diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 8ab9cde..5edf3fc 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -17,4 +17,4 @@ jobs:
     needs: lint
     steps:
       - uses: actions/checkout@v2
-      - run: make
+      - run: make build
diff --git a/Makefile b/Makefile
index 6c53024..bfd0275 100644
--- a/Makefile
+++ b/Makefile
@@ -1,32 +1,18 @@
 REPO           := amancevice/pandas
-STAGES         := lock alpine slim jupyter latest
+STAGES         := lock latest jupyter slim alpine
 PANDAS_VERSION := $(shell grep pandas Pipfile | grep -o '[0-9.]\+')
 
-.PHONY: all clean clobber push
+all: Pipfile.lock
 
-all: $(STAGES)
-
-.docker:
-	mkdir -p $@
-
-.docker/lock:    Pipfile
-.docker/latest:  .docker/jupyter Pipfile.lock
-.docker/jupyter: .docker/latest
-.docker/slim:    .docker/jupyter
-.docker/alpine:  .docker/slim
-.docker/%:     | .docker
-	docker build --iidfile $@ --tag $(REPO):$* --target $* .
-
-Pipfile.lock: .docker/lock
-	docker run --rm --entrypoint cat $$(cat $<) $@ > $@
+build: $(STAGES)
 
 clean:
 	rm -rf .docker
 
 clobber: clean
-	docker image ls $(REPO) --quiet | uniq | xargs docker image rm --force
+	docker image ls --quiet $(REPO) | uniq | xargs docker image rm --force
 
-push: all
+push: build
 	docker image push $(REPO):alpine
 	docker image push $(REPO):slim
 	docker image push $(REPO):jupyter
@@ -45,3 +31,19 @@ latest:
 lock: Pipfile.lock
 
 $(STAGES): %: .docker/%
+
+.PHONY: all build clean clobber push $(STAGES)
+
+Pipfile.lock: Pipfile | .docker/lock
+	docker run --rm --entrypoint cat $(REPO):lock $@ > $@
+
+.docker/lock: Pipfile
+.docker/latest: .docker/lock Pipfile.lock
+.docker/jupyter: .docker/latest
+.docker/slim: .docker/jupyter
+.docker/alpine: .docker/slim
+.docker/%: | .docker
+	docker build --iidfile $@ --tag $(REPO):$* --target $* .
+
+.docker:
+	mkdir -p $@
diff --git a/Pipfile b/Pipfile
index eb6b5aa..997e3f6 100644
--- a/Pipfile
+++ b/Pipfile
@@ -10,4 +10,4 @@ jupyter-book = "*"
 matplotlib = "*"
 
 [packages]
-pandas = "==1.2.0"
+pandas = "==1.2.1"
diff --git a/Pipfile.lock b/Pipfile.lock
index a16881b..275e3b5 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "eb06e17f348d2853ffff6ee8c1780745b47a90396998c400910eaca5acd29af3"
+            "sha256": "2fbb5b0d33c4f50e1279ee1aae9bf1713a242d1551b6370c024d385d96e0a9e1"
         },
         "pipfile-spec": 6,
         "requires": {},
@@ -16,66 +16,66 @@
     "default": {
         "numpy": {
             "hashes": [
-                "sha256:08308c38e44cc926bdfce99498b21eec1f848d24c302519e64203a8da99a97db",
-                "sha256:09c12096d843b90eafd01ea1b3307e78ddd47a55855ad402b157b6c4862197ce",
-                "sha256:13d166f77d6dc02c0a73c1101dd87fdf01339febec1030bd810dcd53fff3b0f1",
-                "sha256:141ec3a3300ab89c7f2b0775289954d193cc8edb621ea05f99db9cb181530512",
-                "sha256:16c1b388cc31a9baa06d91a19366fb99ddbe1c7b205293ed072211ee5bac1ed2",
-                "sha256:18bed2bcb39e3f758296584337966e68d2d5ba6aab7e038688ad53c8f889f757",
-                "sha256:1aeef46a13e51931c0b1cf8ae1168b4a55ecd282e6688fdb0a948cc5a1d5afb9",
-                "sha256:27d3f3b9e3406579a8af3a9f262f5339005dd25e0ecf3cf1559ff8a49ed5cbf2",
-                "sha256:2a2740aa9733d2e5b2dfb33639d98a64c3b0f24765fed86b0fd2aec07f6a0a08",
-                "sha256:4377e10b874e653fe96985c05feed2225c912e328c8a26541f7fc600fb9c637b",
-                "sha256:448ebb1b3bf64c0267d6b09a7cba26b5ae61b6d2dbabff7c91b660c7eccf2bdb",
-                "sha256:50e86c076611212ca62e5a59f518edafe0c0730f7d9195fec718da1a5c2bb1fc",
