diff --git a/Visualize_Performance_Benchmarks.ipynb b/Visualize_Performance_Benchmarks.ipynb
new file mode 100644
index 0000000..b45ab77
--- /dev/null
+++ b/Visualize_Performance_Benchmarks.ipynb
@@ -0,0 +1,134 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "663e3e67",
+   "metadata": {},
+   "source": [
+    "A simple notebook to visualize the results of the performance parameter sweep."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "cafafb7f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "f79ac012",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data = pd.read_csv('param_sweep_data.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "d32cd9f9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "25     0.072645\n",
+       "50     0.074337\n",
+       "100    0.112471\n",
+       "200    0.099549\n",
+       "400    0.167201\n",
+       "Name: 0, dtype: float64"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.iloc[0, 1:]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "e15a7e69",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for row in range(data.shape[0]):\n",
+    "    plt.plot(data.iloc[row, 1:].index.astype(int), data.iloc[row, 1:].values)\n",
+    "    plt.xlabel('Number of Attributes')\n",
+    "    plt.ylabel('Avg Runtime (s)')\n",
+    "    plt.legend(labels=data.iloc[:,0], title='Number of Rows')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "ca0d1b42",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for col in range(1, data.shape[1]):\n",
+    "    plt.plot(data.iloc[:, 0].values.astype(int), data.iloc[:, col].values)\n",
+    "    plt.xlabel('Number of Rows')\n",
+    "    plt.ylabel('Avg Runtime (s)')\n",
+    "    plt.legend(labels=data.columns[1:], title='Attributes')"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/data/test_model_Models.txt_EDM-1_1.txt b/data/test_model_Models.txt_EDM-1_1.txt
new file mode 100644
index 0000000..01ec7e3
--- /dev/null
+++ b/data/test_model_Models.txt_EDM-1_1.txt
@@ -0,0 +1,3201 @@
+N0	N1	N2	N3	N4	N5	N6	N7	N8	N9	N10	N11	N12	N13	N14	N15	N16	N17	N18	N19	N20	N21	N22	N23	N24	N25	N26	N27	N28	N29	N30	N31	N32	N33	N34	N35	N36	N37	N38	N39	N40	N41	N42	N43	N44	N45	N46	N47	N48	N49	N50	N51	N52	N53	N54	N55	N56	N57	N58	N59	N60	N61	N62	N63	N64	N65	N66	N67	N68	N69	N70	N71	N72	N73	N74	N75	N76	N77	N78	N79	N80	N81	N82	N83	N84	N85	N86	N87	N88	N89	N90	N91	N92	N93	N94	N95	N96	N97	N98	N99	N100	N101	N102	N103	N104	N105	N106	N107	N108	N109	N110	N111	N112	N113	N114	N115	N116	N117	N118	N119	N120	N121	N122	N123	N124	N125	N126	N127	N128	N129	N130	N131	N132	N133	N134	N135	N136	N137	N138	N139	N140	N141	N142	N143	N144	N145	N146	N147	N148	N149	N150	N151	N152	N153	N154	N155	N156	N157	N158	N159	N160	N161	N162	N163	N164	N165	N166	N167	N168	N169	N170	N171	N172	N173	N174	N175	N176	N177	N178	N179	N180	N181	N182	N183	N184	N185	N186	N187	N188	N189	N190	N191	N192	N193	N194	N195	N196	N197	N198	N199	N200	N201	N202	N203	N204	N205	N206	N207	N208	N209	N210	N211	N212	N213	N214	N215	N216	N217	N218	N219	N220	N221	N222	N223	N224	N225	N226	N227	N228	N229	N230	N231	N232	N233	N234	N235	N236	N237	N238	N239	N240	N241	N242	N243	N244	N245	N246	N247	N248	N249	N250	N251	N252	N253	N254	N255	N256	N257	N258	N259	N260	N261	N262	N263	N264	N265	N266	N267	N268	N269	N270	N271	N272	N273	N274	N275	N276	N277	N278	N279	N280	N281	N282	N283	N284	N285	N286	N287	N288	N289	N290	N291	N292	N293	N294	N295	N296	N297	N298	N299	N300	N301	N302	N303	N304	N305	N306	N307	N308	N309	N310	N311	N312	N313	N314	N315	N316	N317	N318	N319	N320	N321	N322	N323	N324	N325	N326	N327	N328	N329	N330	N331	N332	N333	N334	N335	N336	N337	N338	N339	N340	N341	N342	N343	N344	N345	N346	N347	N348	N349	N350	N351	N352	N353	N354	N355	N356	N357	N358	N359	N360	N361	N362	N363	N364	N365	N366	N367	N368	N369	N370	N371	N372	N373	N374	N375	N376	N377	N378	N379	N380	N381	N382	N383	N384	N385	N386	N387	N388	N389	N390	N391	N392	N393	N394	N395	N396	N397	M0P1	M0P2	Class
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diff --git a/performance_tests.py b/performance_tests.py
new file mode 100644
index 0000000..459cc54
--- /dev/null
+++ b/performance_tests.py
@@ -0,0 +1,314 @@
+import sys
+import warnings
+import numpy as np
+import pandas as pd
+import timeit
+
+from sklearn.pipeline import make_pipeline
+from sklearn.ensemble import RandomForestClassifier, RandomForestRegressor
+from sklearn.impute import SimpleImputer
+from sklearn.model_selection import cross_val_score
+
+from skrebate import ReliefF, SURF, SURFstar, MultiSURF, MultiSURFstar
+
+
+warnings.filterwarnings('ignore')
+
+np.random.seed(3249083)
+
+genetic_data = pd.read_csv(
+    'data/GAMETES_Epistasis_2-Way_20atts_0.4H_EDM-1_1.tsv.gz',
+     sep='\t',
+     compression='gzip'
+)
+genetic_data = genetic_data.sample(frac=0.25)
+
+# a larger dataset to be used for performance benchmarking sweeps
+larger_data = pd.read_csv('data/test_model_Models.txt_EDM-1_1.txt', sep='\t')
+larger_data.rename(columns={'Class': 'class'}, inplace=True)
+
+# We're deliberately leaving all these unused datasets in here to make it
+# easier to extend testing to more cases in the future.
+genetic_data_cont_endpoint = pd.read_csv(
+    'data/GAMETES_Epistasis_2-Way_continuous_endpoint_a_20s_1600her_0.4__maf_0.2_EDM-2_01.tsv.gz',
+    sep='\t',
+    compression='gzip'
+)
+genetic_data_cont_endpoint.rename(columns={'Class': 'class'}, inplace=True)
+genetic_data_cont_endpoint = genetic_data_cont_endpoint.sample(frac=0.25)
+
+genetic_data_mixed_attributes = pd.read_csv(
+    'data/GAMETES_Epistasis_2-Way_mixed_attribute_a_20s_1600her_0.4__maf_0.2_EDM-2_01.tsv.gz',
+    sep='\t',
+    compression='gzip'
+)
+genetic_data_mixed_attributes.rename(columns={'Class': 'class'}, inplace=True)
+genetic_data_mixed_attributes = genetic_data_mixed_attributes.sample(frac=0.25)
+
+genetic_data_missing_values = pd.read_csv(
+    'data/GAMETES_Epistasis_2-Way_missing_values_0.1_a_20s_1600her_0.4__maf_0.2_EDM-2_01.tsv.gz',
+    sep='\t',
+    compression='gzip'
+)
+genetic_data_missing_values.rename(columns={'Class': 'class'}, inplace=True)
+genetic_data_missing_values = genetic_data_missing_values.sample(frac=0.25)
+
+genetic_data_multiclass = pd.read_csv(
+    'data/3Class_Datasets_Loc_2_01.txt',
+    sep='\t'
+)
+genetic_data_multiclass.rename(columns={'Class': 'class'}, inplace=True)
+genetic_data_multiclass = genetic_data_multiclass.sample(frac=0.25)
+
+
+features = genetic_data.drop('class', axis=1).values
+labels = genetic_data['class'].values
+headers = list(genetic_data.drop("class", axis=1))
+
+larger_features = larger_data.drop('class', axis=1).values
+larger_labels = larger_data['class'].values
+larger_headers = list(larger_data.drop('class', axis=1))
+
+features_cont_endpoint = genetic_data_cont_endpoint.drop(
+    'class',
+    axis=1
+).values
+labels_cont_endpoint = genetic_data_cont_endpoint['class'].values
+headers_cont_endpoint = list(genetic_data_cont_endpoint.drop("class", axis=1))
+
+features_mixed_attributes = genetic_data_mixed_attributes.drop(
+    'class',
+    axis=1
+).values
+labels_mixed_attributes = genetic_data_mixed_attributes['class'].values
+headers_mixed_attributes = list(
+    genetic_data_mixed_attributes.drop("class", axis=1)
+)
+
+features_missing_values = genetic_data_missing_values.drop(
+    'class',
+    axis=1
+).values
+labels_missing_values = genetic_data_missing_values['class'].values
+headers_missing_values = list(
+    genetic_data_missing_values.drop("class", axis=1)
+)
+
+features_multiclass, labels_multiclass = genetic_data_multiclass.drop(
+    'class', axis=1).values, genetic_data_multiclass['class'].values
+headers_multiclass = list(genetic_data_multiclass.drop("class", axis=1))
+
+
+# Basic tests for performance of the algorithms in parallel and serial modes
+def test_relieff():
+    """
+    Runtime: Data (Binary Endpoint, Discrete Features): ReliefF Serial
+    """
+    np.random.seed(49082)
+
+    alg = ReliefF(n_features_to_select=2, n_neighbors=10)
+    alg.fit(features, labels)
+
+
+def test_relieff_parallel():
+    """
+    Runtime: Data (Binary Endpoint, Discrete Features): ReliefF parallel
+    """
+    np.random.seed(49082)
+
+    alg = ReliefF(n_features_to_select=2, n_neighbors=10, n_jobs=-1)
+    alg.fit(features, labels)
+
+def test_relieff_parallel_larger_data():
+    """
+    Runtime: Data (Binary Endpoint, Discrete Features):
