diff --git a/.build/Dockerfile b/.build/Dockerfile
new file mode 100644
index 0000000..a32dd51
--- /dev/null
+++ b/.build/Dockerfile
@@ -0,0 +1,20 @@
+FROM python:3.9-slim-buster AS deps
+
+RUN apt-get update && \
+    apt-get install -y build-essential git curl python3-dev libatlas3-base libatlas-base-dev liblapack-dev libxml2 libxml2-dev libffi6 libffi-dev musl-dev libxslt-dev
+
+FROM deps AS testable
+ARG REPORT_PATH
+
+VOLUME ["/var/mailgun", "/etc/mailgun/ssl", ${REPORT_PATH}]
+
+ADD . /app
+WORKDIR /app
+COPY wheel/* /wheel/
+
+RUN mkdir -p ${REPORT_PATH}
+
+RUN python ./setup.py build bdist_wheel -d /wheel && \
+    pip install --no-deps /wheel/*
+
+ENTRYPOINT ["/bin/sh", "/app/run_tests.sh"]
diff --git a/.gitignore b/.gitignore
index d1a3778..d2a4660 100644
--- a/.gitignore
+++ b/.gitignore
@@ -54,3 +54,6 @@ _trial_temp
 
 # OSX
 .DS_Store
+
+# vim-backup
+*.bak
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..b383232
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,11 @@
+chardet>=1.0.1
+cchardet>=0.3.5
+cssselect
+html5lib
+joblib
+lxml>=2.3.3
+numpy
+regex>=1
+scikit-learn==0.24.1 # pickled versions of classifier, else rebuild
+scipy
+six>=1.10.0
diff --git a/run_tests.sh b/run_tests.sh
new file mode 100755
index 0000000..19f1d59
--- /dev/null
+++ b/run_tests.sh
@@ -0,0 +1,4 @@
+#!/usr/bin/env bash
+set -ex
+REPORT_PATH="${REPORT_PATH:-./}"
+nosetests --with-xunit --with-coverage --cover-xml --cover-xml-file $REPORT_PATH/coverage.xml --xunit-file=$REPORT_PATH/nosetests.xml --cover-package=talon .
diff --git a/setup.py b/setup.py
index f55fc3b..2824f65 100755
--- a/setup.py
+++ b/setup.py
@@ -19,12 +19,12 @@ class InstallCommand(install):
         if self.no_ml:
             dist = self.distribution
             dist.packages=find_packages(exclude=[
-                'tests',
-                'tests.*',
-                'talon.signature',
-                'talon.signature.*',
+                "tests",
+                "tests.*",
+                "talon.signature",
+                "talon.signature.*",
             ])
-            for not_required in ['numpy', 'scipy', 'scikit-learn==0.16.1']:
+            for not_required in ["numpy", "scipy", "scikit-learn==0.24.1"]:
                 dist.install_requires.remove(not_required)
 
 
@@ -48,12 +48,13 @@ setup(name='talon',
           "regex>=1",
           "numpy",
           "scipy",
-          "scikit-learn==0.16.1", # pickled versions of classifier, else rebuild
-          'chardet>=1.0.1',
-          'cchardet>=0.3.5',
-          'cssselect',
-          'six>=1.10.0',
-          'html5lib'
+          "scikit-learn==0.24.1", # pickled versions of classifier, else rebuild
+          "chardet>=1.0.1",
+          "cchardet>=0.3.5",
+          "cssselect",
+          "six>=1.10.0",
+          "html5lib",
+          "joblib",
           ],
       tests_require=[
           "mock",
diff --git a/talon/quotations.py b/talon/quotations.py
index 99eec95..aa215fe 100644
--- a/talon/quotations.py
+++ b/talon/quotations.py
@@ -457,7 +457,7 @@ def _extract_from_html(msg_body):
 
     msg_body = msg_body.replace(b'\r\n', b'\n')
 
-    msg_body = re.sub(r"\<\?xml.+\?\>|\<\!DOCTYPE.+]\>", "", msg_body)
+    msg_body = re.sub(br"\<\?xml.+\?\>|\<\!DOCTYPE.+]\>", "", msg_body)
 
     html_tree = html_document_fromstring(msg_body)
 
diff --git a/talon/signature/data/classifier b/talon/signature/data/classifier
index 1c3a4b0..88a424b 100644
Binary files a/talon/signature/data/classifier and b/talon/signature/data/classifier differ
diff --git a/talon/signature/data/train.data b/talon/signature/data/train.data
index e0f31dc..e609485 100644
--- a/talon/signature/data/train.data
+++ b/talon/signature/data/train.data
@@ -1,4 +1,756 @@
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diff --git a/talon/signature/learning/classifier.py b/talon/signature/learning/classifier.py
index 0519713..0556e66 100644
--- a/talon/signature/learning/classifier.py
+++ b/talon/signature/learning/classifier.py
@@ -8,7 +8,7 @@ body belongs to the signature.
 from __future__ import absolute_import
 
 from numpy import genfromtxt
-from sklearn.externals import joblib
+import joblib
 from sklearn.svm import LinearSVC
 
 
diff --git a/test-requirements.txt b/test-requirements.txt
new file mode 100644
index 0000000..5f50e2a
--- /dev/null
+++ b/test-requirements.txt
@@ -0,0 +1,3 @@
+coverage
+mock
+nose>=1.2.1
diff --git a/tests/text_quotations_test.py b/tests/text_quotations_test.py
index 89a7974..0cf7d4b 100644
--- a/tests/text_quotations_test.py
+++ b/tests/text_quotations_test.py
@@ -826,10 +826,10 @@ The user experience was unparallelled. Please continue production. I'm sending p
 that this line is intact."""
 
     parsed = quotations.extract_from_plain(msg_body)
-    eq_(msg_body, parsed.decode('utf8'))
+    eq_(msg_body, parsed)
 
 
-def test_appointment():
+def test_appointment_2():
     msg_body = """Invitation for an interview:
 
 Date: Wednesday 3, October 2011 
@@ -838,4 +838,4 @@ Address: 130 Fox St
 
 Please bring in your ID."""
     parsed = quotations.extract_from_plain(msg_body)
-    eq_(msg_body, parsed.decode('utf8'))
+    eq_(msg_body, parsed)