-                "sha256:5734bdc0342aba9dfc6f04920988140fb41234db42381cf7ccba64169f9fe7ac",
-                "sha256:64324f64f90a9e4ef732be0928be853eee378fd6a01be21a0a8469c4f2682c83",
-                "sha256:6ae6c680f3ebf1cf7ad1d7748868b39d9f900836df774c453c11c5440bc15b36",
-                "sha256:6d7593a705d662be5bfe24111af14763016765f43cb6923ed86223f965f52387",
-                "sha256:8cac8790a6b1ddf88640a9267ee67b1aee7a57dfa2d2dd33999d080bc8ee3a0f",
-                "sha256:8ece138c3a16db8c1ad38f52eb32be6086cc72f403150a79336eb2045723a1ad",
-                "sha256:9eeb7d1d04b117ac0d38719915ae169aa6b61fca227b0b7d198d43728f0c879c",
-                "sha256:a09f98011236a419ee3f49cedc9ef27d7a1651df07810ae430a6b06576e0b414",
-                "sha256:a5d897c14513590a85774180be713f692df6fa8ecf6483e561a6d47309566f37",
-                "sha256:ad6f2ff5b1989a4899bf89800a671d71b1612e5ff40866d1f4d8bcf48d4e5764",
-                "sha256:c42c4b73121caf0ed6cd795512c9c09c52a7287b04d105d112068c1736d7c753",
-                "sha256:cb1017eec5257e9ac6209ac172058c430e834d5d2bc21961dceeb79d111e5909",
-                "sha256:d6c7bb82883680e168b55b49c70af29b84b84abb161cbac2800e8fcb6f2109b6",
-                "sha256:e452dc66e08a4ce642a961f134814258a082832c78c90351b75c41ad16f79f63",
-                "sha256:e5b6ed0f0b42317050c88022349d994fe72bfe35f5908617512cd8c8ef9da2a9",
-                "sha256:e9b30d4bd69498fc0c3fe9db5f62fffbb06b8eb9321f92cc970f2969be5e3949",
-                "sha256:ec149b90019852266fec2341ce1db513b843e496d5a8e8cdb5ced1923a92faab",
-                "sha256:edb01671b3caae1ca00881686003d16c2209e07b7ef8b7639f1867852b948f7c",
-                "sha256:f0d3929fe88ee1c155129ecd82f981b8856c5d97bcb0d5f23e9b4242e79d1de3",
-                "sha256:f29454410db6ef8126c83bd3c968d143304633d45dc57b51252afbd79d700893",
-                "sha256:fe45becb4c2f72a0907c1d0246ea6449fe7a9e2293bb0e11c4e9a32bb0930a15",
-                "sha256:fedbd128668ead37f33917820b704784aff695e0019309ad446a6d0b065b57e4"
+                "sha256:012426a41bc9ab63bb158635aecccc7610e3eff5d31d1eb43bc099debc979d94",
+                "sha256:06fab248a088e439402141ea04f0fffb203723148f6ee791e9c75b3e9e82f080",
+                "sha256:0eef32ca3132a48e43f6a0f5a82cb508f22ce5a3d6f67a8329c81c8e226d3f6e",
+                "sha256:1ded4fce9cfaaf24e7a0ab51b7a87be9038ea1ace7f34b841fe3b6894c721d1c",
+                "sha256:2e55195bc1c6b705bfd8ad6f288b38b11b1af32f3c8289d6c50d47f950c12e76",
+                "sha256:2ea52bd92ab9f768cc64a4c3ef8f4b2580a17af0a5436f6126b08efbd1838371",
+                "sha256:36674959eed6957e61f11c912f71e78857a8d0604171dfd9ce9ad5cbf41c511c",
+                "sha256:384ec0463d1c2671170901994aeb6dce126de0a95ccc3976c43b0038a37329c2",
+                "sha256:39b70c19ec771805081578cc936bbe95336798b7edf4732ed102e7a43ec5c07a",
+                "sha256:400580cbd3cff6ffa6293df2278c75aef2d58d8d93d3c5614cd67981dae68ceb",
+                "sha256:43d4c81d5ffdff6bae58d66a3cd7f54a7acd9a0e7b18d97abb255defc09e3140",
+                "sha256:50a4a0ad0111cc1b71fa32dedd05fa239f7fb5a43a40663269bb5dc7877cfd28",
+                "sha256:603aa0706be710eea8884af807b1b3bc9fb2e49b9f4da439e76000f3b3c6ff0f",
+                "sha256:6149a185cece5ee78d1d196938b2a8f9d09f5a5ebfbba66969302a778d5ddd1d",
+                "sha256:759e4095edc3c1b3ac031f34d9459fa781777a93ccc633a472a5468587a190ff",
+                "sha256:7fb43004bce0ca31d8f13a6eb5e943fa73371381e53f7074ed21a4cb786c32f8",