+    ReliefF parallel larger data
+    """
+    np.random.seed(49082)
+
+    alg = ReliefF(n_features_to_select=2, n_neighbors=10, n_jobs=-1)
+    alg.fit(larger_features, larger_labels)
+
+def test_relieffpercent():
+    """
+    Runtime: Data (Binary Endpoint, Discrete Features):
+    ReliefF with % neighbors
+    """
+    np.random.seed(49082)
+
+    alg = ReliefF(n_features_to_select=2, n_neighbors=0.1)
+    alg.fit(features, labels)
+
+
+def test_surf():
+    """
+    Runtime: Data (Binary Endpoint, Discrete Features): SURF serial
+    """
+    np.random.seed(240932)
+
+    alg = SURF(n_features_to_select=2)
+    alg.fit(features, labels)
+
+
+def test_surf_parallel():
+    """
+    Runtime: Data (Binary Endpoint, Discrete Features): SURF parallel
+    """
+    np.random.seed(240932)
+
+    alg = SURF(n_features_to_select=2, n_jobs=-1)
+    alg.fit(features, labels)
+
+
+def test_surfstar():
+    """
+    Runtime: Data (Binary Endpoint, Discrete Features): SURF* serial
+    """
+    np.random.seed(9238745)
+
+    alg = SURFstar(n_features_to_select=2)
+    alg.fit(features, labels)
+
+
+def test_surfstar_parallel():
+    """
+    Runtime: Data (Binary Endpoint, Discrete Features): SURF* parallel
+    """
+    np.random.seed(9238745)
+
+    alg = SURFstar(n_features_to_select=2, n_jobs=-1)
+    alg.fit(features, labels)
+
+
+def test_multisurfstar():
+    """
+    Runtime: Data (Binary Endpoint, Discrete Features): MultiSURF* serial
+    """
+    np.random.seed(320931)
+
+    alg = MultiSURFstar(n_features_to_select=2)
+    alg.fit(features, labels)
+
+
+def test_multisurfstar_parallel():
+    """
+    Runtime: Data (Binary Endpoint, Discrete Features): MultiSURF* parallel
+    """
+    np.random.seed(320931)
+
+    alg = MultiSURFstar(n_features_to_select=2, n_jobs=-1)
+    alg.fit(features, labels)
+
+
+def test_multisurf():
+    """
+    Runtime: Data (Binary Endpoint, Discrete Features): MultiSURF serial
+    """
+    np.random.seed(320931)
+
+    alg = MultiSURF(n_features_to_select=2)
+    alg.fit(features, labels)
+
+
+def test_multisurf_parallel():
+    """
+    Runtime: Data (Binary Endpoint, Discrete Features): MultiSURF parallel
+    """
+    np.random.seed(320931)
+
+    alg = MultiSURF(n_features_to_select=2, n_jobs=-1)
+    alg.fit(features, labels)
+
+
+def run_parameter_sweep_binary_discrete():
+    """
+    Run a parameter sweep across several combinations of different row and col
+    sizes for our test dataset. Saves a pandas df to disk that we can use
+    for visualizations to confirm performance characteristics.
+
+    To utilize, run `python performance_tests.py sweep`
+    """
+    row_sizes = [200, 400, 800, 1600, 3200]
+    attr_sizes = [25, 50, 100, 200, 400]
+
+    param_sweep_data = pd.DataFrame(columns=attr_sizes, index=row_sizes)
+
+    for row_size in row_sizes:
+        for attr_size in attr_sizes:
+            # import pdb; pdb.set_trace()
+            # sample down to the desired number of rows
+            frac_to_sample = row_size / larger_data.shape[0]
+            data_sample = larger_data.sample(frac=frac_to_sample)
+
+            # sample down to the desired number of attr_size
+            # len(cols) - attr_size - 1, the 1 is for the class column
+            data_sample = data_sample.iloc[
+                :,
+                (len(data_sample.columns)-attr_size-1):
+            ]
+
+            features, labels = (
+                data_sample.drop('class', axis=1).values,
+                data_sample['class'].values
+            )
+            headers = list(data_sample.drop("class", axis=1))
+
+            np.random.seed(49082)
+            def run_algorithm():
+                alg = ReliefF(
+                    n_features_to_select=2,
+                    n_neighbors=10,
+                    n_jobs=-1
+                )
+                alg.fit(features, labels)
+
+            timing = timeit.repeat(run_algorithm, number=1, repeat=5)
+
+            param_sweep_data.loc[row_size,attr_size] = np.mean(timing[1:])
+
+            print('%s rows, %s attributes: %s seconds' % (
+                row_size,
+                attr_size,
+                np.mean(timing[1:]))
+            )
+
+    param_sweep_data.to_csv('param_sweep_data.csv')
+
+test_cases = [
+    test_relieff,
+    test_relieff_parallel,
+    test_relieff_parallel_larger_data,
+    test_relieffpercent,
+    # test_surf,
+    # test_surf_parallel,
+    # test_surfstar,
+    # test_surfstar_parallel,
+    # test_multisurfstar,
+    # test_multisurfstar_parallel,
+    # test_multisurf,
+    # test_multisurf_parallel
+]
+
+if __name__ == '__main__':
+
+    if len(sys.argv) > 1 and sys.argv[1] == 'sweep':
+        run_parameter_sweep_binary_discrete()
+    else:
+        timing_df = pd.DataFrame(columns=['test_case', 'mean', 'std'])
+
+        for test_case in test_cases:
+            timing = timeit.repeat(test_case, number=1, repeat=5)
+            # ignore the first test to avoid high initial overhead
+            # to compile numba functions with small datasets
+            timing = timing[1:]
+            print(test_case.__name__, np.mean(timing), np.std(timing))
+            d = {
+                'test_case' : test_case.__name__,
+                'mean' : np.mean(timing),
+                'std' : np.std(timing)
+            }
+            timing_df = timing_df.append(d, ignore_index = True)
+
+        print(timing_df)
+
+        timing_df.to_csv('timing_benchmarks.csv')
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..2da8799
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,31 @@
+astroid==2.9.0
+flake8==4.0.1
+gprof2dot==2021.2.21
+isort==5.10.1
+joblib==1.1.0
+lazy-object-proxy==1.7.1
+llvmlite==0.37.0
+mccabe==0.6.1
+mypy==0.920
+mypy-extensions==0.4.3
+nose==1.3.7
+numba==0.54.1
+numpy==1.20.3
+pandas==1.3.4
+platformdirs==2.4.0
+pycodestyle==2.8.0
+pydocstyle==6.1.1
+pyflakes==2.4.0
+pylint==2.12.2
+python-dateutil==2.8.2
+pytz==2021.3
+scikit-learn==1.0.1
+scipy==1.7.3
+six==1.16.0
+sklearn==0.0
+snowballstemmer==2.2.0
+threadpoolctl==3.0.0
+toml==0.10.2
+tomli==2.0.0
+typing_extensions==4.0.1
+wrapt==1.13.3
diff --git a/run_performance_benchmark.sh b/run_performance_benchmark.sh
new file mode 100755
index 0000000..8a1c258
--- /dev/null
+++ b/run_performance_benchmark.sh
@@ -0,0 +1,2 @@
+python -m cProfile -o perf_data.pstats performance_tests.py
+gprof2dot -f pstats perf_data.pstats | dot -Tpng -o perfgraph.png
diff --git a/skrebate/relieff.py b/skrebate/relieff.py
index b190056..ef6e5a2 100644
--- a/skrebate/relieff.py
+++ b/skrebate/relieff.py
@@ -7,28 +7,154 @@
     - Ryan J. Urbanowicz (ryanurb@upenn.edu)
     - Weixuan Fu (weixuanf@upenn.edu)
     - and many more generous open source contributors
-Permission is hereby granted, free of charge, to any person obtaining a copy of this software
-and associated documentation files (the "Software"), to deal in the Software without restriction,
-including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense,
-and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so,
-subject to the following conditions:
-The above copyright notice and this permission notice shall be included in all copies or substantial
-portions of the Software.
-THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT
-LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.
-IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,
-WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE
-SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
+Permission is hereby granted, free of charge, to any person obtaining a copy of
+this software and associated documentation files (the "Software"), to deal in
+the Software without restriction, including without limitation the rights to
+use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies
+of the Software, and to permit persons to whom the Software is furnished
+to do so, subject to the following conditions:
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
+EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
+MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.
+IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM,
+DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR
+OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR
+THE USE OR OTHER DEALINGS IN THE SOFTWARE.
 """
 
