diff --git a/dev-requirements.txt b/dev-requirements.txt
index e4b084a..207cb4e 100644
--- a/dev-requirements.txt
+++ b/dev-requirements.txt
@@ -139,29 +139,26 @@ mccabe==0.6.1 \
     --hash=sha256:ab8a6258860da4b6677da4bd2fe5dc2c659cff31b3ee4f7f5d64e79735b80d42 \
     --hash=sha256:dd8d182285a0fe56bace7f45b5e7d1a6ebcbf524e8f3bd87eb0f125271b8831f \
     # via flake8
-numpy==1.18.4 \
-    --hash=sha256:00d7b54c025601e28f468953d065b9b121ddca7fff30bed7be082d3656dd798d \
-    --hash=sha256:02ec9582808c4e48be4e93cd629c855e644882faf704bc2bd6bbf58c08a2a897 \
-    --hash=sha256:0e6f72f7bb08f2f350ed4408bb7acdc0daba637e73bce9f5ea2b207039f3af88 \
-    --hash=sha256:1be2e96314a66f5f1ce7764274327fd4fb9da58584eaff00b5a5221edefee7d6 \
-    --hash=sha256:2466fbcf23711ebc5daa61d28ced319a6159b260a18839993d871096d66b93f7 \
-    --hash=sha256:2b573fcf6f9863ce746e4ad00ac18a948978bb3781cffa4305134d31801f3e26 \
-    --hash=sha256:3f0dae97e1126f529ebb66f3c63514a0f72a177b90d56e4bce8a0b5def34627a \
-    --hash=sha256:50fb72bcbc2cf11e066579cb53c4ca8ac0227abb512b6cbc1faa02d1595a2a5d \
-    --hash=sha256:57aea170fb23b1fd54fa537359d90d383d9bf5937ee54ae8045a723caa5e0961 \
-    --hash=sha256:709c2999b6bd36cdaf85cf888d8512da7433529f14a3689d6e37ab5242e7add5 \
-    --hash=sha256:7d59f21e43bbfd9a10953a7e26b35b6849d888fc5a331fa84a2d9c37bd9fe2a2 \
-    --hash=sha256:904b513ab8fbcbdb062bed1ce2f794ab20208a1b01ce9bd90776c6c7e7257032 \
-    --hash=sha256:96dd36f5cdde152fd6977d1bbc0f0561bccffecfde63cd397c8e6033eb66baba \
-    --hash=sha256:9933b81fecbe935e6a7dc89cbd2b99fea1bf362f2790daf9422a7bb1dc3c3085 \
-    --hash=sha256:bbcc85aaf4cd84ba057decaead058f43191cc0e30d6bc5d44fe336dc3d3f4509 \
-    --hash=sha256:dccd380d8e025c867ddcb2f84b439722cf1f23f3a319381eac45fd077dee7170 \
-    --hash=sha256:e22cd0f72fc931d6abc69dc7764484ee20c6a60b0d0fee9ce0426029b1c1bdae \
-    --hash=sha256:ed722aefb0ebffd10b32e67f48e8ac4c5c4cf5d3a785024fdf0e9eb17529cd9d \
-    --hash=sha256:efb7ac5572c9a57159cf92c508aad9f856f1cb8e8302d7fdb99061dbe52d712c \
-    --hash=sha256:efdba339fffb0e80fcc19524e4fdbda2e2b5772ea46720c44eaac28096d60720 \
-    --hash=sha256:f22273dd6a403ed870207b853a856ff6327d5cbce7a835dfa0645b3fc00273ec \
-    # via -r requirements_dev.in, pandas
+numpy==1.22.3 \
+    --hash=sha256:07a8c89a04997625236c5ecb7afe35a02af3896c8aa01890a849913a2309c676 \
+    --hash=sha256:08d9b008d0156c70dc392bb3ab3abb6e7a711383c3247b410b39962263576cd4 \
+    --hash=sha256:201b4d0552831f7250a08d3b38de0d989d6f6e4658b709a02a73c524ccc6ffce \
+    --hash=sha256:2c10a93606e0b4b95c9b04b77dc349b398fdfbda382d2a39ba5a822f669a0123 \
+    --hash=sha256:3ca688e1b9b95d80250bca34b11a05e389b1420d00e87a0d12dc45f131f704a1 \
+    --hash=sha256:48a3aecd3b997bf452a2dedb11f4e79bc5bfd21a1d4cc760e703c31d57c84b3e \
