diff --git a/national/faa_pilots/faa-lic-py/.ipynb_checkpoints/licenses-checkpoint.ipynb b/national/faa_pilots/faa-lic-py/.ipynb_checkpoints/licenses-checkpoint.ipynb
new file mode 100644
index 00000000..da94bc6d
--- /dev/null
+++ b/national/faa_pilots/faa-lic-py/.ipynb_checkpoints/licenses-checkpoint.ipynb
@@ -0,0 +1,1630 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "44904af7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Importing packages\n",
+    "\n",
+    "import pandas as pd\n",
+    "from zipfile import ZipFile\n",
+    "import os\n",
+    "import math\n",
+    "import numpy as np\n",
+    "from slugify import slugify\n",
+    "import re"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "f641ba12",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Set relative filepaths\n",
+    "# Download link: https://www.faa.gov/licenses_certificates/aircraft_certification/aircraft_registry/releasable_aircraft_download\n",
+    "# Docs link: https://www.faa.gov/sites/faa.gov/files/licenses_certificates/aircraft_certification/aircraft_registry/releasable_aircraft_download/ardata.pdf\n",
+    "\n",
+    "__file__ = 'os.path.abspath('')'\n",
+    "\n",
+    "script_dir = os.path.dirname(__file__) \n",
+    "rel_path = './data/lic/ReleasableAircraft.zip'\n",
+    "abs_file_path = os.path.join(script_dir, rel_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "c91033a2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Read zipfile\n",
+    "\n",
+    "zf = ZipFile(abs_file_path) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "a4b54f3b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Load the .csv file we need from the zipfile - MASTER.txt\n",
+    "\n",
+    "master = pd.read_csv(zf.open('MASTER.txt'), low_memory=False)\n",
+    "ref = pd.read_csv(zf.open('ACFTREF.txt'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "b083ad80",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Slugify columns\n",
+    "\n",
+    "master.columns = master.columns.str.replace(r'\\W+', '_', regex=True)\n",
+    "ref.columns = ref.columns.str.replace(r'\\W+', '_', regex=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "1d45fee4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Lowercase columns\n",
+    "\n",
+    "master.columns = [x.lower() for x in master.columns]\n",
+    "ref.columns = [x.lower() for x in ref.columns]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "0d8aaad2",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 288062 entries, 0 to 288061\n",
+      "Data columns (total 35 columns):\n",
+      " #   Column            Non-Null Count   Dtype  \n",
+      "---  ------            --------------   -----  \n",
+      " 0   n_number          288062 non-null  object \n",
+      " 1   serial_number     288062 non-null  object \n",
+      " 2   mfr_mdl_code      288062 non-null  object \n",
+      " 3   eng_mfr_mdl       288062 non-null  object \n",
+      " 4   year_mfr          288062 non-null  object \n",
+      " 5   type_registrant   288062 non-null  object \n",
+      " 6   name              288062 non-null  object \n",
+      " 7   street            288062 non-null  object \n",
+      " 8   street2           288062 non-null  object \n",
+      " 9   city              288062 non-null  object \n",
+      " 10  state             288062 non-null  object \n",
+      " 11  zip_code          288062 non-null  object \n",
+      " 12  region            288062 non-null  object \n",
+      " 13  county            288062 non-null  object \n",
+      " 14  country           288062 non-null  object \n",
+      " 15  last_action_date  288062 non-null  int64  \n",
+      " 16  cert_issue_date   288062 non-null  object \n",
+      " 17  certification     288062 non-null  object \n",
+      " 18  type_aircraft     288062 non-null  object \n",
+      " 19  type_engine       288062 non-null  int64  \n",
+      " 20  status_code       288062 non-null  object \n",
+      " 21  mode_s_code       288062 non-null  int64  \n",
+      " 22  fract_owner       288062 non-null  object \n",
+      " 23  air_worth_date    288062 non-null  object \n",
+      " 24  other_names_1_    288062 non-null  object \n",
+      " 25  other_names_2_    288062 non-null  object \n",
+      " 26  other_names_3_    288062 non-null  object \n",
+      " 27  other_names_4_    288062 non-null  object \n",
+      " 28  other_names_5_    288062 non-null  object \n",
+      " 29  expiration_date   288062 non-null  object \n",
+      " 30  unique_id         288062 non-null  int64  \n",
+      " 31  kit_mfr           288062 non-null  object \n",
+      " 32  _kit_model        288062 non-null  object \n",