 from __future__ import print_function
-import numpy as np
+
 import time
-import warnings
 import sys
+from joblib import Parallel, delayed, cpu_count
+from numba import jit
+
+import numpy as np
 from sklearn.base import BaseEstimator
-from joblib import Parallel, delayed
-from .scoring_utils import get_row_missing, ReliefF_compute_scores, get_row_missing_iter
+
+from .scoring_utils import (
+    get_row_missing,
+    ReliefF_compute_scores,
+    get_row_missing_iter,
+)
+
+
+def chunks(lst, n):
+    """Yield successive n-sized chunks from lst."""
+    for i in range(0, len(lst), n):
+        yield lst[i:i + n]
+
+
+# @jit will perform numba jit compilation on this code to speed it up
+# note that functions cannot arbitrarily be compiled via numba, numba
+# supports limited data types so functions must be optimized to support it.
+# nopython = True will prevent a silent fallback if the function cannot
+# be numba compiled for whatever reason.
+@jit(nopython=True)
+def find_neighbors_binary(
+    inst: int,
+    datalen: int,
+    distance_array: np.ndarray,
+    n_neighbors: int,
+    y: np.array,
+) -> np.array:
+    """
+    Identify k nearest hits and k nearest misses for given instance.
+    A hit is a neighbor with the same class value, a miss is the opposite.
+
+    Inputs:
+        inst - the index of the data row (instance) we're looking at
+        datalen - the number of rows in the data
+        distance_array - a 2d array with all pairwise distances
+            we provide lower triangle only, with 0s in the upper triangle
+        n_neighbors - the number of hit neighbors and miss neighbors we want
+            note that the total number of returned neighbors for binary class
+            data is 2 * n_neighbors
+        y - 1d array the class (labels) for the data rows y[i] = i class of i
+    Returns:
+        numpy array of all nearest neighbor indecies
+    """
+
+    dist_vect = np.zeros(datalen)
+    for other_inst in range(datalen):
+        if inst != other_inst:
+            # code to utilize the lower triangle dist matrix
+            if inst < other_inst:
+                dist_vect[other_inst] = distance_array[other_inst][inst]
+            else:
+                dist_vect[other_inst] = distance_array[inst][other_inst]
+        else:
+            # Ensures that target instance is never selected as neighbor.
+            # This allows us to argsort the array to get the indecies of the
+            # closest neighbors while ensuring that we don't include
+            # ints itself (inst - inst = 0)
+            dist_vect[other_inst] = sys.maxsize
+
+    nn_list = [0] * n_neighbors * 2
+    match_count = 0
+    miss_count = 0
+    for nn_index in np.argsort(dist_vect):
+        if nn_index == inst:
+            continue
+
+        # Hit neighbor identified
+        if y[inst] == y[nn_index]:
+            if match_count >= n_neighbors:
+                continue
+
+            nn_list[match_count+miss_count] = nn_index
+            match_count += 1
+        else:
+            # Miss neighbor identified
+            if miss_count >= n_neighbors:
+                continue
+
+            nn_list[match_count+miss_count] = nn_index
+            miss_count += 1
+        if match_count >= n_neighbors and miss_count >= n_neighbors:
+            break
+
+    return np.array(nn_list)
+
+
+# interestingly, this is sometimes faster without numba
+def compute_score_binary(
+    inst_x: np.array,
+    nearest_neighbors_x: np.ndarray,
+    inst_y: np.array,
+    nearest_neighbors_y: np.ndarray
+) -> np.array:
+    """
+    Compute the ReliefF score for a binary dataset
+
+    Input:
+        inst_x - numpy array of instance values
+        nearest_neighbors_x - numpy 2d array containing instance values for
+            nearest neighbors
+        inst_y - class value for instance
+        nearest_neighbors_y - numpy array of class values for nearest neighbors
+
+    Returns:
+        numpy array with a score for each attribute
+    """
+
+    # get diffs
+    diffs = (inst_x != nearest_neighbors_x) * 1
+
+    # compare classes to determine hits and misses
+    hits = np.array((nearest_neighbors_y == inst_y), ndmin=2).T
+
+    # for hits, subtract 1 for each difference
+    # for misses, add 1 for each difference
+
+    # convert to -1 for hits (to penalize diffs)
+    # and 1 for misses (to reward far differences)
+    hits = (hits * -2) + 1
+    diffs *= hits
+
+    return np.nansum(diffs, axis=0)
 
