Api::V1::Customer::Graphs;
+use Mojo::Base 'Mojolicious::Controller';
+
+has error_messages => sub {
+  return {
+    graph => {
+      required => { message => 'Must request graph type', status => 400 },
+      in => { message => 'Unrecognised graph type', status => 400 },
+    },
+  };
+};
+
+sub index {
+  my $c = shift;
+
+  my $validation = $c->validation;
+  $validation->input( $c->stash->{api_json} );
+  $validation->required('graph')->in( qw/
+    total_last_week
+    avg_spend_last_week
+    total_last_month
+    avg_spend_last_month
+  / );
+
+  return $c->api_validation_error if $validation->has_error;
+
+  my $graph_sub = "graph_" . $validation->param('graph');
+
+  unless ( $c->can($graph_sub) ) {
+    # Secondary catch in case a mistake has been made
+    return $c->render(
+      json => {
+        success => Mojo::JSON->false,
+        message => $c->error_messages->{graph}->{in}->{message},
+        error => 'in',
+      },
+      status => $c->error_messages->{graph}->{in}->{status},
+    );
+  }
+
+  return $c->$graph_sub;
+}
+
+sub graph_total_last_week { return shift->_purchases_total_duration( 7 ) }
+sub graph_total_last_month { return shift->_purchases_total_duration( 30 ) }
+
+sub _purchases_total_duration {
+  my ( $c, $day_duration ) = @_;
+
+  my $duration = DateTime::Duration->new( days => $day_duration );
+  my $entity = $c->stash->{api_user}->entity;
+
+  my $data = { labels => [], data => [] };
+
+  my ( $start, $end ) = $c->_get_start_end_duration( $duration );
+
+  $data->{bounds} = {
+    min => $c->format_iso_datetime( $start ),
+    max => $c->format_iso_datetime( $end ),
+  };
+
+  while ( $start < $end ) {
+    my $next_end = $start->clone->add( days => 1 );
+    my $transactions = $entity->purchases
+      ->search_between( $start, $next_end )
+      ->get_column('value')
+      ->sum || 0 * 1;
+    push @{ $data->{ labels } }, $c->format_iso_datetime( $start );
+    push @{ $data->{ data } }, $transactions / 100000;
+    $start->add( days => 1 );
+  }
+
+  return $c->render(
+    json => {
+      success => Mojo::JSON->true,
+      graph => $data,
+    }
+  );
+}
+
+sub graph_avg_spend_last_week { return shift->_purchases_avg_spend_duration( 7 ) }
+sub graph_avg_spend_last_month { return shift->_purchases_avg_spend_duration( 30 ) }
+
+sub _purchases_avg_spend_duration {
+  my ( $c, $day_duration ) = @_;
+
+  my $duration = DateTime::Duration->new( days => $day_duration );
+  my $entity = $c->stash->{api_user}->entity;
+
+  my $data = { labels => [], data => [] };
+
+  my ( $start, $end ) = $c->_get_start_end_duration( $duration );
+
+  $data->{bounds} = {
+    min => $c->format_iso_datetime( $start ),
+    max => $c->format_iso_datetime( $end ),
+  };
+
+  my $dtf = $c->schema->storage->datetime_parser;
+  my $driver = $c->schema->storage->dbh->{Driver}->{Name};
+  my $transaction_rs = $c->schema->resultset('ViewQuantisedTransaction' . $driver)->search(
+    {
+      purchase_time => {
+        -between => [
+          $dtf->format_datetime($start),
+          $dtf->format_datetime($end),
+        ],
+      },
+      buyer_id => $entity->id,
+    },
+    {
+      columns => [
+        {
+          quantised        => 'quantised_days',
+          count            => \"COUNT(*)",
+          sum_value        => $c->pg_or_sqlite(
+                                'SUM("me"."value")',
+                                'SUM("me"."value")',
+                              ),
+          average_value    => $c->pg_or_sqlite(
+                                'AVG("me"."value")',
+                                'AVG("me"."value")',
+                              ),
+        }
+      ],
+      group_by => 'quantised_days',
+      order_by => { '-asc' => 'quantised_days' },
+    }
+  );
+
+  for ( $transaction_rs->all ) {
+    my $quantised = $c->db_datetime_parser->parse_datetime($_->get_column('quantised'));
+    push @{ $data->{ labels } }, $c->format_iso_datetime( $quantised );