+                "sha256:811daee36a58dc79cf3d8bdd4a490e4277d0e4b7d103a001a4e73ddb48e7e6aa",
+                "sha256:8b5e972b43c8fc27d56550b4120fe6257fdc15f9301914380b27f74856299fea",
+                "sha256:99abf4f353c3d1a0c7a5f27699482c987cf663b1eac20db59b8c7b061eabd7fc",
+                "sha256:a0d53e51a6cb6f0d9082decb7a4cb6dfb33055308c4c44f53103c073f649af73",
+                "sha256:a12ff4c8ddfee61f90a1633a4c4afd3f7bcb32b11c52026c92a12e1325922d0d",
+                "sha256:a4646724fba402aa7504cd48b4b50e783296b5e10a524c7a6da62e4a8ac9698d",
+                "sha256:a76f502430dd98d7546e1ea2250a7360c065a5fdea52b2dffe8ae7180909b6f4",
+                "sha256:a9d17f2be3b427fbb2bce61e596cf555d6f8a56c222bd2ca148baeeb5e5c783c",
+                "sha256:ab83f24d5c52d60dbc8cd0528759532736b56db58adaa7b5f1f76ad551416a1e",
+                "sha256:aeb9ed923be74e659984e321f609b9ba54a48354bfd168d21a2b072ed1e833ea",
+                "sha256:c843b3f50d1ab7361ca4f0b3639bf691569493a56808a0b0c54a051d260b7dbd",
+                "sha256:cae865b1cae1ec2663d8ea56ef6ff185bad091a5e33ebbadd98de2cfa3fa668f",
+                "sha256:cc6bd4fd593cb261332568485e20a0712883cf631f6f5e8e86a52caa8b2b50ff",
+                "sha256:cf2402002d3d9f91c8b01e66fbb436a4ed01c6498fffed0e4c7566da1d40ee1e",
+                "sha256:d051ec1c64b85ecc69531e1137bb9751c6830772ee5c1c426dbcfe98ef5788d7",
+                "sha256:d6631f2e867676b13026e2846180e2c13c1e11289d67da08d71cacb2cd93d4aa",
+                "sha256:dbd18bcf4889b720ba13a27ec2f2aac1981bd41203b3a3b27ba7a33f88ae4827",
+                "sha256:df609c82f18c5b9f6cb97271f03315ff0dbe481a2a02e56aeb1b1a985ce38e60"
             ],
             "markers": "python_version >= '3.6'",
-            "version": "==1.19.4"
+            "version": "==1.19.5"
         },
         "pandas": {
             "hashes": [
-                "sha256:0be6102dd99910513e75ed6536284743ead810349c51bdeadd2a5b6649f30abb",
-                "sha256:272675a98fa4954b9fc0933df775596fc942e50015d7e75d8f19548808a2bfdf",
-                "sha256:2d8b4f532db37418121831a461fd107d826c240b098f52e7a1b4ab3d5aaa4fb2",
-                "sha256:33318fa24b192b1a4684347ff76679a7267fd4e547da9f71556a5914f0dc10e7",
-                "sha256:3bc6d2be03cb75981d8cbeda09503cd9d6d699fc0dc28a65e197165ad527b7b8",
-                "sha256:43482789c55cbabeed9482263cfc98a11e8fcae900cb63ef038948acb4a72570",
-                "sha256:616478c1bd8fe1e600f521ae2da434e021c11e7a4e5da3451d02906143d3629a",
-                "sha256:6c1a57e4d0d6f9633a07817c44e6b36d81c265fe4c52d0c0505513a2d0f7953c",
-                "sha256:7904ee438549b5223ce8dc008772458dd7c5cf0ccc64cf903e81202400702235",
-                "sha256:7b54c14130a3448d81eed1348f52429c23e27188d9db6e6d4afeae792bc49c11",
-                "sha256:8f92b07cdbfa3704d85b4264e52c216cafe6c0059b0d07cdad8cb29e0b90f2b8",
-                "sha256:91fd0b94e7b98528177a05e6f65efea79d7ef9dec15ee48c7c69fc39fdd87235",
-                "sha256:9c6692cea6d56da8650847172bdb148622f545e7782d17995822434c79d7a211",
-                "sha256:9e18631d996fe131de6cb31a8bdae18965cc8f39eb23fdfbbf42808ecc63dabf",
-                "sha256:cba93d4fd3b0a42858b2b599495aff793fb5d94587979f45a14177d1217ba446",
-                "sha256:e03386615b970b8b41da6a68afe717626741bb2431cec993640685614c0680e4",
-                "sha256:f8b87d2f541cd9bc4ecfe85a561abac85c33fe4de4ce70cca36b2768af2611f5"
+                "sha256:050ed2c9d825ef36738e018454e6d055c63d947c1d52010fbadd7584f09df5db",
+                "sha256:055647e7f4c5e66ba92c2a7dcae6c2c57898b605a3fb007745df61cc4015937f",