 
 class ReliefF(BaseEstimator):
@@ -38,19 +164,33 @@ class ReliefF(BaseEstimator):
     Igor et al. Overcoming the myopia of inductive learning
     algorithms with RELIEFF (1997), Applied Intelligence, 7(1), p39-55"""
 
-    """Note that ReliefF class establishes core functionality that is inherited by all other Relief-based algorithms.
-    Assumes: * There are no missing values in the label/outcome/dependent variable.
-             * For ReliefF, the setting of k is <= to the number of instances that have the least frequent class label
+    """Note that ReliefF class establishes core functionality that is inherited
+    by all other Relief-based algorithms.
+    Assumes: * There are no missing values in the
+                    label/outcome/dependent variable.
+             * For ReliefF, the setting of k is <= to the number
+                    of instances that have the least frequent class label
              (binary and multiclass endpoint data. """
 
-    def __init__(self, n_features_to_select=10, n_neighbors=100, discrete_threshold=10, verbose=False, n_jobs=1,weight_final_scores=False,rank_absolute=False):
-        """Sets up ReliefF to perform feature selection. Note that an approximation of the original 'Relief'
-        algorithm may be run by setting 'n_features_to_select' to 1. Also note that the original Relief parameter 'm'
-        is not included in this software. 'm' specifies the number of random training instances out of 'n' (total
-        training instances) used to update feature scores. Since scores are most representative when m=n, all
-        available training instances are utilized in all Relief-based algorithm score updates here. If the user
-        wishes to utilize a smaller 'm' in Relief-based scoring, simply pass any of these algorithms a subset of the
-        original training dataset samples.
+    def __init__(self,
+                 n_features_to_select=10,
+                 n_neighbors=100,
+                 discrete_threshold=10,
+                 verbose=False,
+                 n_jobs=1,
+                 weight_final_scores=False,
+                 rank_absolute=False):
+        """Sets up ReliefF to perform feature selection. Note that an
+        approximation of the original 'Relief' algorithm may be run by setting
+        'n_features_to_select' to 1. Also note that the original Relief
+        parameter 'm' is not included in this software. 'm' specifies the
+        number of random training instances out of 'n'
+        (total training instances) used to update feature scores.
+        Since scores are most representative when m=n, all available training
+        instances are utilized in all Relief-based algorithm score updates
+        here. If the user wishes to utilize a smaller 'm' in Relief-based
+        scoring, simply pass any of these algorithms a subset of the original
+        training dataset samples.
         Parameters
         ----------
         n_features_to_select: int (default: 10)
@@ -58,23 +198,27 @@ def __init__(self, n_features_to_select=10, n_neighbors=100, discrete_threshold=
             retain after feature selection is applied.
         n_neighbors: int or float (default: 100)
             The number of neighbors to consider when assigning feature
-            importance scores. If a float number is provided, that percentage of
-            training samples is used as the number of neighbors.
+            importance scores. If a float number is provided, that percentage
+            of training samples is used as the number of neighbors.
             More neighbors results in more accurate scores, but takes longer.
         discrete_threshold: int (default: 10)
             Value used to determine if a feature is discrete or continuous.
-            If the number of unique levels in a feature is > discrete_threshold, then it is
-            considered continuous, or discrete otherwise.
+            If the number of unique levels in a feature is >
+            discrete_threshold, then it is considered continuous,
+            or discrete otherwise.
         verbose: bool (default: False)
             If True, output timing of distance array and scoring
         n_jobs: int (default: 1)
-            The number of cores to dedicate to computing the scores with joblib.
-            Assigning this parameter to -1 will dedicate as many cores as are available on your system.
-            We recommend setting this parameter to -1 to speed up the algorithm as much as possible.
+            The number of cores to dedicate to computing the scores
+            with joblib. Assigning this parameter to -1 will dedicate as
+            many cores as are available on your system. We recommend setting
+            this parameter to -1 to speed up the algorithm as much as possible.
          weight_final_scores: bool (default: False)
-            Whether to multiply given weights (in fit) to final scores. Only applicable if weights are given.
+            Whether to multiply given weights (in fit) to final scores.
+            Only applicable if weights are given.
         rank_absolute: bool (default: False)
-            Whether to give top features as by ranking features by absolute value.
+            Whether to give top features as by ranking
+            features by absolute value.
         """
         self.n_features_to_select = n_features_to_select
         self.n_neighbors = n_neighbors
@@ -84,9 +228,9 @@ def __init__(self, n_features_to_select=10, n_neighbors=100, discrete_threshold=
         self.weight_final_scores = weight_final_scores
         self.rank_absolute = rank_absolute
 
-    #=========================================================================#
     def fit(self, X, y, weights=None):
-        """Scikit-learn required: Computes the feature importance scores from the training data.
+        """Scikit-learn required: Computes the feature importance scores from
+            the training data.
         Parameters
         ----------
         X: array-like {n_samples, n_features}
@@ -99,34 +243,49 @@ def fit(self, X, y, weights=None):
         -------
         Copy of the ReliefF instance
         """
-        self._X = X  # matrix of predictive variables ('independent variables')
-        self._y = y  # vector of values for outcome variable ('dependent variable')
+        # matrix of predictive variables
+        # ('independent variables')
+        self._X = X
+
+        # vector of values for outcome variable
+        # ('dependent variable')
+        self._y = y
+
         if isinstance(weights, np.ndarray):
             if isinstance(weights, np.ndarray):
                 if len(weights) != len(X[0]):
-                    raise Exception('Dimension of weights param must match number of features')
+                    raise Exception(
+                        'Dimension of weights param'
+                        'must match number of features'
+                    )
             elif isinstance(weights, list):
                 if len(weights) != len(X[0]):
-                    raise Exception('Dimension of weights param must match number of features')
+                    raise Exception('Dimension of weights \
+                        param must match number of features')
                 weights = np.ndarray(weights)
             else:
                 raise Exception('weights param must be numpy array or list')
 
         self._weights = weights
 
-        # Set up the properties for ReliefF -------------------------------------------------------------------------------------
+        # Set up the properties for ReliefF
         self._datalen = len(self._X)  # Number of training instances ('n')
 
-        """"Below: Handles special case where user requests that a proportion of training instances be neighbors for
-        ReliefF rather than a specified 'k' number of neighbors.  Note that if k is specified, then k 'hits' and k
-        'misses' will be used to update feature scores.  Thus total number of neighbors is 2k. If instead a proportion
-        is specified (say 0.1 out of 1000 instances) this represents the total number of neighbors (e.g. 100). In this
-        case, k would be set to 50 (i.e. 50 hits and 50 misses). """
+        # Below: Handles special case where user requests that a proportion
+        # of training instances be neighbors for ReliefF rather than a
+        # specified 'k' number of neighbors.  Note that if k is specified,
+        # then k 'hits' and k 'misses' will be used to update feature scores.
+        # Thus total number of neighbors is 2k. If instead a proportion
+        # is specified (say 0.1 out of 1000 instances) this represents the
+        # total number of neighbors (e.g. 100). In this case, k would be set
+        # to 50 (i.e. 50 hits and 50 misses).
         if hasattr(self, 'n_neighbors') and type(self.n_neighbors) is float:
-            # Halve the number of neighbors because ReliefF uses n_neighbors matches and n_neighbors misses
+            # Halve the number of neighbors because ReliefF uses n_neighbors
+            # matches and n_neighbors misses
             self.n_neighbors = int(self.n_neighbors * self._datalen * 0.5)
 
-        # Number of unique outcome (label) values (used to determine outcome variable type)
+        # Number of unique outcome (label) values
+        # (used to determine outcome variable type)
         self._label_list = list(set(self._y))
         # Determine if label is discrete
         discrete_label = (len(self._label_list) <= self.discrete_threshold)
@@ -146,28 +305,36 @@ def fit(self, X, y, weights=None):
             self._class_type = 'continuous'
             self.mcmap = 0
 
-        # Training labels standard deviation -- only used if the training labels are continuous
+        # Training labels standard deviation --
+        # only used if the training labels are continuous
         self._labels_std = 0.
         if len(self._label_list) > self.discrete_threshold:
             self._labels_std = np.std(self._y, ddof=1)
 
-        self._num_attributes = len(self._X[0])  # Number of features in training data
-        
+        # Number of features in training data
+        self._num_attributes = len(self._X[0])
+
         # Number of missing data values in predictor variable matrix.
         self._missing_data_count = np.isnan(self._X).sum()
 
-        """Assign internal headers for the features (scikit-learn does not accept external headers from dataset):
-        The pre_normalize() function relies on the headers being ordered, e.g., X01, X02, etc.
-        If this is changed, then the sort in the pre_normalize() function needs to be adapted as well. """
+        # Assign internal headers for the features (scikit-learn does
+        # not accept external headers from dataset):
+        #     The pre_normalize() function relies on the headers
+        #     being ordered, e.g., X01, X02, etc.
+        # If this is changed, then the sort in the pre_normalize()
+        #     function needs to be adapted as well.
         xlen = len(self._X[0])
         mxlen = len(str(xlen + 1))
-        self._headers = ['X{}'.format(str(i).zfill(mxlen)) for i in range(1, xlen + 1)]
+        self._headers = ['X{}'.format(str(i).zfill(mxlen))
+                         for i in range(1, xlen + 1)]
 
         start = time.time()  # Runtime tracking
 
-        # Determine data types for all features/attributes in training data (i.e. discrete or continuous)
+        # Determine data types for all features/attributes
+        # in training data (i.e. discrete or continuous)
         C = D = False
-        # Examines each feature and applies discrete_threshold to determine variable type.
+        # Examines each feature and applies discrete_threshold
+        # to determine variable type.
         self.attr = self._get_attribute_info()
         for key in self.attr.keys():
             if self.attr[key][0] == 'discrete':
@@ -175,7 +342,9 @@ def fit(self, X, y, weights=None):
             if self.attr[key][0] == 'continuous':
                 C = True
 
-        # For downstream computational efficiency, determine if dataset is comprised of all discrete, all continuous, or a mix of discrete/continuous features.
+        # For downstream computational efficiency, determine
+        # if dataset is comprised of all discrete, all continuous,
+        # or a mix of discrete/continuous features.
         if C and D:
             self.data_type = 'mixed'
         elif D and not C:
@@ -184,28 +353,32 @@ def fit(self, X, y, weights=None):
             self.data_type = 'continuous'
         else:
             raise ValueError('Invalid data type in data set.')
-        #--------------------------------------------------------------------------------------------------------------------
 