+    push @{ $data->{ data } }, ($_->get_column('average_value') || 0) / 100000;
+  }
+
+  return $c->render(
+    json => {
+      success => Mojo::JSON->true,
+      graph => $data,
+    }
+  );
+}
+
+sub _get_start_end_duration {
+  my ( $c, $duration ) = @_;
+  my $end = DateTime->today;
+  my $start = $end->clone->subtract_duration( $duration );
+  return ( $start, $end );
+}
+
+sub pg_or_sqlite {
+  my ( $c, $pg_sql, $sqlite_sql ) = @_;
+
+  my $driver = $c->schema->storage->dbh->{Driver}->{Name};
+
+  if ( $driver eq 'Pg' ) {
+    return \$pg_sql;
+  } elsif ( $driver eq 'SQLite' ) {
+    return \$sqlite_sql;
+  } else {
+    $c->app->log->warn('Unknown Driver Used');
+    return undef;
+  }
+}
+
+1;
diff --git a/lib/Pear/LocalLoop/Controller/Api/V1/Customer/Pies.pm b/lib/Pear/LocalLoop/Controller/Api/V1/Customer/Pies.pm
new file mode 100644
index 0000000..06c57b1
--- /dev/null
+++ b/lib/Pear/LocalLoop/Controller/Api/V1/Customer/Pies.pm
@@ -0,0 +1,62 @@
+package Pear::LocalLoop::Controller::Api::V1::Customer::Pies;
+use Mojo::Base 'Mojolicious::Controller';
+
+sub index {
+  my $c = shift;
+
+  my $entity = $c->stash->{api_user}->entity;
+
+  my $purchase_rs = $entity->purchases;
+  my $local_org_local_purchase = $purchase_rs->search({
+    "me.distance" => { '<', 20000 },
+    'organisation.is_local' => 1,
+  },
+  {
+    join => { 'seller' => 'organisation' },
+  }
+  );
+
+  my $local_org_non_local_purchase = $purchase_rs->search({
+    "me.distance" => { '>=', 20000 },
+    'organisation.is_local' => 1,
+  },
+  {
+    join => { 'seller' => 'organisation' },
+  }
+  );
+
+  my $non_local_org_local_purchase = $purchase_rs->search({
+    "me.distance" => { '<', 20000 },
+    'organisation.is_local' => 0,
+  },
+  {
+    join => { 'seller' => 'organisation' },
+  }
+  );
+
+  my $non_local_org_non_local_purchase = $purchase_rs->search({
+    "me.distance" => { '>=', 20000 },
+    'organisation.is_local' => 0,
+  },
+  {
+    join => { 'seller' => 'organisation' },
+  }
+  );
+
+  my $data = {
+    'Local shop local purchaser' => $local_org_local_purchase->count,
+    'Local shop non-local purchaser' => $local_org_non_local_purchase->count,
+    'Non-local shop local purchaser' => $non_local_org_local_purchase->count,
+    'Non-local shop non-local purchaser' => $non_local_org_non_local_purchase->count,
+  };
+  
+  return $c->render(
+    json => {
+      success => Mojo::JSON->true,
+      pie => $data,
+    }
+  );
+
+}
+
+1;
diff --git a/lib/Pear/LocalLoop/Controller/Api/V1/Customer/Snippets.pm b/lib/Pear/LocalLoop/Controller/Api/V1/Customer/Snippets.pm
new file mode 100644
index 0000000..139b796
--- /dev/null
+++ b/lib/Pear/LocalLoop/Controller/Api/V1/Customer/Snippets.pm
@@ -0,0 +1,32 @@
+package Pear::LocalLoop::Controller::Api::V1::Customer::Snippets;
+use Mojo::Base 'Mojolicious::Controller';
+
+sub index {
+  my $c = shift;
+
+  my $entity = $c->stash->{api_user}->entity;
+  my $data = {
+    user_sum => 0,
+    user_position => 0,
+  };
+
+  my $user_rs = $entity->purchases;
+  $data->{ user_sum } = $user_rs->get_column('value')->sum || 0;
+  $data->{ user_sum } /= 100000;
+
+  my $leaderboard_rs = $c->schema->resultset('Leaderboard');
+  my $monthly_board = $leaderboard_rs->get_latest( 'monthly_total' );
+  if (defined $monthly_board) {
+    my $monthly_values = $monthly_board->values;
+    $data->{ user_position } = $monthly_values ? $monthly_values->find({ entity_id => $entity->id })->position : 0;
+  }
+  return $c->render(
+    json => {
+      success => Mojo::JSON->true,
+      snippets => $data,
+    }
+  );
+
+}
+
+1;
diff --git a/lib/Pear/LocalLoop/Controller/Api/V1/Organisation/Graphs.pm b/lib/Pear/LocalLoop/Controller/Api/V1/Organisation/Graphs.pm
index d1eddaf..a6f56eb 100644
--- a/lib/Pear/LocalLoop/Controller/Api/V1/Organisation/Graphs.pm
+++ b/lib/Pear/LocalLoop/Controller/Api/V1/Organisation/Graphs.pm
@@ -78,35 +78,30 @@ sub graph_customers_range {
   );
 }
 