+    --hash=sha256:568dfd16224abddafb1cbcce2ff14f522abe037268514dd7e42c6776a1c3f8e5 \
+    --hash=sha256:5bfb1bb598e8229c2d5d48db1860bcf4311337864ea3efdbe1171fb0c5da515d \
+    --hash=sha256:639b54cdf6aa4f82fe37ebf70401bbb74b8508fddcf4797f9fe59615b8c5813a \
+    --hash=sha256:8251ed96f38b47b4295b1ae51631de7ffa8260b5b087808ef09a39a9d66c97ab \
+    --hash=sha256:92bfa69cfbdf7dfc3040978ad09a48091143cffb778ec3b03fa170c494118d75 \
+    --hash=sha256:97098b95aa4e418529099c26558eeb8486e66bd1e53a6b606d684d0c3616b168 \
+    --hash=sha256:a3bae1a2ed00e90b3ba5f7bd0a7c7999b55d609e0c54ceb2b076a25e345fa9f4 \
+    --hash=sha256:c34ea7e9d13a70bf2ab64a2532fe149a9aced424cd05a2c4ba662fd989e3e45f \
+    --hash=sha256:dbc7601a3b7472d559dc7b933b18b4b66f9aa7452c120e87dfb33d02008c8a18 \
+    --hash=sha256:e7927a589df200c5e23c57970bafbd0cd322459aa7b1ff73b7c2e84d6e3eae62 \
+    --hash=sha256:f8c1f39caad2c896bc0018f699882b345b2a63708008be29b1f355ebf6f933fe \
+    --hash=sha256:fade0d4f4d292b6f39951b6836d7a3c7ef5b2347f3c420cd9820a1d90d794802 \
+    --hash=sha256:fdf3c08bce27132395d3c3ba1503cac12e17282358cb4bddc25cc46b0aca07aa    # via -r requirements_dev.in, pandas
 packaging==20.4 \
     --hash=sha256:4357f74f47b9c12db93624a82154e9b120fa8293699949152b22065d556079f8 \
     --hash=sha256:998416ba6962ae7fbd6596850b80e17859a5753ba17c32284f67bfff33784181 \
diff --git a/requirements.txt b/requirements.txt
index 609c147..a59e370 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -59,29 +59,26 @@ cryptography==2.9.2 \
     --hash=sha256:e993468c859d084d5579e2ebee101de8f5a27ce8e2159959b6673b418fd8c785 \
     --hash=sha256:f118a95c7480f5be0df8afeb9a11bd199aa20afab7a96bcf20409b411a3a85f0 \
     # via encryption2fa (setup.py)
-numpy==1.18.4 \
-    --hash=sha256:00d7b54c025601e28f468953d065b9b121ddca7fff30bed7be082d3656dd798d \
-    --hash=sha256:02ec9582808c4e48be4e93cd629c855e644882faf704bc2bd6bbf58c08a2a897 \
-    --hash=sha256:0e6f72f7bb08f2f350ed4408bb7acdc0daba637e73bce9f5ea2b207039f3af88 \
-    --hash=sha256:1be2e96314a66f5f1ce7764274327fd4fb9da58584eaff00b5a5221edefee7d6 \
-    --hash=sha256:2466fbcf23711ebc5daa61d28ced319a6159b260a18839993d871096d66b93f7 \
-    --hash=sha256:2b573fcf6f9863ce746e4ad00ac18a948978bb3781cffa4305134d31801f3e26 \
-    --hash=sha256:3f0dae97e1126f529ebb66f3c63514a0f72a177b90d56e4bce8a0b5def34627a \
-    --hash=sha256:50fb72bcbc2cf11e066579cb53c4ca8ac0227abb512b6cbc1faa02d1595a2a5d \
-    --hash=sha256:57aea170fb23b1fd54fa537359d90d383d9bf5937ee54ae8045a723caa5e0961 \
-    --hash=sha256:709c2999b6bd36cdaf85cf888d8512da7433529f14a3689d6e37ab5242e7add5 \
-    --hash=sha256:7d59f21e43bbfd9a10953a7e26b35b6849d888fc5a331fa84a2d9c37bd9fe2a2 \