-        # Compute the distance array between all data points ----------------------------------------------------------------
-        # For downstream efficiency, separate features in dataset by type (i.e. discrete/continuous)
+        # Compute the distance array between all data points
+        # For downstream efficiency, separate features
+        # in dataset by type (i.e. discrete/continuous)
         diffs, cidx, didx = self._dtype_array()
-        cdiffs = diffs[cidx]  # max/min continuous value difference for continuous features.
+        cdiffs = diffs[cidx]  # max/min continuous value
+        # difference for continuous features.
 
         xc = self._X[:, cidx]  # Subset of continuous-valued feature data
         xd = self._X[:, didx]  # Subset of discrete-valued feature data
 
-        """ For efficiency, the distance array is computed more efficiently for data with no missing values.
-        This distance array will only be used to identify nearest neighbors. """
+        # For efficiency, the distance array is computed more efficiently
+        # for data with no missing values. This distance array will only be
+        # used to identify nearest neighbors.
         if self._missing_data_count > 0:
             if not isinstance(self._weights, np.ndarray):
                 self._distance_array = self._distarray_missing(xc, xd, cdiffs)
             else:
-                self._distance_array = self._distarray_missing_iter(xc, xd, cdiffs, self._weights)
+                self._distance_array = \
+                    self._distarray_missing_iter(xc, xd, cdiffs, self._weights)
         else:
             if not isinstance(self._weights, np.ndarray):
                 self._distance_array = self._distarray_no_missing(xc, xd)
             else:
-                self._distance_array = self._distarray_no_missing_iter(xc, xd, self._weights)
+                self._distance_array = \
+                    self._distarray_no_missing_iter(xc, xd, self._weights)
 
         if self.verbose:
             elapsed = time.time() - start
@@ -213,10 +386,11 @@ def fit(self, X, y, weights=None):
             print('Feature scoring under way ...')
 
         start = time.time()
-       #--------------------------------------------------------------------------------------------------------------------
-
-       # Run remainder of algorithm (i.e. identification of 'neighbors' for each instance, and feature scoring).------------
-        # Stores feature importance scores for ReliefF or respective Relief-based algorithm.
+        # Run remainder of algorithm
+        # (i.e. identification of 'neighbors' for each instance,
+        # and feature scoring).
+        # Stores feature importance scores for ReliefF or
+        # respective Relief-based algorithm.
         self.feature_importances_ = self._run_algorithm()
 
         # Delete the internal distance array because it is no longer needed
@@ -228,15 +402,16 @@ def fit(self, X, y, weights=None):
 
         # Compute indices of top features
         if self.rank_absolute:
-            self.top_features_ = np.argsort(np.absolute(self.feature_importances_))[::-1]
+            self.top_features_ = np.argsort(
+                np.absolute(self.feature_importances_))[::-1]
         else:
             self.top_features_ = np.argsort(self.feature_importances_)[::-1]
 
         return self
 
-    #=========================================================================#
     def transform(self, X):
-        """Scikit-learn required: Reduces the feature set down to the top `n_features_to_select` features.
+        """Scikit-learn required: Reduces the feature set down
+        to the top `n_features_to_select` features.
         Parameters
         ----------
         X: array-like {n_samples, n_features}
@@ -247,13 +422,15 @@ def transform(self, X):
             Reduced feature matrix
         """
         if self._num_attributes < self.n_features_to_select:
-            raise ValueError('Number of features to select is larger than the number of features in the dataset.')
-        
+            raise ValueError('Number of features to select is \
+                larger than the number of features in the dataset.')
+
         return X[:, self.top_features_[:self.n_features_to_select]]
 
-    #=========================================================================#
     def fit_transform(self, X, y):
-        """Scikit-learn required: Computes the feature importance scores from the training data, then reduces the feature set down to the top `n_features_to_select` features.
+        """Scikit-learn required: Computes the feature importance
+        scores from the training data, then reduces the feature set
+        down to the top `n_features_to_select` features.
         Parameters
         ----------
         X: array-like {n_samples, n_features}
@@ -269,13 +446,20 @@ def fit_transform(self, X, y):
 
         return self.transform(X)
 
-######################### SUPPORTING FUNCTIONS ###########################
+    # SUPPORTING FUNCTIONS
     def _getMultiClassMap(self):
-        """ Relief algorithms handle the scoring updates a little differently for data with multiclass outcomes. In ReBATE we implement multiclass scoring in line with
-        the strategy described by Kononenko 1994 within the RELIEF-F variant which was suggested to outperform the RELIEF-E multiclass variant. This strategy weights
-        score updates derived from misses of different classes by the class frequency observed in the training data. 'The idea is that the algorithm should estimate the
-        ability of attributes to separate each pair of classes regardless of which two classes are closest to each other'.  In this method we prepare for this normalization
-        by creating a class dictionary, and storing respective class frequencies. This is needed for ReliefF multiclass score update normalizations. """
+        """ Relief algorithms handle the scoring updates a little differently
+        for data with multiclass outcomes. In ReBATE we implement multiclass
+        scoring in line with the strategy described by Kononenko 1994 within
+        the RELIEF-F variant which was suggested to outperform the RELIEF-E
+        multiclass variant. This strategy weights score updates derived from
+        misses of different classes by the class frequency observed in the
+        training data. 'The idea is that the algorithm should estimate the
+        ability of attributes to separate each pair of classes regardless of
+        which two classes are closest to each other'.  In this method we
+        prepare for this normalization by creating a class dictionary, and
+        storing respective class frequencies. This is needed for ReliefF
+        multiclass score update normalizations. """
         mcmap = dict()
 
         for i in range(self._datalen):
@@ -290,7 +474,9 @@ def _getMultiClassMap(self):
         return mcmap
 
     def _get_attribute_info(self):
-        """ Preprocess the training dataset to identify which features/attributes are discrete vs. continuous valued. Ignores missing values in this determination."""
+        """ Preprocess the training dataset to identify which
+        features/attributes are discrete vs. continuous valued.
+        Ignores missing values in this determination."""
         attr = dict()
         d = 0
         limit = self.discrete_threshold
@@ -300,7 +486,8 @@ def _get_attribute_info(self):
             h = self._headers[idx]
             z = w[idx]
             if self._missing_data_count > 0:
-                z = z[np.logical_not(np.isnan(z))]  # Exclude any missing values from consideration
+                # Exclude any missing values from consideration
+                z = z[np.logical_not(np.isnan(z))]
             zlen = len(np.unique(z))
             if zlen <= limit:
                 attr[h] = ('discrete', 0, 0, 0, 0)
@@ -310,20 +497,26 @@ def _get_attribute_info(self):
                 mn = np.min(z)
                 sd = np.std(z)
                 attr[h] = ('continuous', mx, mn, mx - mn, sd)
-        # For each feature/attribute we store (type, max value, min value, max min difference, average, standard deviation) - the latter three values are set to zero if feature is discrete.
+        # For each feature/attribute we store (type, max value, min value,
+        # max min difference, average, standard deviation) - the latter three
+        # values are set to zero if feature is discrete.
         return attr
 
     def _distarray_no_missing(self, xc, xd):
-        """Distance array calculation for data with no missing values. The 'pdist() function outputs a condense distance array, and squareform() converts this vector-form
+        """Distance array calculation for data with no missing values.
+        The 'pdist() function outputs a condense distance array, and
+        squareform() converts this vector-form
         distance vector to a square-form, redundant distance matrix.
-        *This could be a target for saving memory in the future, by not needing to expand to the redundant square-form matrix. """
+        *This could be a target for saving memory in the future,
+        by not needing to expand to the redundant square-form matrix. """
         from scipy.spatial.distance import pdist, squareform
 
-        #------------------------------------------#
         def pre_normalize(x):
-            """Normalizes continuous features so they are in the same range (0 to 1)"""
+            """Normalizes continuous features so they are in the
+            same range (0 to 1)"""
             idx = 0
-            # goes through all named features (doesn really need to) this method is only applied to continuous features
+            # goes through all named features (doesn really need to)
+            # this method is only applied to continuous features
             for i in sorted(self.attr.keys()):
                 if self.attr[i][0] == 'discrete':
                     continue
@@ -333,23 +526,24 @@ def pre_normalize(x):
                 x[:, idx] /= diff
                 idx += 1
             return x
-        #------------------------------------------#
 