-sub graph_customers_last_7_days {
-  my $c = shift;
-
-  my $duration = DateTime::Duration->new( days => 7 );
-  return $c->_customers_last_duration( $duration );
-}
-
-sub graph_customers_last_30_days {
-  my $c = shift;
-
-  my $duration = DateTime::Duration->new( days => 30 );
-  return $c->_customers_last_duration( $duration );
-}
+sub graph_customers_last_7_days { return shift->_customers_last_duration( 7 ) }
+sub graph_customers_last_30_days { return shift->_customers_last_duration( 30 ) }
 
 sub _customers_last_duration {
-  my ( $c, $duration ) = @_;
+  my ( $c, $day_duration ) = @_;
 
+  my $duration = DateTime::Duration->new( days => $day_duration );
   my $entity = $c->stash->{api_user}->entity;
 
   my $data = { labels => [], data => [] };
 
   my ( $start, $end ) = $c->_get_start_end_duration( $duration );
 
+  $data->{bounds} = {
+    min => $c->format_iso_datetime( $start ),
+    max => $c->format_iso_datetime( $end ),
+  };
+
   while ( $start < $end ) {
     my $next_end = $start->clone->add( days => 1 );
     my $transactions = $entity->sales
       ->search_between( $start, $next_end )
       ->count;
-    push @{ $data->{ labels } }, $start->day_name;
+    push @{ $data->{ labels } }, $c->format_iso_datetime( $start );
     push @{ $data->{ data } }, $transactions;
     $start->add( days => 1 );
   }
@@ -132,13 +127,18 @@ sub _sales_last_duration {
 
   my ( $start, $end ) = $c->_get_start_end_duration( $duration );
 
+  $data->{bounds} = {
+    min => $c->format_iso_datetime( $start ),
+    max => $c->format_iso_datetime( $end ),
+  };
+
   while ( $start < $end ) {
     my $next_end = $start->clone->add( days => 1 );
     my $transactions = $entity->sales
       ->search_between( $start, $next_end )
       ->get_column('value')
       ->sum || 0 + 0;
-    push @{ $data->{ labels } }, $start->day_name;
+    push @{ $data->{ labels } }, $c->format_iso_datetime( $start );
     push @{ $data->{ data } }, $transactions / 100000;
     $start->add( days => 1 );
   }
@@ -164,13 +164,18 @@ sub _purchases_last_duration {
 
   my ( $start, $end ) = $c->_get_start_end_duration( $duration );
 
+  $data->{bounds} = {
+    min => $c->format_iso_datetime( $start ),
+    max => $c->format_iso_datetime( $end ),
+  };
+
   while ( $start < $end ) {
     my $next_end = $start->clone->add( days => 1 );
     my $transactions = $entity->purchases
       ->search_between( $start, $next_end )
       ->get_column('value')
       ->sum || 0 + 0;
-    push @{ $data->{ labels } }, $start->day_name;
+    push @{ $data->{ labels } }, $c->format_iso_datetime( $start );
     push @{ $data->{ data } }, $transactions / 100000;
     $start->add( days => 1 );
   }
diff --git a/lib/Pear/LocalLoop/Schema/Result/ViewQuantisedTransactionPg.pm b/lib/Pear/LocalLoop/Schema/Result/ViewQuantisedTransactionPg.pm
index fabbd38..91ceede 100644
--- a/lib/Pear/LocalLoop/Schema/Result/ViewQuantisedTransactionPg.pm
+++ b/lib/Pear/LocalLoop/Schema/Result/ViewQuantisedTransactionPg.pm
@@ -13,8 +13,11 @@ __PACKAGE__->result_source_instance->view_definition( qq/
 SELECT "value",
        "distance",
        "purchase_time",
+       "buyer_id",
+       "seller_id",
        DATE_TRUNC('hour', "purchase_time") AS "quantised_hours",
-       DATE_TRUNC('day', "purchase_time") AS "quantised_days"
+       DATE_TRUNC('day', "purchase_time") AS "quantised_days",
+       DATE_TRUNC('week', "purchase_time") AS "quantised_weeks"
   FROM "transactions"
 /);
 