-    --hash=sha256:904b513ab8fbcbdb062bed1ce2f794ab20208a1b01ce9bd90776c6c7e7257032 \
-    --hash=sha256:96dd36f5cdde152fd6977d1bbc0f0561bccffecfde63cd397c8e6033eb66baba \
-    --hash=sha256:9933b81fecbe935e6a7dc89cbd2b99fea1bf362f2790daf9422a7bb1dc3c3085 \
-    --hash=sha256:bbcc85aaf4cd84ba057decaead058f43191cc0e30d6bc5d44fe336dc3d3f4509 \
-    --hash=sha256:dccd380d8e025c867ddcb2f84b439722cf1f23f3a319381eac45fd077dee7170 \
-    --hash=sha256:e22cd0f72fc931d6abc69dc7764484ee20c6a60b0d0fee9ce0426029b1c1bdae \
-    --hash=sha256:ed722aefb0ebffd10b32e67f48e8ac4c5c4cf5d3a785024fdf0e9eb17529cd9d \
-    --hash=sha256:efb7ac5572c9a57159cf92c508aad9f856f1cb8e8302d7fdb99061dbe52d712c \
-    --hash=sha256:efdba339fffb0e80fcc19524e4fdbda2e2b5772ea46720c44eaac28096d60720 \
-    --hash=sha256:f22273dd6a403ed870207b853a856ff6327d5cbce7a835dfa0645b3fc00273ec \
-    # via pyarrow
+numpy==1.22.3 \
+    --hash=sha256:07a8c89a04997625236c5ecb7afe35a02af3896c8aa01890a849913a2309c676 \
+    --hash=sha256:08d9b008d0156c70dc392bb3ab3abb6e7a711383c3247b410b39962263576cd4 \
+    --hash=sha256:201b4d0552831f7250a08d3b38de0d989d6f6e4658b709a02a73c524ccc6ffce \
+    --hash=sha256:2c10a93606e0b4b95c9b04b77dc349b398fdfbda382d2a39ba5a822f669a0123 \
+    --hash=sha256:3ca688e1b9b95d80250bca34b11a05e389b1420d00e87a0d12dc45f131f704a1 \
+    --hash=sha256:48a3aecd3b997bf452a2dedb11f4e79bc5bfd21a1d4cc760e703c31d57c84b3e \
+    --hash=sha256:568dfd16224abddafb1cbcce2ff14f522abe037268514dd7e42c6776a1c3f8e5 \
+    --hash=sha256:5bfb1bb598e8229c2d5d48db1860bcf4311337864ea3efdbe1171fb0c5da515d \
+    --hash=sha256:639b54cdf6aa4f82fe37ebf70401bbb74b8508fddcf4797f9fe59615b8c5813a \
+    --hash=sha256:8251ed96f38b47b4295b1ae51631de7ffa8260b5b087808ef09a39a9d66c97ab \
+    --hash=sha256:92bfa69cfbdf7dfc3040978ad09a48091143cffb778ec3b03fa170c494118d75 \
+    --hash=sha256:97098b95aa4e418529099c26558eeb8486e66bd1e53a6b606d684d0c3616b168 \
+    --hash=sha256:a3bae1a2ed00e90b3ba5f7bd0a7c7999b55d609e0c54ceb2b076a25e345fa9f4 \
+    --hash=sha256:c34ea7e9d13a70bf2ab64a2532fe149a9aced424cd05a2c4ba662fd989e3e45f \
+    --hash=sha256:dbc7601a3b7472d559dc7b933b18b4b66f9aa7452c120e87dfb33d02008c8a18 \
+    --hash=sha256:e7927a589df200c5e23c57970bafbd0cd322459aa7b1ff73b7c2e84d6e3eae62 \
+    --hash=sha256:f8c1f39caad2c896bc0018f699882b345b2a63708008be29b1f355ebf6f933fe \
+    --hash=sha256:fade0d4f4d292b6f39951b6836d7a3c7ef5b2347f3c420cd9820a1d90d794802 \
+    --hash=sha256:fdf3c08bce27132395d3c3ba1503cac12e17282358cb4bddc25cc46b0aca07aa    # via pyarrow
 pyarrow==0.17.1 \
     --hash=sha256:18f65739d1d8ed8ad0d88228fd9ab76558a9c808c01dca2f24be2c72b875f43b \
     --hash=sha256:21b4d31a2813e81ed6664c37decb548618fd93838f983c3d634e3eae1d91a597 \