-        if self.data_type == 'discrete':  # discrete features only
+        # discrete features only
+        if self.data_type == 'discrete':
             return squareform(pdist(self._X, metric='hamming'))
-        elif self.data_type == 'mixed':  # mix of discrete and continuous features
+        # mix of discrete and continuous features
+        elif self.data_type == 'mixed':
             d_dist = squareform(pdist(xd, metric='hamming'))
             # Cityblock is also known as Manhattan distance
             c_dist = squareform(pdist(pre_normalize(xc), metric='cityblock'))
             return np.add(d_dist * self._num_attributes, c_dist)
 
-        else: #continuous features only
-            #xc = pre_normalize(xc)
+        else:  # continuous features only
+            # xc = pre_normalize(xc)
             return squareform(pdist(pre_normalize(xc), metric='cityblock'))
 
-    #==================================================================#
     def _dtype_array(self):
-        """Return mask for discrete(0)/continuous(1) attributes and their indices. Return array of max/min diffs of attributes."""
+        """Return mask for discrete(0)/continuous(1) attributes and their
+         indices. Return array of max/min diffs of attributes."""
         attrtype = []
         attrdiff = []
 
@@ -367,38 +561,57 @@ def _dtype_array(self):
         attrdiff = np.array(attrdiff)
 
         return attrdiff, cidx, didx
-    #==================================================================#
+
     def _distarray_missing(self, xc, xd, cdiffs):
         """Distance array calculation for data with missing values"""
         cindices = []
         dindices = []
-        # Get Boolean mask locating missing values for continuous and discrete features separately. These correspond to xc and xd respectively.
+        # Get Boolean mask locating missing values for continuous and
+        # discrete features separately. These correspond to
+        # xc and xd respectively.
         for i in range(self._datalen):
             cindices.append(np.where(np.isnan(xc[i]))[0])
             dindices.append(np.where(np.isnan(xd[i]))[0])
 
         if self.n_jobs != 1:
             dist_array = Parallel(n_jobs=self.n_jobs)(delayed(get_row_missing)(
-                xc, xd, cdiffs, index, cindices, dindices) for index in range(self._datalen))
+                xc, xd, cdiffs, index, cindices, dindices)
+                for index in range(self._datalen))
         else:
-            # For each instance calculate distance from all other instances (in non-redundant manner) (i.e. computes triangle, and puts zeros in for rest to form square).
-            dist_array = [get_row_missing(xc, xd, cdiffs, index, cindices, dindices)
-                          for index in range(self._datalen)]
+            # For each instance calculate distance from all other
+            # instances (in non-redundant manner) (i.e. computes triangle,
+            # and puts zeros in for rest to form square).
+            dist_array = [
+                get_row_missing(xc, xd, cdiffs, index, cindices, dindices)
+                for index in range(self._datalen)]
+
+        if type(self) == ReliefF:
+            # Pad the array with zeros back to square form so we can use
+            # numba operations later. Numba gets very confused with variable
+            # sized rows - as the array is interpreted as object type.
+            for i in range(len(dist_array)):
+                dist_array[i] = np.pad(dist_array[i], (0, self._datalen - i))
+
+            return np.array(dist_array, dtype='float64')
 
         return np.array(dist_array)
-    #==================================================================#
+
     # For Iter Relief
     def _distarray_no_missing_iter(self, xc, xd, weights):
-        """Distance array calculation for data with no missing values. The 'pdist() function outputs a condense distance array, and squareform() converts this vector-form
+        """Distance array calculation for data with no missing values.
+        The 'pdist() function outputs a condense distance array, and
+        squareform() converts this vector-form
         distance vector to a square-form, redundant distance matrix.
-        *This could be a target for saving memory in the future, by not needing to expand to the redundant square-form matrix. """
+        *This could be a target for saving memory in the future, by not
+        needing to expand to the redundant square-form matrix. """
         from scipy.spatial.distance import pdist, squareform
 
-        # ------------------------------------------#
         def pre_normalize(x):
-            """Normalizes continuous features so they are in the same range (0 to 1)"""
+            """Normalizes continuous features so they are in the
+            same range (0 to 1)"""
             idx = 0
-            # goes through all named features (doesn really need to) this method is only applied to continuous features
+            # goes through all named features (doesn really need to)
+            # this method is only applied to continuous features
             for i in sorted(self.attr.keys()):
                 if self.attr[i][0] == 'discrete':
                     continue
@@ -409,48 +622,93 @@ def pre_normalize(x):
                 idx += 1
             return x
 
-        # ------------------------------------------#
-
-        if self.data_type == 'discrete':  # discrete features only
+        # discrete features only
+        if self.data_type == 'discrete':
             return squareform(pdist(self._X, metric='hamming', w=weights))
-        elif self.data_type == 'mixed':  # mix of discrete and continuous features
+        # mix of discrete and continuous features
+        elif self.data_type == 'mixed':
             d_dist = squareform(pdist(xd, metric='hamming', w=weights))
             # Cityblock is also known as Manhattan distance
-            c_dist = squareform(pdist(pre_normalize(xc), metric='cityblock', w=weights))
+            c_dist = squareform(
+                pdist(pre_normalize(xc), metric='cityblock', w=weights))
             return np.add(d_dist, c_dist) / self._num_attributes
 
         else:  # continuous features only
             # xc = pre_normalize(xc)
-            return squareform(pdist(pre_normalize(xc), metric='cityblock', w=weights))
-
-    # ==================================================================#
+            return squareform(
+                pdist(pre_normalize(xc), metric='cityblock', w=weights))
 
     # For Iterrelief - get_row_missing_iter is called
-    def _distarray_missing_iter(self, xc, xd, cdiffs, weights):
+    def _distarray_missing_iter(self, xc, xd, cdiffs, weights, pad_mode=False):
         """Distance array calculation for data with missing values"""
         cindices = []
         dindices = []
-        # Get Boolean mask locating missing values for continuous and discrete features separately. These correspond to xc and xd respectively.
+        # Get Boolean mask locating missing values for continuous and discrete
+        # features separately. These correspond to xc and xd respectively.
         for i in range(self._datalen):
             cindices.append(np.where(np.isnan(xc[i]))[0])
             dindices.append(np.where(np.isnan(xd[i]))[0])
 
         if self.n_jobs != 1:
-            dist_array = Parallel(n_jobs=self.n_jobs)(delayed(get_row_missing_iter)(
-                xc, xd, cdiffs, index, cindices, dindices, weights) for index in range(self._datalen))
+            dist_array = Parallel(n_jobs=self.n_jobs)
+            (
+                delayed(get_row_missing_iter)(
+                        xc, xd, cdiffs, index, cindices, dindices, weights
+                    ) for index in range(self._datalen)
+            )
         else:
-            # For each instance calculate distance from all other instances (in non-redundant manner) (i.e. computes triangle, and puts zeros in for rest to form square).
-            dist_array = [get_row_missing_iter(xc, xd, cdiffs, index, cindices, dindices, weights)
-                          for index in range(self._datalen)]
+            # For each instance calculate distance from all other instances
+            # (in non-redundant manner) (i.e. computes triangle, and puts
+            # zeros in for rest to form square).
+            dist_array = [get_row_missing_iter(
+                xc, xd, cdiffs, index, cindices, dindices, weights)
+                 for index in range(self._datalen)]
+
+        if type(self) == ReliefF:
+            # Pad the array with zeros back to square form so we can use
+            # numba operations later. Numba gets very confused with variable
+            # sized rows - as the array is interpreted as object type.
+            for i in range(len(dist_array)):
+                dist_array[i] = np.pad(dist_array[i], (0, self._datalen - i))
+
+            return np.array(dist_array, dtype='float64')
 
         return np.array(dist_array)
-    # ==================================================================#
 