diff --git a/lib/Pear/LocalLoop/Schema/Result/ViewQuantisedTransactionSQLite.pm b/lib/Pear/LocalLoop/Schema/Result/ViewQuantisedTransactionSQLite.pm
index 2ce3aac..abf95dd 100644
--- a/lib/Pear/LocalLoop/Schema/Result/ViewQuantisedTransactionSQLite.pm
+++ b/lib/Pear/LocalLoop/Schema/Result/ViewQuantisedTransactionSQLite.pm
@@ -13,8 +13,11 @@ __PACKAGE__->result_source_instance->view_definition( qq/
 SELECT "value",
        "distance",
        "purchase_time",
+       "buyer_id",
+       "seller_id",
        DATETIME(STRFTIME('%Y-%m-%d %H:00:00',"purchase_time")) AS "quantised_hours",
-       DATETIME(STRFTIME('%Y-%m-%d 00:00:00',"purchase_time")) AS "quantised_days"
+       DATETIME(STRFTIME('%Y-%m-%d 00:00:00',"purchase_time")) AS "quantised_days",
+       DATETIME(STRFTIME('%Y-%m-%d 00:00:00',"purchase_time", 'weekday 1')) AS "quantised_weeks"
   FROM "transactions"
 /);
 
diff --git a/t/api/stats.t b/t/api/stats.t
index 0484664..cad04ff 100644
--- a/t/api/stats.t
+++ b/t/api/stats.t
@@ -14,98 +14,57 @@ $framework->install_fixtures('users');
 
 my $t = $framework->framework;
 my $schema = $t->app->schema;
-my $dtf = $schema->storage->datetime_parser;
 
-my $org_result = $schema->resultset('Organisation')->find({ name => 'Test Org' })->entity;
-my $user_result = $schema->resultset('User')->find({ email => 'test1@example.com' })->entity;
+my $start = DateTime->today->subtract( hours => 12 );
+
+# create 40 days worth of data
+for my $count ( 0 .. 40 ) {
+  my $trans_day = $start->clone->subtract( days => $count );
+
+  create_random_transaction( 'test1@example.com', $trans_day );
+  if ( $count % 2 ) {
+    create_random_transaction( 'test1@example.com', $trans_day );
+  }
+  if ( $count % 3 ) {
+    create_random_transaction( 'test1@example.com', $trans_day );
+  }
+  if ( $count % 4 ) {
+    create_random_transaction( 'test1@example.com', $trans_day );
+  }
+}
 
 my $session_key = $framework->login({
-  email    => 'test1@example.com',
+  email => 'test1@example.com',
   password => 'abc123',
 });
 
-$t->app->schema->resultset('Leaderboard')->create_new( 'monthly_total', DateTime->now->truncate(to => 'month' )->subtract( months => 1) );
+#TODO be able to define start and end below in request
 
-$t->post_ok('/api/stats' => json => { session_key => $session_key } )
+$t->post_ok('/api/stats' => json => {
+    session_key => $session_key,
+  })
   ->status_is(200)->or($framework->dump_error)
-  ->json_is('/success', Mojo::JSON->true)
-  ->json_is('/today_sum', 0)
-  ->json_is('/today_count', 0)
-  ->json_is('/week_sum', 0)
-  ->json_is('/week_count', 0)
-  ->json_is('/month_sum', 0)
-  ->json_is('/month_count', 0)
-  ->json_is('/user_sum', 0)
-  ->json_is('/user_count', 0)
-  ->json_is('/global_sum', 0)
-  ->json_is('/global_count', 0);
+  ->json_is('/weeks', {
+    purchases => [ 8, 21, 19, 22, 20, 20, 8 ],
+    })
+  ->json_is('/sectors', {
+    sectors => ['A'],
+    purchases => [118],
+  });
 
-for ( 1 .. 10 ) {
-  $user_result->create_related( 'purchases', {
-    seller_id => $org_result->id,
-    value => $_ * 100000,
+sub create_random_transaction {
+  my $buyer = shift;
+  my $time = shift;
+
+  my $buyer_result = $schema->resultset('User')->find({ email => $buyer })->entity;
+  my $seller_result = $schema->resultset('Organisation')->find({ name => 'Test Org' })->entity;
+  $schema->resultset('Transaction')->create({
+    buyer => $buyer_result,
+    seller => $seller_result,
+    value => 10 * 100000,
     proof_image => 'a',
+    purchase_time => $time,
   });
 }
 