+                "sha256:23ac77a3a222d9304cb2a7934bb7b4805ff43d513add7a42d1a22dc7df14edd2",
+                "sha256:2de012a36cc507debd9c3351b4d757f828d5a784a5fc4e6766eafc2b56e4b0f5",
+                "sha256:30e9e8bc8c5c17c03d943e8d6f778313efff59e413b8dbdd8214c2ed9aa165f6",
+                "sha256:324e60bea729cf3b55c1bf9e88fe8b9932c26f8669d13b928e3c96b3a1453dff",
+                "sha256:37443199f451f8badfe0add666e43cdb817c59fa36bceedafd9c543a42f236ca",
+                "sha256:47ec0808a8357ab3890ce0eca39a63f79dcf941e2e7f494470fe1c9ec43f6091",
+                "sha256:496fcc29321e9a804d56d5aa5d7ec1320edfd1898eee2f451aa70171cf1d5a29",
+                "sha256:50e6c0a17ef7f831b5565fd0394dbf9bfd5d615ee4dd4bb60a3d8c9d2e872323",
+                "sha256:5527c5475d955c0bc9689c56865aaa2a7b13c504d6c44f0aadbf57b565af5ebd",
+                "sha256:57d5c7ac62925a8d2ab43ea442b297a56cc8452015e71e24f4aa7e4ed6be3d77",
+                "sha256:9d45f58b03af1fea4b48e44aa38a819a33dccb9821ef9e1d68f529995f8a632f",
+                "sha256:b26e2dabda73d347c7af3e6fed58483161c7b87a886a4e06d76ccfe55a044aa9",
+                "sha256:cfd237865d878da9b65cfee883da5e0067f5e2ff839e459466fb90565a77bda3",
+                "sha256:d7cca42dba13bfee369e2944ae31f6549a55831cba3117e17636955176004088",
+                "sha256:fe7de6fed43e7d086e3d947651ec89e55ddf00102f9dd5758763d56d182f0564"
             ],
             "index": "pypi",
-            "version": "==1.2.0"
+            "version": "==1.2.1"
         },
         "python-dateutil": {
             "hashes": [
@@ -307,11 +307,11 @@
         },
         "gitpython": {
             "hashes": [
-                "sha256:6eea89b655917b500437e9668e4a12eabdcf00229a0df1762aabd692ef9b746b",
-                "sha256:befa4d101f91bad1b632df4308ec64555db684c360bd7d2130b4807d49ce86b8"
+                "sha256:42dbefd8d9e2576c496ed0059f3103dcef7125b9ce16f9d5f9c834aed44a1dac",
+                "sha256:867ec3dfb126aac0f8296b19fb63b8c4a399f32b4b6fafe84c4b10af5fa9f7b5"
             ],
             "markers": "python_version >= '3.4'",
-            "version": "==3.1.11"
+            "version": "==3.1.12"
         },
         "idna": {
             "hashes": [
@@ -331,19 +331,19 @@
         },
         "importlib-metadata": {
             "hashes": [
-                "sha256:5c5a2720817414a6c41f0a49993908068243ae02c1635a228126519b509c8aed",
-                "sha256:bf792d480abbd5eda85794e4afb09dd538393f7d6e6ffef6e9f03d2014cf9450"
+                "sha256:ace61d5fc652dc280e7b6b4ff732a9c2d40db2c0f92bc6cb74e07b73d53a1771",
+                "sha256:fa5daa4477a7414ae34e95942e4dd07f62adf589143c875c133c1e53c4eff38d"
             ],
             "markers": "python_version >= '3.6'",
-            "version": "==3.3.0"
+            "version": "==3.4.0"
         },
         "ipykernel": {
             "hashes": [
-                "sha256:63b4b96c513e1138874934e3e783a8e5e13c02b9036e37107bfe042ac8955005",
-                "sha256:e20ceb7e52cb4d250452e1230be76e0b2323f33bd46c6b2bc7abb6601740e182"
+                "sha256:4ed205700001a83b5832d4821c46a5733f1bf4b1c55744314ae3c756be6b6095",
+                "sha256:697103d218e9a8828025af7986e033c89e0b36e2b6eb84a5bda4739b9a27f3cb"
             ],
             "markers": "python_version >= '3.5'",
-            "version": "==5.4.2"
+            "version": "==5.4.3"
         },
         "ipython": {
             "hashes": [
@@ -362,10 +362,10 @@
         },
         "ipywidgets": {
             "hashes": [