-############################# ReliefF ############################################
+    def _find_neighbors_batch(self, instances):
+        res = []
+        for inst in instances:
+            res.append(self._find_neighbors(inst))
+
+        return np.array(res)
 
     def _find_neighbors(self, inst):
-        """ Identify k nearest hits and k nearest misses for given instance. This is accomplished differently based on the type of endpoint (i.e. binary, multiclass, and continuous). """
-        # Make a vector of distances between target instance (inst) and all others
+        """ Identify k nearest hits and k nearest misses for given instance.
+        This is accomplished differently based on the type of endpoint
+        (i.e. binary, multiclass, and continuous). """
+
+        if self._class_type == 'binary':
+            return find_neighbors_binary(
+                    inst,
+                    self._datalen,
+                    self._distance_array,
+                    self.n_neighbors,
+                    self._y
+                )
+        elif self._class_type == 'multiclass':
+            # TODO - implement speedup
+            # Leaving this in to show how the pattern would work with
+            # additional performance optimization in each case
+            pass
+        else:
+            # continuous
+            # TODO - implement speedup
+            # Leaving this in to show how the pattern would work with
+            # additional performance optimization in each case
+            pass
+
+        # Make a vector of distances between target instance
+        # (inst) and all others
         dist_vect = []
         for j in range(self._datalen):
             if inst != j:
@@ -464,14 +722,15 @@ def _find_neighbors(self, inst):
 
         dist_vect = np.array(dist_vect)
 
-        # Identify neighbors-------------------------------------------------------
+        # Identify neighbors
         """ NN for Binary Endpoints: """
         if self._class_type == 'binary':
             nn_list = []
             match_count = 0
             miss_count = 0
             for nn_index in np.argsort(dist_vect):
-                if self._y[inst] == self._y[nn_index]:  # Hit neighbor identified
+                if self._y[inst] == self._y[nn_index]:
+                    # Hit neighbor identified
                     if match_count >= self.n_neighbors:
                         continue
                     nn_list.append(nn_index)
@@ -482,7 +741,8 @@ def _find_neighbors(self, inst):
                     nn_list.append(nn_index)
                     miss_count += 1
 
-                if match_count >= self.n_neighbors and miss_count >= self.n_neighbors:
+                if match_count >= self.n_neighbors and \
+                        miss_count >= self.n_neighbors:
                     break
 
         elif self._class_type == 'multiclass':
@@ -490,7 +750,8 @@ def _find_neighbors(self, inst):
             match_count = 0
             miss_count = dict.fromkeys(self._label_list, 0)
             for nn_index in np.argsort(dist_vect):
-                if self._y[inst] == self._y[nn_index]:  # Hit neighbor identified
+                if self._y[inst] == self._y[nn_index]:
+                    # Hit neighbor identified
                     if match_count >= self.n_neighbors:
                         continue
                     nn_list.append(nn_index)
@@ -503,14 +764,18 @@ def _find_neighbors(self, inst):
                             nn_list.append(nn_index)
                             miss_count[label] += 1
 
-                if match_count >= self.n_neighbors and all(v >= self.n_neighbors for v in miss_count.values()):
+                if match_count >= self.n_neighbors and \
+                        all(
+                            v >= self.n_neighbors for v in miss_count.values()
+                        ):
                     break
         else:
             nn_list = []
             match_count = 0
             miss_count = 0
             for nn_index in np.argsort(dist_vect):
-                if abs(self._y[inst]-self._y[nn_index]) < self._labels_std:  # Hit neighbor identified
+                if abs(self._y[inst]-self._y[nn_index]) < self._labels_std:
+                    # Hit neighbor identified
                     if match_count >= self.n_neighbors:
                         continue
                     nn_list.append(nn_index)
@@ -521,31 +786,88 @@ def _find_neighbors(self, inst):
                     nn_list.append(nn_index)
                     miss_count += 1
 
-                if match_count >= self.n_neighbors and miss_count >= self.n_neighbors:
+                if match_count >= self.n_neighbors and \
+                        miss_count >= self.n_neighbors:
                     break
         return np.array(nn_list)
 
     def _run_algorithm(self):
-        """ Runs nearest neighbor (NN) identification and feature scoring to yield ReliefF scores. """
+        """ Runs nearest neighbor (NN) identification and feature scoring
+        to yield ReliefF scores. """
 
         # Find nearest neighbors
-        NNlist = map(self._find_neighbors, range(self._datalen))
+        if self.n_jobs != 1:
+            # we'll use this as an approx number of chunks for now
+            # chunking here seems to work better in testing - not clear why it
+            # does better than Parallel's built-in chunking
+            num_chunks = cpu_count() * 2
+            inst_chunks = list(chunks(range(self._datalen), num_chunks))
+            NNlist = np.concatenate(
+                Parallel(n_jobs=self.n_jobs)(
+                    delayed(self._find_neighbors_batch)(chunk)
+                    for chunk in inst_chunks
+                )
+            )
+        else:
+            NNlist = map(self._find_neighbors, range(self._datalen))
 
-        # Feature scoring - using identified nearest neighbors
         nan_entries = np.isnan(self._X)  # boolean mask for missing data values
-
-        # Call the scoring method for the ReliefF algorithm
         if isinstance(self._weights, np.ndarray) and self.weight_final_scores:
             # Call the scoring method for the ReliefF algorithm for IRelief
+
             scores = np.sum(Parallel(n_jobs=self.n_jobs)(delayed(
-                ReliefF_compute_scores)(instance_num, self.attr, nan_entries, self._num_attributes, self.mcmap,
-                                        NN, self._headers, self._class_type, self._X, self._y, self._labels_std, self.data_type, self._weights)
-                                                         for instance_num, NN in zip(range(self._datalen), NNlist)), axis=0)
+                ReliefF_compute_scores)(
+                    instance_num,
+                    self.attr,
+                    nan_entries,
+                    self._num_attributes,
+                    self.mcmap,
+                    NN,
+                    self._headers,
+                    self._class_type,
+                    self._X,
+                    self._y,
+                    self._labels_std,
+                    self.data_type,
+                    self._weights
+                ) for instance_num, NN in zip(
+                        range(self._datalen),
+                        NNlist)
+            ), axis=0)
         else:
             # Call the scoring method for the ReliefF algorithm
-            scores = np.sum(Parallel(n_jobs=self.n_jobs)(delayed(
-                ReliefF_compute_scores)(instance_num, self.attr, nan_entries, self._num_attributes, self.mcmap,
-                                        NN, self._headers, self._class_type, self._X, self._y, self._labels_std, self.data_type)
-                                                         for instance_num, NN in zip(range(self._datalen), NNlist)), axis=0)
+
+            if self._class_type == 'binary' and \
+                    all([x[0] == 'discrete' for x in self.attr.values()]):
+                # use optimized function
+                scores = np.sum(Parallel(n_jobs=self.n_jobs)(
+                    delayed(compute_score_binary)(
+                        self._X[instance_num],
+                        self._X[NNs],
+                        self._y[instance_num],
+                        self._y[NNs]
+                    ) for instance_num, NNs in zip(
+                        range(self._datalen),
+                        NNlist)
+                ), axis=0) / (self._datalen * self.n_neighbors * 2)
+            else:
+                scores = np.sum(Parallel(n_jobs=self.n_jobs)(
+                    delayed(ReliefF_compute_scores)(
+                        instance_num,
+                        self.attr,
+                        nan_entries,
+                        self._num_attributes,
+                        self.mcmap,
+                        NN,
+                        self._headers,
+                        self._class_type,
+                        self._X,
+                        self._y,
+                        self._labels_std,
+                        self.data_type
+                    ) for instance_num, NN in zip(
+                        range(self._datalen),
+                        NNlist)
+                ), axis=0)
 
         return np.array(scores)
diff --git a/skrebate/scoring_utils.py b/skrebate/scoring_utils.py
index fd98949..0e12169 100644
--- a/skrebate/scoring_utils.py
+++ b/skrebate/scoring_utils.py
@@ -223,7 +223,7 @@ def compute_score(attr, mcmap, NN, feature, inst, nan_entries, headers, class_ty
                     count_hit += 1
                     if ftype == 'continuous':
 