-for ( 11 .. 20 ) {
-  $user_result->create_related( 'purchases', {
-    seller_id => $org_result->id,
-    value => $_ * 100000,
-    proof_image => 'a',
-    purchase_time => $dtf->format_datetime(DateTime->today()->subtract( days => 5 )),
-  });
-}
-
-for ( 21 .. 30 ) {
-  $user_result->create_related( 'purchases', {
-    seller_id => $org_result->id,
-    value => $_ * 100000,
-    proof_image => 'a',
-    purchase_time => $dtf->format_datetime(DateTime->today()->subtract( days => 25 )),
-  });
-}
-
-for ( 31 .. 40 ) {
-  $user_result->create_related( 'purchases', {
-    seller_id => $org_result->id,
-    value => $_ * 100000,
-    proof_image => 'a',
-    purchase_time => $dtf->format_datetime(DateTime->today()->subtract( days => 50 )),
-  });
-}
-
-for ( 41 .. 50 ) {
-  $org_result->create_related( 'purchases', {
-    seller_id => $org_result->id,
-    value => $_ * 100000,
-    proof_image => 'a',
-    purchase_time => $dtf->format_datetime(DateTime->today()->subtract( days => 50 )),
-  });
-}
-
-is $user_result->purchases->search({
-  purchase_time => {
-    -between => [
-      $dtf->format_datetime(DateTime->today()),
-      $dtf->format_datetime(DateTime->today()->add( days => 1 )),
-    ],
-  },
-})->get_column('value')->sum, 5500000, 'Got correct sum';
-is $user_result->purchases->today_rs->get_column('value')->sum, 5500000, 'Got correct sum through rs';
-
-$t->post_ok('/api/stats' => json => { session_key => $session_key } )
-  ->status_is(200)
-  ->json_is('/success', Mojo::JSON->true)
-  ->json_is('/today_sum', 55)
-  ->json_is('/today_count', 10)
-  ->json_is('/week_sum', 155)
-  ->json_is('/week_count', 10)
-  ->json_is('/month_sum', 410)
-  ->json_is('/month_count', 20)
-  ->json_is('/user_sum', 820)
-  ->json_is('/user_count', 40)
-  ->json_is('/global_sum', 1275)
-  ->json_is('/global_count', 50);
-
 done_testing;
diff --git a/t/api/v1/customer/graphs.t b/t/api/v1/customer/graphs.t
new file mode 100644
index 0000000..a2e6010
--- /dev/null
+++ b/t/api/v1/customer/graphs.t
@@ -0,0 +1,136 @@
+use Mojo::Base -strict;
+
+use FindBin qw/ $Bin /;
+
+use Test::More;
+use Mojo::JSON;
+use Test::Pear::LocalLoop;
+use DateTime;
+
+my $framework = Test::Pear::LocalLoop->new(
+  etc_dir => "$Bin/../../../etc",
+);
+$framework->install_fixtures('users');
+
+my $t = $framework->framework;
+my $schema = $t->app->schema;
+
+my $start = DateTime->today->subtract( hours => 12 );
+
+# create 30 days worth of data
+for my $count ( 0 .. 29 ) {
+  my $trans_day = $start->clone->subtract( days => $count );
+
+  create_random_transaction( 'test1@example.com', $trans_day );
+  if ( $count % 2 ) {
+    create_random_transaction( 'test1@example.com', $trans_day );
+  }
+  if ( $count % 3 ) {
+    create_random_transaction( 'test1@example.com', $trans_day );
+  }
+  if ( $count % 4 ) {
+    create_random_transaction( 'test1@example.com', $trans_day );
+  }
+}
+
+my $session_key = $framework->login({
+  email => 'test1@example.com',
+  password => 'abc123',
+});
+
+$t->post_ok('/api/v1/customer/graphs' => json => {
+    session_key => $session_key,
+    graph => 'total_last_week',
+  })
+  ->status_is(200)->or($framework->dump_error)
+  ->json_is('/graph', {
+    labels => [ map { $t->app->format_iso_datetime(
+    $start->clone->subtract( days => $_ )->subtract( hours => 12 )
+    ) } reverse ( 0 .. 6 ) ],
+    bounds => {
+      min => $t->app->format_iso_datetime($start->clone->subtract( days => 6 )->subtract( hours => 12 ) ),
+      max => $t->app->format_iso_datetime($start->clone->add( hours => 12 )),
+    },
+    data => [ 20, 40, 20, 30, 30, 40, 10 ],
+  });
+
+$t->post_ok('/api/v1/customer/graphs' => json => {
+    session_key => $session_key,
+    graph => 'avg_spend_last_week',
+  })
+  ->status_is(200)->or($framework->dump_error)
+  ->json_is('/graph', {
+    labels => [ map { $t->app->format_iso_datetime(
+    $start->clone->subtract( days => $_ )->subtract( hours => 12 )
+    ) } reverse ( 0 .. 6 ) ],
+    bounds => {
+      min => $t->app->format_iso_datetime($start->clone->subtract( days => 6 )->subtract( hours => 12 ) ),
+      max => $t->app->format_iso_datetime($start->clone->add( hours => 12 )),
+    },
+    data => [ 10, 10, 10, 10, 10, 10, 10 ],
+  });
+
+$t->post_ok('/api/v1/customer/graphs' => json => {
+    session_key => $session_key,
+    graph => 'total_last_month',
+  })
+  ->status_is(200)->or($framework->dump_error)
+  ->json_is('/graph', {
+    labels => [ map { $t->app->format_iso_datetime(
+    $start->clone->subtract( days => $_ )->subtract( hours => 12 )
+    ) } reverse ( 0 .. 29 ) ],
+    bounds => {
+      min => $t->app->format_iso_datetime($start->clone->subtract( days => 29 )->subtract( hours => 12 ) ),
+      max => $t->app->format_iso_datetime($start->clone->add( hours => 12 )),
+    },
+    data => [ 40, 20, 30, 30, 40, 10, 40, 30, 30, 20, 40, 20, 40, 20, 30, 30, 40, 10, 40, 30, 30, 20, 40, 20, 40, 20, 30, 30, 40, 10 ],
+  });
+
+$t->post_ok('/api/v1/customer/graphs' => json => {
+    session_key => $session_key,
+    graph => 'avg_spend_last_month',
+  })
+  ->status_is(200)->or($framework->dump_error)
+  ->json_is('/graph', {
+    labels => [ map { $t->app->format_iso_datetime(
+    $start->clone->subtract( days => $_ )->subtract( hours => 12 )
+    ) } reverse ( 0 .. 29 ) ],
+    bounds => {
+      min => $t->app->format_iso_datetime($start->clone->subtract( days => 29 )->subtract( hours => 12 ) ),
+      max => $t->app->format_iso_datetime($start->clone->add( hours => 12 )),
+    },
+    data => [ 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10 ],
+  });
+
+$framework->logout( $session_key );
+
+$session_key = $framework->login({
