diff --git a/subunit2sql/analysis/failures.py b/subunit2sql/analysis/failures.py
new file mode 100644
index 0000000..fa49079
--- /dev/null
+++ b/subunit2sql/analysis/failures.py
@@ -0,0 +1,73 @@
+# Copyright 2015 Hewlett-Packard Development Company, L.P.
+#
+# Licensed under the Apache License, Version 2.0 (the "License"); you may
+# not use this file except in compliance with the License. You may obtain
+# a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
+# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
+# License for the specific language governing permissions and limitations
+# under the License.
+
+from oslo.config import cfg
+import pandas as pd
+
+from subunit2sql.analysis import utils
+from subunit2sql.db import api
+
+CONF = cfg.CONF
+
+
+def set_cli_opts(parser):
+    parser.add_argument('test_id', nargs='?',
+                        help='Test id to extract time series for'),
+    parser.add_argument('--success-graph', action='store_true',
+                        help='Also graph successes'),
+    parser.add_argument('--skip-graph', action='store_true',
+                        help='Also graph skips')
+
+
+def generate_series():
+    test_id = CONF.command.test_id
+    session = api.get_session()
+    test_statuses = api.get_test_status_time_series(test_id, session)
+    if not CONF.title:
+        test = api.get_test_by_id(test_id, session)
+    session.close()
+    ts = pd.Series(test_statuses)
+    ts = utils.filter_dates(ts)
+    run_count = len(ts)
+    failures = ts[ts.isin(['fail', 'unxsuccess'])]
+    successes = ts[ts.isin(['success', 'xfail'])]
+    skips = ts[ts.isin(['skip'])]
+    fail_count = len(failures)
+    success_count = len(successes)
+    skip_count = len(skips)
+    fail_group = failures.groupby(failures.index.date).agg(len)
+    success_group = successes.groupby(successes.index.date).agg(len)
+    skip_group = skips.groupby(skips.index.date).agg(len)
+    if not CONF.title:
+        plot = fail_group.plot().set_title(test.test_id)
+    else:
+        plot = fail_group.plot().set_title(CONF.title)
+    if CONF.command.success_graph:
+        if success_count:
+            success_group.plot()
+    if CONF.command.skip_graph:
+        if skip_count:
+            skip_group.plot()
+
+    def percent(count, total):
+        count = float(count)
+        total = float(total)
+        return (count / total) * 100.0
+
+    print('Fail Percentage: %.4f%%' % percent(fail_count, run_count))
+    print('Success Percentage: %.4f%%' % percent(success_count, run_count))
+    print('Skip Percentage: %.4f%%' % percent(skip_count, run_count))
+    fig = plot.get_figure()
+    fig.savefig(CONF.output)
+    return ts
diff --git a/subunit2sql/analysis/graph.py b/subunit2sql/analysis/graph.py
index 765d07d..df511ae 100755
--- a/subunit2sql/analysis/graph.py
+++ b/subunit2sql/analysis/graph.py
@@ -18,6 +18,7 @@ import sys
 
 from oslo_config import cfg
 
+import subunit2sql.analysis.failures
 import subunit2sql.analysis.run_time
 from subunit2sql import shell
 
@@ -40,7 +41,7 @@ SHELL_OPTS = [
 
 
 def add_command_parsers(subparsers):
-    for name in ['run_time']:
+    for name in ['failures', 'run_time']:
         parser = subparsers.add_parser(name)
         getattr(subunit2sql.analysis, name).set_cli_opts(parser)
         parser.set_defaults(