-                        #diff_hit -= abs(xinstfeature - xNNifeature) / mmdiff  #Hits differently add continuous value differences rather than subtract them 
+                        #diff_hit -= abs(xinstfeature - xNNifeature) / mmdiff  #Hits differently add continuous value differences rather than subtract them
                         diff_hit -= (1-ramp_function(data_type, attr, fname, xinstfeature, xNNifeature)) #Sameness should yield most negative score
                     else: #discrete feature
                         if xinstfeature == xNNifeature: # The same feature value is observed (Used for more efficient 'far' scoring, since there should be fewer same values for 'far' instances)
@@ -231,7 +231,7 @@ def compute_score(attr, mcmap, NN, feature, inst, nan_entries, headers, class_ty
                 else:  # MISS
                     count_miss += 1
                     if ftype == 'continuous':
-                        #diff_miss += abs(xinstfeature - xNNifeature) / mmdiff #Misses differntly subtract continuous value differences rather than add them 
+                        #diff_miss += abs(xinstfeature - xNNifeature) / mmdiff #Misses differntly subtract continuous value differences rather than add them
                         diff_miss += (1-ramp_function(data_type, attr, fname, xinstfeature, xNNifeature)) #Sameness should yield most negative score
                     else: #discrete feature
                         if xinstfeature == xNNifeature: # The same feature value is observed (Used for more efficient 'far' scoring, since there should be fewer same values for 'far' instances)
@@ -271,7 +271,7 @@ def compute_score(attr, mcmap, NN, feature, inst, nan_entries, headers, class_ty
                     count_hit += 1
                     if ftype == 'continuous':
                         #diff_hit -= abs(xinstfeature - xNNifeature) / mmdiff
-                        diff_hit -= ramp_function(data_type, attr, fname, xinstfeature, xNNifeature) 
+                        diff_hit -= ramp_function(data_type, attr, fname, xinstfeature, xNNifeature)
                     else: #discrete feature
                         if xinstfeature != xNNifeature:
                             # Feature score is reduced when we observe feature difference between 'near' instances with the same class.
@@ -293,7 +293,7 @@ def compute_score(attr, mcmap, NN, feature, inst, nan_entries, headers, class_ty
                 if(y[inst] == y[NN[i]]):  # HIT
                     count_hit += 1
                     if ftype == 'continuous':
-                        #diff_hit -= abs(xinstfeature - xNNifeature) / mmdiff  #Hits differently add continuous value differences rather than subtract them 
+                        #diff_hit -= abs(xinstfeature - xNNifeature) / mmdiff  #Hits differently add continuous value differences rather than subtract them
                         diff_hit -= (1-ramp_function(data_type, attr, fname, xinstfeature, xNNifeature)) #Sameness should yield most negative score
                     else: #discrete features
                         if xinstfeature == xNNifeature:
@@ -329,7 +329,7 @@ def compute_score(attr, mcmap, NN, feature, inst, nan_entries, headers, class_ty
                 for each in class_store: #multiclass normalization
                     diff += class_store[each][1] * (class_store[each][0] / count_miss) * len(class_store)# Contribution of given miss class weighted by it's observed frequency within NN set.
                 diff = diff / count_miss #'m' normalization
-            
+
             #Hit component: with 'h' normalization
             if count_hit == 0:
                 pass
diff --git a/skrebate/surf.py b/skrebate/surf.py
index e40c6e0..35fe637 100644
--- a/skrebate/surf.py
+++ b/skrebate/surf.py
@@ -78,6 +78,7 @@ def _find_neighbors(self, inst, avg_dist):
                 if i > inst:
                     locator.reverse()
                 d = self._distance_array[locator[0]][locator[1]]
+
                 if d < avg_dist:  # Defining the neighborhood with an average distance radius.
                     min_indicies.append(i)
         for i in range(len(min_indicies)):
@@ -104,6 +105,7 @@ def _run_algorithm(self):
             scores = np.sum(Parallel(n_jobs=self.n_jobs)(delayed(
                 SURF_compute_scores)(instance_num, self.attr, nan_entries, self._num_attributes, self.mcmap,
                                      NN, self._headers, self._class_type, self._X, self._y, self._labels_std,self.data_type)
-                                                         for instance_num, NN in zip(range(self._datalen), NNlist)),axis=0)
+                                                     for instance_num, NN in zip(range(self._datalen), NNlist)),axis=0)
+
 
         return np.array(scores)
diff --git a/tests.py b/tests.py
index 3ba82a4..588798b 100644
--- a/tests.py
+++ b/tests.py
@@ -26,7 +26,7 @@
 from skrebate import ReliefF, SURF, SURFstar, MultiSURF, MultiSURFstar
 from sklearn.pipeline import make_pipeline
 from sklearn.ensemble import RandomForestClassifier, RandomForestRegressor
-from sklearn.preprocessing import Imputer
+from sklearn.impute import SimpleImputer
 from sklearn.model_selection import cross_val_score
 import pandas as pd
 import numpy as np
@@ -290,7 +290,7 @@ def test_relieff_pipeline_multiclass():
     np.random.seed(49082)
 
     clf = make_pipeline(ReliefF(n_features_to_select=2, n_neighbors=10),
-                        Imputer(),
+                        SimpleImputer(),
                         RandomForestClassifier(n_estimators=100, n_jobs=-1))
 
     assert np.mean(cross_val_score(clf, features_multiclass,
@@ -302,7 +302,7 @@ def test_surf_pipeline_multiclass():
     np.random.seed(240932)
 
     clf = make_pipeline(SURF(n_features_to_select=2),
-                        Imputer(),
+                        SimpleImputer(),
                         RandomForestClassifier(n_estimators=100, n_jobs=-1))
 
     assert np.mean(cross_val_score(clf, features_multiclass,
@@ -314,7 +314,7 @@ def test_surfstar_pipeline_multiclass():
     np.random.seed(9238745)
 
     clf = make_pipeline(SURFstar(n_features_to_select=2),
-                        Imputer(),
+                        SimpleImputer(),
                         RandomForestClassifier(n_estimators=100, n_jobs=-1))
 
     assert np.mean(cross_val_score(clf, features_multiclass,
@@ -326,7 +326,7 @@ def test_multisurfstar_pipeline_multiclass():
     np.random.seed(320931)
 
     clf = make_pipeline(MultiSURFstar(n_features_to_select=2),
-                        Imputer(),
+                        SimpleImputer(),
                         RandomForestClassifier(n_estimators=100, n_jobs=-1))
 
     assert np.mean(cross_val_score(clf, features_multiclass,
@@ -338,7 +338,7 @@ def test_multisurf_pipeline_multiclass():
     np.random.seed(320931)
 
     clf = make_pipeline(MultiSURF(n_features_to_select=2),
-                        Imputer(),
+                        SimpleImputer(),
                         RandomForestClassifier(n_estimators=100, n_jobs=-1))
 
     assert np.mean(cross_val_score(clf, features_multiclass,
@@ -466,7 +466,7 @@ def test_relieff_pipeline_missing_values():
     np.random.seed(49082)
 
     clf = make_pipeline(ReliefF(n_features_to_select=2, n_neighbors=10),
-                        Imputer(),
+                        SimpleImputer(),
                         RandomForestClassifier(n_estimators=100, n_jobs=-1))
 
     assert np.mean(cross_val_score(clf, features_missing_values,
@@ -478,7 +478,7 @@ def test_surf_pipeline_missing_values():
     np.random.seed(240932)
 
     clf = make_pipeline(SURF(n_features_to_select=2),
-                        Imputer(),
+                        SimpleImputer(),
                         RandomForestClassifier(n_estimators=100, n_jobs=-1))
 
     assert np.mean(cross_val_score(clf, features_missing_values,
@@ -490,7 +490,7 @@ def test_surfstar_pipeline_missing_values():
     np.random.seed(9238745)
 
     clf = make_pipeline(SURFstar(n_features_to_select=2),
-                        Imputer(),
+                        SimpleImputer(),
                         RandomForestClassifier(n_estimators=100, n_jobs=-1))
 
     assert np.mean(cross_val_score(clf, features_missing_values,
@@ -502,7 +502,7 @@ def test_multisurfstar_pipeline_missing_values():
     np.random.seed(320931)
 
     clf = make_pipeline(MultiSURFstar(n_features_to_select=2),
-                        Imputer(),
+                        SimpleImputer(),
                         RandomForestClassifier(n_estimators=100, n_jobs=-1))
 
     assert np.mean(cross_val_score(clf, features_missing_values,
@@ -514,7 +514,7 @@ def test_multisurf_pipeline_missing_values():
     np.random.seed(320931)
 
     clf = make_pipeline(MultiSURF(n_features_to_select=2),
-                        Imputer(),
+                        SimpleImputer(),
                         RandomForestClassifier(n_estimators=100, n_jobs=-1))
 
     assert np.mean(cross_val_score(clf, features_missing_values,