+  email => 'org@example.com',
+  password => 'abc123',
+});
+
+$t->post_ok('/api/v1/customer/graphs' => json => {
+    session_key => $session_key,
+    graph => 'avg_spend_last_week',
+  })
+  ->status_is(403)
+  ->json_is('/success', Mojo::JSON->false)
+  ->json_is('/error', 'user_not_cust');
+
+
+sub create_random_transaction {
+  my $buyer = shift;
+  my $time = shift;
+
+  my $buyer_result = $schema->resultset('User')->find({ email => $buyer })->entity;
+  my $seller_result = $schema->resultset('Organisation')->find({ name => 'Test Org' })->entity;
+  $schema->resultset('Transaction')->create({
+    buyer => $buyer_result,
+    seller => $seller_result,
+    value => 10 * 100000,
+    proof_image => 'a',
+    purchase_time => $time,
+  });
+}
+
+done_testing;
diff --git a/t/api/v1/customer/pies.t b/t/api/v1/customer/pies.t
new file mode 100644
index 0000000..53fdd8f
--- /dev/null
+++ b/t/api/v1/customer/pies.t
@@ -0,0 +1,67 @@
+use Mojo::Base -strict;
+
+use FindBin qw/ $Bin /;
+
+use Test::More;
+use Mojo::JSON;
+use Test::Pear::LocalLoop;
+use DateTime;
+
+my $framework = Test::Pear::LocalLoop->new(
+  etc_dir => "$Bin/../../../etc",
+);
+$framework->install_fixtures('users');
+
+my $t = $framework->framework;
+my $schema = $t->app->schema;
+
+my $start = DateTime->today->subtract( hours => 12 );
+
+# create 30 days worth of data
+for my $count ( 0 .. 29 ) {
+  my $trans_day = $start->clone->subtract( days => $count );
+
+  create_random_transaction( 'test1@example.com', $trans_day );
+  if ( $count % 2 ) {
+    create_random_transaction( 'test1@example.com', $trans_day );
+  }
+  if ( $count % 3 ) {
+    create_random_transaction( 'test1@example.com', $trans_day );
+  }
+  if ( $count % 4 ) {
+    create_random_transaction( 'test1@example.com', $trans_day );
+  }
+}
+
+my $session_key = $framework->login({
+  email => 'test1@example.com',
+  password => 'abc123',
+});
+
+$t->post_ok('/api/v1/customer/pies' => json => {
+    session_key => $session_key,
+  })
+  ->status_is(200)->or($framework->dump_error)
+  ->json_is('/pie', {
+    'Local shop local purchaser' => 0,
+    'Local shop non-local purchaser' => 0,
+    'Non-local shop local purchaser' => 0,
+    'Non-local shop non-local purchaser' => 0,
+  });
+
+sub create_random_transaction {
+  my $buyer = shift;
+  my $time = shift;
+
+  my $buyer_result = $schema->resultset('User')->find({ email => $buyer })->entity;
+  my $seller_result = $schema->resultset('Organisation')->find({ name => 'Test Org' })->entity;
+  $schema->resultset('Transaction')->create({
+    buyer => $buyer_result,
+    seller => $seller_result,
+    value => 10 * 100000,
+    proof_image => 'a',
+    purchase_time => $time,
+  });
+}
+
+done_testing;
diff --git a/t/api/v1/customer/snippets.t b/t/api/v1/customer/snippets.t
new file mode 100644
index 0000000..4a3ae8c
--- /dev/null
+++ b/t/api/v1/customer/snippets.t
@@ -0,0 +1,74 @@
+use Mojo::Base -strict;
+
+use FindBin qw/ $Bin /;
+
+use Test::More;
+use Mojo::JSON;
+use Test::Pear::LocalLoop;
+use DateTime;
+
+my $framework = Test::Pear::LocalLoop->new(
+  etc_dir => "$Bin/../../../etc",
+);
+$framework->install_fixtures('users');
+
+my $t = $framework->framework;
+my $schema = $t->app->schema;
+
+$t->app->schema->resultset('Leaderboard')->create_new( 'monthly_total', DateTime->now->truncate(to => 'month' )->subtract( months => 1) );
+
+my $start = DateTime->today->subtract( hours => 12 );
+
+# create 30 days worth of data
+for my $count ( 0 .. 60 ) {
+  my $trans_day = $start->clone->subtract( days => $count );
+
+  create_random_transaction( 'test1@example.com', $trans_day );
+  if ( $count % 2 ) {
+    create_random_transaction( 'test2@example.com', $trans_day );
+  }
+  if ( $count % 3 ) {
+    create_random_transaction( 'test3@example.com', $trans_day );
+  }
+  if ( $count % 4 ) {
+    create_random_transaction( 'test4@example.com', $trans_day );
+  }
+}
+
+my $session_key = $framework->login({
+  email => 'test1@example.com',
+  password => 'abc123',
+});
+
+$t->post_ok('/api/v1/customer/snippets' => json => {
+    session_key => $session_key,
+  })
+  ->status_is(200)->or($framework->dump_error)
+  ->json_is('/snippets', {
+      user_sum => 610,
+      user_position => 1,
+  });
+
+$framework->logout( $session_key );
+
+$session_key = $framework->login({
+  email => 'test1@example.com',
+  password => 'abc123',
+});
+
+sub create_random_transaction {
+  my $buyer = shift;
+  my $time = shift;
+
+  my $buyer_result = $schema->resultset('User')->find({ email => $buyer })->entity;
+  my $seller_result = $schema->resultset('Organisation')->find({ name => 'Test Org' })->entity;
+  $schema->resultset('Transaction')->create({
+    buyer => $buyer_result,
+    seller => $seller_result,
+    value => 10 * 100000,
+    proof_image => 'a',
+    purchase_time => $time,
+  });
+}
+
+done_testing;
diff --git a/t/api/v1/organisation/graphs.t b/t/api/v1/organisation/graphs.t
index 57b6cbb..3e438b4 100644
--- a/t/api/v1/organisation/graphs.t
+++ b/t/api/v1/organisation/graphs.t
@@ -44,7 +44,13 @@ $t->post_ok('/api/v1/organisation/graphs' => json => {
   })
   ->status_is(200)->or($framework->dump_error)
   ->json_is('/graph', {
-    labels => [ map { $start->clone->subtract( days => $_ )->day_name } reverse ( 0 .. 6 ) ],
+    labels => [ map { $t->app->format_iso_datetime(
+    $start->clone->subtract( days => $_ )->subtract( hours => 12 )
+    ) } reverse ( 0 .. 6 ) ],
+    bounds => {
+      min => $t->app->format_iso_datetime($start->clone->subtract( days => 6 )->subtract( hours => 12 ) ),
+      max => $t->app->format_iso_datetime($start->clone->add( hours => 12 )),
+    },
     data => [ 2, 4, 2, 3, 3, 4, 1 ],
   });
 