+      " 33  mode_s_code_hex   288062 non-null  object \n",
+      " 34  unnamed_34        0 non-null       float64\n",
+      "dtypes: float64(1), int64(4), object(30)\n",
+      "memory usage: 76.9+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "master.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "f4dffaf2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Strip leading and trailing underscores on some column names\n",
+    "\n",
+    "master.columns = master.columns.str.rstrip('_')\n",
+    "master.columns = master.columns.str.lstrip('_')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "a055cfaf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Drop the empty columns at the end of each file (the 'unnamed: xx' fields)\n",
+    "\n",
+    "master.drop('unnamed_34', inplace=True, axis=1)\n",
+    "ref.drop('unnamed_13', inplace=True, axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "c84a5b11",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 288062 entries, 0 to 288061\n",
+      "Data columns (total 34 columns):\n",
+      " #   Column            Non-Null Count   Dtype \n",
+      "---  ------            --------------   ----- \n",
+      " 0   n_number          288062 non-null  object\n",
+      " 1   serial_number     288062 non-null  object\n",
+      " 2   mfr_mdl_code      288062 non-null  object\n",
+      " 3   eng_mfr_mdl       288062 non-null  object\n",
+      " 4   year_mfr          288062 non-null  object\n",
+      " 5   type_registrant   288062 non-null  object\n",
+      " 6   name              288062 non-null  object\n",
+      " 7   street            288062 non-null  object\n",
+      " 8   street2           288062 non-null  object\n",
+      " 9   city              288062 non-null  object\n",
+      " 10  state             288062 non-null  object\n",
+      " 11  zip_code          288062 non-null  object\n",
+      " 12  region            288062 non-null  object\n",
+      " 13  county            288062 non-null  object\n",
+      " 14  country           288062 non-null  object\n",
+      " 15  last_action_date  288062 non-null  int64 \n",
+      " 16  cert_issue_date   288062 non-null  object\n",
+      " 17  certification     288062 non-null  object\n",
+      " 18  type_aircraft     288062 non-null  object\n",
+      " 19  type_engine       288062 non-null  int64 \n",
+      " 20  status_code       288062 non-null  object\n",
+      " 21  mode_s_code       288062 non-null  int64 \n",
+      " 22  fract_owner       288062 non-null  object\n",
+      " 23  air_worth_date    288062 non-null  object\n",
+      " 24  other_names_1     288062 non-null  object\n",
+      " 25  other_names_2     288062 non-null  object\n",
+      " 26  other_names_3     288062 non-null  object\n",
+      " 27  other_names_4     288062 non-null  object\n",
+      " 28  other_names_5     288062 non-null  object\n",
+      " 29  expiration_date   288062 non-null  object\n",
+      " 30  unique_id         288062 non-null  int64 \n",
+      " 31  kit_mfr           288062 non-null  object\n",
+      " 32  kit_model         288062 non-null  object\n",
+      " 33  mode_s_code_hex   288062 non-null  object\n",
+      "dtypes: int64(4), object(30)\n",
+      "memory usage: 74.7+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "master.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "138ca992",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 90307 entries, 0 to 90306\n",
+      "Data columns (total 13 columns):\n",
+      " #   Column          Non-Null Count  Dtype \n",
+      "---  ------          --------------  ----- \n",
+      " 0   code            90307 non-null  object\n",
+      " 1   mfr             90307 non-null  object\n",
+      " 2   model           90307 non-null  object\n",
+      " 3   type_acft       90307 non-null  object\n",
+      " 4   type_eng        90307 non-null  int64 \n",
+      " 5   ac_cat          90307 non-null  int64 \n",
+      " 6   build_cert_ind  90307 non-null  int64 \n",
+      " 7   no_eng          90307 non-null  int64 \n",
+      " 8   no_seats        90307 non-null  int64 \n",
+      " 9   ac_weight       90307 non-null  object\n",
+      " 10  speed           90307 non-null  int64 \n",
+      " 11  tc_data_sheet   90307 non-null  object\n",
+      " 12  tc_data_holder  90307 non-null  object\n",
+      "dtypes: int64(6), object(7)\n",
+      "memory usage: 9.0+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "ref.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "50585bda",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Rename the code col in the ref dataframe\n",
