diff --git a/data-pipeline/beam/Pipfile.lock b/data-pipeline/beam/Pipfile.lock
index 9b7ac28..a7290db 100644
--- a/data-pipeline/beam/Pipfile.lock
+++ b/data-pipeline/beam/Pipfile.lock
@@ -42,10 +42,10 @@
         },
         "avro-python3": {
             "hashes": [
-                "sha256:ca1e77a3da5ac98e8833588f71fb2e170b38e34787ee0e04920de0e9470b7d32"
+                "sha256:3b63f24e6b04368c3e4a6f923f484be0230d821aad65ac36108edbff29e9aaab"
             ],
             "markers": "python_version >= '3.0'",
-            "version": "==1.9.2.1"
+            "version": "==1.10.2"
         },
         "cachetools": {
             "hashes": [
@@ -56,20 +56,25 @@
         },
         "certifi": {
             "hashes": [
-                "sha256:1d987a998c75633c40847cc966fcf5904906c920a7f17ef374f5aa4282abd304",
-                "sha256:51fcb31174be6e6664c5f69e3e1691a2d72a1a12e90f872cbdb1567eb47b6519"
+                "sha256:36973885b9542e6bd01dea287b2b4b3b21236307c56324fcc3f1160f2d655ed5",
+                "sha256:e232343de1ab72c2aa521b625c80f699e356830fd0e2c620b465b304b17b0516"
             ],
-            "version": "==2020.4.5.1"
+            "markers": "python_version >= '3.6'",
+            "version": "==2022.9.14"
         },
-        "chardet": {
+        "charset-normalizer": {
             "hashes": [
-                "sha256:84ab92ed1c4d4f16916e05906b6b75a6c0fb5db821cc65e70cbd64a3e2a5eaae",
-                "sha256:fc323ffcaeaed0e0a02bf4d117757b98aed530d9ed4531e3e15460124c106691"
+                "sha256:5a3d016c7c547f69d6f81fb0db9449ce888b418b5b9952cc5e6e66843e9dd845",
+                "sha256:83e9a75d1911279afd89352c68b45348559d1fc0506b054b346651b5e7fee29f"
             ],
-            "version": "==3.0.4"
+            "markers": "python_version >= '3.6'",
+            "version": "==2.1.1"
         },
         "crcmod": {
             "hashes": [
+                "sha256:50586ab48981f11e5b117523d97bb70864a2a1af246cf6e4f5c4a21ef4611cd1",
+                "sha256:69a2e5c6c36d0f096a7beb4cd34e5f882ec5fd232efb710cdb85d4ff196bd52e",
+                "sha256:737fb308fa2ce9aed2e29075f0d5980d4a89bfbec48a368c607c5c63b3efb90e",
                 "sha256:dc7051a0db5f2bd48665a990d3ec1cc305a466a77358ca4492826f41f283601e"
             ],
             "version": "==1.7"
@@ -78,6 +83,7 @@
             "hashes": [
                 "sha256:f6d6046f9f9195206063dd0415dff185ad593d6ee8b0e67f12597c0f4df4986f"
             ],
+            "markers": "python_version >= '2.5' and python_version != '3.0'",
             "version": "==0.2.9"
         },
         "docopt": {
@@ -111,15 +117,17 @@
         },
         "fasteners": {
             "hashes": [
-                "sha256:007e4d2b2d4a10093f67e932e5166722d2eab83b77724156e92ad013c6226574",
-                "sha256:3a176da6b70df9bb88498e1a18a9e4a8579ed5b9141207762368a1017bf8f5ef"
+                "sha256:1d4caf5f8db57b0e4107d94fd5a1d02510a450dced6ca77d1839064c1bacf20c",
+                "sha256:cb7c13ef91e0c7e4fe4af38ecaf6b904ec3f5ce0dda06d34924b6b74b869d953"
             ],
-            "version": "==0.15"
+            "markers": "python_version >= '3.6'",
+            "version": "==0.18"
         },
         "future": {
             "hashes": [
                 "sha256:b1bead90b70cf6ec3f0710ae53a525360fa360d306a86583adc6bf83a4db537d"
             ],
+            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==0.18.2"
         },
         "google-api-core": {
@@ -127,10 +135,11 @@
                 "grpc"
             ],
             "hashes": [
-                "sha256:859f7392676761f2b160c6ee030c3422135ada4458f0948c5690a6a7c8d86294",
-                "sha256:92e962a087f1c4b8d1c5c88ade1c1dfd550047dcffb320c57ef6a534a20403e2"
+                "sha256:101c3c4cf8e7d53badd1dbca7071464353a04b17319a3dbb3a94eaa893da091c",
+                "sha256:ead664143b52dccb4f9c8ba865e38d316c5e1c2f8dc1ff5791908c3e0c17ad3f"
             ],