@@ -54,7 +60,13 @@ $t->post_ok('/api/v1/organisation/graphs' => json => {
   })
   ->status_is(200)->or($framework->dump_error)
   ->json_is('/graph', {
-    labels => [ map { $start->clone->subtract( days => $_ )->day_name } reverse ( 0 .. 29 ) ],
+    labels => [ map { $t->app->format_iso_datetime(
+    $start->clone->subtract( days => $_ )->subtract( hours => 12 )
+    ) } reverse ( 0 .. 29 ) ],
+    bounds => {
+      min => $t->app->format_iso_datetime($start->clone->subtract( days => 29 )->subtract( hours => 12 ) ),
+      max => $t->app->format_iso_datetime($start->clone->add( hours => 12 )),
+    },
     data => [ 4, 2, 3, 3, 4, 1, 4, 3, 3, 2, 4, 2, 4, 2, 3, 3, 4, 1, 4, 3, 3, 2, 4, 2, 4, 2, 3, 3, 4, 1 ],
   });
 
@@ -64,7 +76,13 @@ $t->post_ok('/api/v1/organisation/graphs' => json => {
   })
   ->status_is(200)->or($framework->dump_error)
   ->json_is('/graph', {
-    labels => [ map { $start->clone->subtract( days => $_ )->day_name } reverse ( 0 .. 6 ) ],
+    labels => [ map { $t->app->format_iso_datetime(
+    $start->clone->subtract( days => $_ )->subtract( hours => 12 )
+    ) } reverse ( 0 .. 6 ) ],
+    bounds => {
+      min => $t->app->format_iso_datetime($start->clone->subtract( days => 6 )->subtract( hours => 12 ) ),
+      max => $t->app->format_iso_datetime($start->clone->add( hours => 12 )),
+    },
     data => [ 20, 40, 20, 30, 30, 40, 10 ],
   });
 