-                "sha256:83b8a95d64c4515b5828e6592694e10c314772b37a2355e72bfed95956272813",
-                "sha256:b2b7087378776fbe2f5dd1c99c3db76a30908fe25d3345b4af7ee84d31058fbb"
+                "sha256:9f1a43e620530f9e570e4a493677d25f08310118d315b00e25a18f12913c41f0",
+                "sha256:e6513cfdaf5878de30f32d57f6dc2474da395a2a2991b94d487406c0ab7f55ca"
             ],
-            "version": "==7.6.1"
+            "version": "==7.6.3"
         },
         "jedi": {
             "hashes": [
@@ -416,19 +416,19 @@
         },
         "jupyter-cache": {
             "hashes": [
-                "sha256:8bbcee9fcd26adaba971b07920cbd5d14c61220bc6b96e3ab3d56d24b7831261",
-                "sha256:cbcac451af61f94703d8630a10356b0d8a169c04c794045c8b0af11777b217fe"
+                "sha256:5cd0ab6170e520f31e4557ccff00ec486c33fa6b6a493e11b61399da1773ce8a",
+                "sha256:db0eba0c3f85ac92af1a3a29db1201ccfa75aa6d894cf254a0c6f6ac0ce010fe"
             ],
             "markers": "python_version >= '3.6'",
-            "version": "==0.4.1"
+            "version": "==0.4.2"
         },
         "jupyter-client": {
             "hashes": [
-                "sha256:49e390b36fe4b4226724704ea28d9fb903f1a3601b6882ce3105221cd09377a1",
-                "sha256:c958d24d6eacb975c1acebb68ac9077da61b5f5c040f22f6849928ad7393b950"
+                "sha256:5eaaa41df449167ebba5e1cf6ca9b31f7fd4f71625069836e2e4fee07fe3cb13",
+                "sha256:649ca3aca1e28f27d73ef15868a7c7f10d6e70f761514582accec3ca6bb13085"
             ],
             "markers": "python_version >= '3.5'",
-            "version": "==6.1.7"
+            "version": "==6.1.11"
         },
         "jupyter-console": {
             "hashes": [
@@ -448,42 +448,42 @@
         },
         "jupyter-server": {
             "hashes": [
-                "sha256:1c684fa73cad376b09f307ce817be50a50bca78c8be52aa059ec5481098dba1f",
-                "sha256:23ce959718592ba472db7982a5daf15dda3397fd50bb54d05ad10c09fe122905"
+                "sha256:26a98cd5c45b8ebd1e10215586c350a8fa3ca2971e757ee6bf517a180f9933ae",
+                "sha256:49fd3f9f6f4e866c2b8d7494baa2b6e6a7e44236006e443f2c04c407f7f55918"
             ],
             "markers": "python_version >= '3.6'",
-            "version": "==1.1.3"
+            "version": "==1.2.2"
         },
         "jupyter-sphinx": {
             "hashes": [
-                "sha256:301e36d0fb3007bb5802f6b65b60c24990eb99c983332a2ab6eecff385207dc9",
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+                "sha256:f50e7a98b0453f39000619d845be8b06e611e56ee6e8186f7f60c3b1e2f0feae"
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-            "version": "==8.0.1"
+            "version": "==8.1.0"
         },
         "prometheus-client": {
             "hashes": [
@@ -821,35 +825,35 @@
         },
         "prompt-toolkit": {
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             "markers": "python_full_version >= '3.6.1'",
-            "version": "==3.0.8"
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             "markers": "os_name != 'nt'",
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+            "version": "==0.7.0"
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@@ -869,11 +873,11 @@
         },
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@@ -907,56 +911,64 @@
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@@ -1029,11 +1041,11 @@
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@@ -1179,11 +1191,11 @@
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