-            "version": "==1.16.0"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
+            "version": "==1.32.0"
         },
         "google-apitools": {
             "hashes": [
@@ -141,10 +150,11 @@
         },
         "google-auth": {
             "hashes": [
-                "sha256:a5ee4c40fef77ea756cf2f1c0adcf475ecb53af6700cf9c133354cdc9b267148",
-                "sha256:cab6c707e6ee20e567e348168a5c69dc6480384f777a9e5159f4299ad177dcc0"
+                "sha256:997516b42ecb5b63e8d80f5632c1a61dddf41d2a4c2748057837e06e00014258",
+                "sha256:b7033be9028c188ee30200b204ea00ed82ea1162e8ac1df4aa6ded19a191d88e"
             ],
-            "version": "==1.13.1"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
+            "version": "==1.35.0"
         },
         "google-cloud-bigquery": {
             "hashes": [
@@ -162,10 +172,10 @@
         },
         "google-cloud-core": {
             "hashes": [
-                "sha256:6ae5c62931e8345692241ac1939b85a10d6c38dc9e2854bdbacb7e5ac3033229",
-                "sha256:878f9ad080a40cdcec85b92242c4b5819eeb8f120ebc5c9f640935e24fc129d8"
+                "sha256:d5af737c60a73b9588a0511332ac0cdc6294ad8e477c7b82be03a1afc7c3f7b6",
+                "sha256:dfa40e9d75a825632103326cc52617e3652658c17c6f7360448388d6c9d009fe"
             ],
-            "version": "==1.3.0"
+            "version": "==1.7.3"
         },
         "google-cloud-datastore": {
             "hashes": [
@@ -186,16 +196,19 @@
                 "sha256:5fd2e641f477e50be925a55bcfdf0b0cb97c2b92aacd7b15c1d339f70d55c1c7",
                 "sha256:cdeb8fbb3551a665db921023603af2f0d6ac59ad8b48259cb510b8799505775f"
             ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==0.4.1"
         },
         "googleapis-common-protos": {
             "extras": [
-                "grpc"
+
             ],
             "hashes": [
-                "sha256:013c91704279119150e44ef770086fdbba158c1f978a6402167d47d5409e226e"
+                "sha256:8eb2cbc91b69feaf23e32452a7ae60e791e09967d81d4fcc7fc388182d1bd394",
+                "sha256:c25873c47279387cfdcbdafa36149887901d36202cb645a0e4f29686bf6e4417"
             ],
-            "version": "==1.51.0"
+            "markers": "python_version >= '3.7'",
+            "version": "==1.56.4"
         },
         "grpc-google-iam-v1": {
             "hashes": [
@@ -205,45 +218,61 @@
         },
         "grpcio": {
             "hashes": [
-                "sha256:085bbf7fd0070b8d65e84aa32979f17cfe624d27b5ce23955ef770c19d2d9623",
-                "sha256:0ae207a47ec0ad66eb1f53a27d566674d13a236c62ced409891335318ea9b8c5",
-                "sha256:0c130204ff5de0b9f041bf3126db0d29369d69883592e4b0d3c19868ba0ced7e",
-                "sha256:0ef6b380a588c2c6b29c6cfa0ba7f5d367beb33d5504bcc68658fa241ad498d2",
-                "sha256:16e1edb367763ea08d0994d4635ec05f4f8db9db59c39304b061097e3b93df43",
-                "sha256:16f5523dacae5aaeda4cf900da7e980747f663298c38c18eb4e5317704aa007a",
-                "sha256:181b5078cf568f37915b8a118afcef5fc9f3128c59c38998ed93e7dd793e3928",
-                "sha256:245564713cb4ac7bccb0f11be63781beb62299a44d8ab69031c859dbd9461728",
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-                "sha256:aafe85a8210dfa1da3c46831b7f00c3735240b7b028eeba339eaea6ffdb593fb",
-                "sha256:c2e53eb253840f05278a8410628419ba7060815f86d48c9d83b6047de21c9956",
-                "sha256:c3645887db3309fc87c3db740b977d403fb265ebab292f1f6a926c4661231fd5",
-                "sha256:c6565cc92853af13237b2233f331efdad07339d27fe1f5f74256bfde7dc2f587",
-                "sha256:cbc322c5d5615e67c2a15be631f64e6c2bab8c12505bc7c150948abdaa0bdbac",
-                "sha256:df749ee982ec35ab76d37a1e637b10a92b4573e2b4e1f86a5fa8a1273c40a850",
-                "sha256:e9439d7b801c86df13c6cbb4c5a7e181c058f3c119d5e119a94a5f3090a8f060",
