diff --git a/dev-requirements.txt b/dev-requirements.txt
index e4b084a..9c9fb3b 100644
--- a/dev-requirements.txt
+++ b/dev-requirements.txt
@@ -139,29 +139,29 @@ 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==1.23.0 \
+    --hash=sha256:092f5e6025813e64ad6d1b52b519165d08c730d099c114a9247c9bb635a2a450 \
+    --hash=sha256:196cd074c3f97c4121601790955f915187736f9cf458d3ee1f1b46aff2b1ade0 \
+    --hash=sha256:1c29b44905af288b3919803aceb6ec7fec77406d8b08aaa2e8b9e63d0fe2f160 \
+    --hash=sha256:2b2da66582f3a69c8ce25ed7921dcd8010d05e59ac8d89d126a299be60421171 \
+    --hash=sha256:5043bcd71fcc458dfb8a0fc5509bbc979da0131b9d08e3d5f50fb0bbb36f169a \
+    --hash=sha256:58bfd40eb478f54ff7a5710dd61c8097e169bc36cc68333d00a9bcd8def53b38 \
+    --hash=sha256:79a506cacf2be3a74ead5467aee97b81fca00c9c4c8b3ba16dbab488cd99ba10 \
+    --hash=sha256:94b170b4fa0168cd6be4becf37cb5b127bd12a795123984385b8cd4aca9857e5 \
+    --hash=sha256:97a76604d9b0e79f59baeca16593c711fddb44936e40310f78bfef79ee9a835f \
+    --hash=sha256:98e8e0d8d69ff4d3fa63e6c61e8cfe2d03c29b16b58dbef1f9baa175bbed7860 \
+    --hash=sha256:ac86f407873b952679f5f9e6c0612687e51547af0e14ddea1eedfcb22466babd \
+    --hash=sha256:ae8adff4172692ce56233db04b7ce5792186f179c415c37d539c25de7298d25d \
+    --hash=sha256:bd3fa4fe2e38533d5336e1272fc4e765cabbbde144309ccee8675509d5cd7b05 \
+    --hash=sha256:d0d2094e8f4d760500394d77b383a1b06d3663e8892cdf5df3c592f55f3bff66 \
+    --hash=sha256:d54b3b828d618a19779a84c3ad952e96e2c2311b16384e973e671aa5be1f6187 \
+    --hash=sha256:d6ca8dabe696c2785d0c8c9b0d8a9b6e5fdbe4f922bde70d57fa1a2848134f95 \
+    --hash=sha256:d8cc87bed09de55477dba9da370c1679bd534df9baa171dd01accbb09687dac3 \
+    --hash=sha256:f0f18804df7370571fb65db9b98bf1378172bd4e962482b857e612d1fec0f53e \
+    --hash=sha256:f1d88ef79e0a7fa631bb2c3dda1ea46b32b1fe614e10fedd611d3d5398447f2f \
+    --hash=sha256:f9c3fc2adf67762c9fe1849c859942d23f8d3e0bee7b5ed3d4a9c3eeb50a2f07 \
+    --hash=sha256:fc431493df245f3c627c0c05c2bd134535e7929dbe2e602b80e42bf52ff760bc \
+    --hash=sha256:fe8b9683eb26d2c4d5db32cd29b38fdcf8381324ab48313b5b69088e0e355379    # 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..8bf2c77 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -59,29 +59,29 @@ 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==1.23.0 \
+    --hash=sha256:092f5e6025813e64ad6d1b52b519165d08c730d099c114a9247c9bb635a2a450 \
+    --hash=sha256:196cd074c3f97c4121601790955f915187736f9cf458d3ee1f1b46aff2b1ade0 \
+    --hash=sha256:1c29b44905af288b3919803aceb6ec7fec77406d8b08aaa2e8b9e63d0fe2f160 \
+    --hash=sha256:2b2da66582f3a69c8ce25ed7921dcd8010d05e59ac8d89d126a299be60421171 \
+    --hash=sha256:5043bcd71fcc458dfb8a0fc5509bbc979da0131b9d08e3d5f50fb0bbb36f169a \
+    --hash=sha256:58bfd40eb478f54ff7a5710dd61c8097e169bc36cc68333d00a9bcd8def53b38 \
+    --hash=sha256:79a506cacf2be3a74ead5467aee97b81fca00c9c4c8b3ba16dbab488cd99ba10 \
+    --hash=sha256:94b170b4fa0168cd6be4becf37cb5b127bd12a795123984385b8cd4aca9857e5 \
+    --hash=sha256:97a76604d9b0e79f59baeca16593c711fddb44936e40310f78bfef79ee9a835f \
+    --hash=sha256:98e8e0d8d69ff4d3fa63e6c61e8cfe2d03c29b16b58dbef1f9baa175bbed7860 \
+    --hash=sha256:ac86f407873b952679f5f9e6c0612687e51547af0e14ddea1eedfcb22466babd \
+    --hash=sha256:ae8adff4172692ce56233db04b7ce5792186f179c415c37d539c25de7298d25d \
+    --hash=sha256:bd3fa4fe2e38533d5336e1272fc4e765cabbbde144309ccee8675509d5cd7b05 \
+    --hash=sha256:d0d2094e8f4d760500394d77b383a1b06d3663e8892cdf5df3c592f55f3bff66 \
+    --hash=sha256:d54b3b828d618a19779a84c3ad952e96e2c2311b16384e973e671aa5be1f6187 \
+    --hash=sha256:d6ca8dabe696c2785d0c8c9b0d8a9b6e5fdbe4f922bde70d57fa1a2848134f95 \
+    --hash=sha256:d8cc87bed09de55477dba9da370c1679bd534df9baa171dd01accbb09687dac3 \
+    --hash=sha256:f0f18804df7370571fb65db9b98bf1378172bd4e962482b857e612d1fec0f53e \
+    --hash=sha256:f1d88ef79e0a7fa631bb2c3dda1ea46b32b1fe614e10fedd611d3d5398447f2f \
+    --hash=sha256:f9c3fc2adf67762c9fe1849c859942d23f8d3e0bee7b5ed3d4a9c3eeb50a2f07 \
+    --hash=sha256:fc431493df245f3c627c0c05c2bd134535e7929dbe2e602b80e42bf52ff760bc \
+    --hash=sha256:fe8b9683eb26d2c4d5db32cd29b38fdcf8381324ab48313b5b69088e0e355379    # via pyarrow
 pyarrow==0.17.1 \
     --hash=sha256:18f65739d1d8ed8ad0d88228fd9ab76558a9c808c01dca2f24be2c72b875f43b \
     --hash=sha256:21b4d31a2813e81ed6664c37decb548618fd93838f983c3d634e3eae1d91a597 \