@@ -74,7 +92,13 @@ $t->post_ok('/api/v1/organisation/graphs' => json => {
   })
   ->status_is(200)->or($framework->dump_error)
   ->json_is('/graph', {
-    labels => [ map { $start->clone->subtract( days => $_ )->day_name } reverse ( 0 .. 29 ) ],
+    labels => [ map { $t->app->format_iso_datetime(
+    $start->clone->subtract( days => $_ )->subtract( hours => 12 )
+    ) } reverse ( 0 .. 29 ) ],
+    bounds => {
+      min => $t->app->format_iso_datetime($start->clone->subtract( days => 29 )->subtract( hours => 12 ) ),
+      max => $t->app->format_iso_datetime($start->clone->add( hours => 12 )),
+    },
     data => [ 40, 20, 30, 30, 40, 10, 40, 30, 30, 20, 40, 20, 40, 20, 30, 30, 40, 10, 40, 30, 30, 20, 40, 20, 40, 20, 30, 30, 40, 10 ],
   });
 
diff --git a/t/etc/fixtures/config/users.pl b/t/etc/fixtures/config/users.pl
index 9a7f5ca..0341077 100644
--- a/t/etc/fixtures/config/users.pl
+++ b/t/etc/fixtures/config/users.pl
@@ -91,6 +91,7 @@ my $entity5 = {
     street_name => 'Test Street',
     town        => 'Lancaster',
     postcode    => 'LA1 1AA',
+    sector      => 'A',
   },
   user => {
     email    => 'org@example.com',
@@ -124,4 +125,3 @@ $fixtures->dump({
   schema => $schema,
   directory => "$Bin/../data/" . $data_set,
 });
-
diff --git a/t/etc/fixtures/data/users/organisations/1.fix b/t/etc/fixtures/data/users/organisations/1.fix
index b761450..72165ed 100644
--- a/t/etc/fixtures/data/users/organisations/1.fix
+++ b/t/etc/fixtures/data/users/organisations/1.fix
@@ -7,7 +7,7 @@ $HASH1 = {
            pending => 0,
            postcode
                    => 'LA1 1AA',
-           sector  => undef,
+           sector  => 'A',
            street_name
                    => 'Test Street',
            submitted_by_id
diff --git a/templates/admin/users/read.html.ep b/templates/admin/users/read.html.ep
index 7c93f1f..0a63324 100644
--- a/templates/admin/users/read.html.ep
+++ b/templates/admin/users/read.html.ep
@@ -81,8 +81,10 @@
         <input id="town" type="text" class="form-control" placeholder="Town" name="town" value="<%= $org_rs->town %>">
       </div>
       <div class="form-group">
-        <label for="town">Town</label>
-        <input id="town" type="sector" class="form-control" placeholder="Sector Area Code" name="sector" value="<%= $org_rs->sector %>">
+        <label for="town">Sector</label>
+        <select id="sector"  type="sector" class="form-control" placeholder="Sector Area Code" name="sector">
+          %= include 'partials/sector_options', selected_sector => $org_rs->sector || '';
+        </select>
       </div>
     </div>
     % } else {