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-                "sha256:f83b0c91796eb42865451a20e82246011078ba067ea0744f7301e12a94ae2e1b"
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-            "version": "==1.28.1"
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+                "sha256:a4f9ba141380abde6c3adc1727f21529137a2552002243fa87c41a07e528245c",
+                "sha256:a7d0017b92d3850abea87c1bdec6ea41104e71c77bca44c3e17f175c6700af62",
+                "sha256:aa34d2ad9f24e47fa9a3172801c676e4037d862247e39030165fe83821a7aafd",
+                "sha256:afbb3475cf7f4f7d380c2ca37ee826e51974f3e2665613996a91d6a58583a534",
+                "sha256:b6a1b39e59ac5a3067794a0e498911cf2e37e4b19ee9e9977dc5e7051714f13f",
+                "sha256:cf0a1fb18a7204b9c44623dfbd1465b363236ce70c7a4ed30402f9f60d8b743b",
+                "sha256:d0d402e158d4e84e49c158cb5204119d55e1baf363ee98d6cb5dce321c3a065d",
+                "sha256:d4725fc9ec8e8822906ae26bb26f5546891aa7fbc3443de970cc556d43a5c99f",
+                "sha256:dc79b2b37d779ac42341ddef40ad5bf0966a64af412c89fc2b062e3ddabb093f",
+                "sha256:e1e83233d4680863a421f3ee4a7a9b80d33cd27ee9ed7593bc93f6128302d3f2",
+                "sha256:ea9d0172445241ad7cb49577314e39d0af2c5267395b3561d7ced5d70458a9f3",
+                "sha256:f1a3b88e3c53c1a6e6bed635ec1bbb92201bb6a1f2db186179f7f3f244829788",
+                "sha256:fa9e6e61391e99708ac87fc3436f6b7b9c6b845dc4639b406e5e61901e1aacde",
+                "sha256:fd86040232e805b8e6378b2348c928490ee595b058ce9aaa27ed8e4b0f172b20",
+                "sha256:fe763781669790dc8b9618e7e677c839c87eae6cf28b655ee1fa69ae04eea03f"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==1.49.1"
         },
         "hdfs": {
             "hashes": [
-                "sha256:1be117549fc1285571bc51aedc15df5a203138dba02f9adfa26761b69a949370"
+                "sha256:3428078ad1e83a2e2a11801c536ac2aa5094f5fabde5d1e7145bacbf4a599c1e",
+                "sha256:ecd4650c39bb4f9421641320f4931edd81cf7126ae4e5ec880215adf6435df3d"
             ],
-            "version": "==2.5.8"
+            "version": "==2.7.0"
         },
         "httplib2": {
             "hashes": [
@@ -253,10 +282,11 @@
         },
         "idna": {
             "hashes": [
-                "sha256:7588d1c14ae4c77d74036e8c22ff447b26d0fde8f007354fd48a7814db15b7cb",
-                "sha256:a068a21ceac8a4d63dbfd964670474107f541babbd2250d61922f029858365fa"
+                "sha256:814f528e8dead7d329833b91c5faa87d60bf71824cd12a7530b5526063d02cb4",
+                "sha256:90b77e79eaa3eba6de819a0c442c0b4ceefc341a7a2ab77d7562bf49f425c5c2"
             ],
-            "version": "==2.9"
+            "markers": "python_version >= '3.5'",
+            "version": "==3.4"
         },
         "mock": {
             "hashes": [
@@ -265,38 +295,42 @@
             ],
             "version": "==2.0.0"
         },
-        "monotonic": {
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         "numpy": {
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+            "version": "==1.21.6"
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         "oauth2client": {
             "hashes": [
@@ -304,35 +338,48 @@
             ],
             "version": "==3.0.0"
         },
+        "packaging": {
+            "hashes": [
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+            "version": "==21.3"
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-            "version": "==5.4.5"
+            "markers": "python_version >= '2.6'",
+            "version": "==5.10.0"
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@@ -351,101 +398,180 @@
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+            "markers": "python_version >= '3.0' and platform_system != 'Windows'",
             "version": "==0.14.1"
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@@ -465,31 +591,43 @@
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