+    "\n",
+    "ref.rename(columns = {'code':'mfr_mdl_code'}, inplace = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "b492e4ff",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Merging the two dataframes together on the common field - mfr_mdl_code in master and code in ref\n",
+    "\n",
+    "joined = pd.merge(ref, master, on='mfr_mdl_code', how='inner')\n",
+    "\n",
+    "# joined = pd.concat([master.set_index('mfr_mdl_code'),ref.set_index('code')], axis=1, join='inner')\n",
+    "\n",
+    "# joined = pd.concat([master, ref], axis=0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "2757c480",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 288062 entries, 0 to 288061\n",
+      "Data columns (total 46 columns):\n",
+      " #   Column            Non-Null Count   Dtype \n",
+      "---  ------            --------------   ----- \n",
+      " 0   mfr_mdl_code      288062 non-null  object\n",
+      " 1   mfr               288062 non-null  object\n",
+      " 2   model             288062 non-null  object\n",
+      " 3   type_acft         288062 non-null  object\n",
+      " 4   type_eng          288062 non-null  int64 \n",
+      " 5   ac_cat            288062 non-null  int64 \n",
+      " 6   build_cert_ind    288062 non-null  int64 \n",
+      " 7   no_eng            288062 non-null  int64 \n",
+      " 8   no_seats          288062 non-null  int64 \n",
+      " 9   ac_weight         288062 non-null  object\n",
+      " 10  speed             288062 non-null  int64 \n",
+      " 11  tc_data_sheet     288062 non-null  object\n",
+      " 12  tc_data_holder    288062 non-null  object\n",
+      " 13  n_number          288062 non-null  object\n",
+      " 14  serial_number     288062 non-null  object\n",
+      " 15  eng_mfr_mdl       288062 non-null  object\n",
+      " 16  year_mfr          288062 non-null  object\n",
+      " 17  type_registrant   288062 non-null  object\n",
+      " 18  name              288062 non-null  object\n",
+      " 19  street            288062 non-null  object\n",
+      " 20  street2           288062 non-null  object\n",
+      " 21  city              288062 non-null  object\n",
+      " 22  state             288062 non-null  object\n",
+      " 23  zip_code          288062 non-null  object\n",
+      " 24  region            288062 non-null  object\n",
+      " 25  county            288062 non-null  object\n",
+      " 26  country           288062 non-null  object\n",
+      " 27  last_action_date  288062 non-null  int64 \n",
+      " 28  cert_issue_date   288062 non-null  object\n",
+      " 29  certification     288062 non-null  object\n",
+      " 30  type_aircraft     288062 non-null  object\n",
+      " 31  type_engine       288062 non-null  int64 \n",
+      " 32  status_code       288062 non-null  object\n",
+      " 33  mode_s_code       288062 non-null  int64 \n",
+      " 34  fract_owner       288062 non-null  object\n",
+      " 35  air_worth_date    288062 non-null  object\n",
+      " 36  other_names_1     288062 non-null  object\n",
+      " 37  other_names_2     288062 non-null  object\n",
+      " 38  other_names_3     288062 non-null  object\n",
+      " 39  other_names_4     288062 non-null  object\n",
+      " 40  other_names_5     288062 non-null  object\n",
+      " 41  expiration_date   288062 non-null  object\n",
+      " 42  unique_id         288062 non-null  int64 \n",
+      " 43  kit_mfr           288062 non-null  object\n",
+      " 44  kit_model         288062 non-null  object\n",
+      " 45  mode_s_code_hex   288062 non-null  object\n",
+      "dtypes: int64(10), object(36)\n",
+      "memory usage: 103.3+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "# How many records are in the database?\n",
+    "# Are any records missing?\n",
+    "\n",
+    "joined.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "0537ea0d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Are there duplicates?\n",
+    "# Putting all of the duplicate rows into a dataframe of their own\n",
+    "\n",
+    "joined2 = joined[joined.duplicated()]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "ee125148",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 0 entries\n",
+      "Data columns (total 46 columns):\n",
+      " #   Column            Non-Null Count  Dtype \n",
+      "---  ------            --------------  ----- \n",
+      " 0   mfr_mdl_code      0 non-null      object\n",
+      " 1   mfr               0 non-null      object\n",
+      " 2   model             0 non-null      object\n",
+      " 3   type_acft         0 non-null      object\n",
+      " 4   type_eng          0 non-null      int64 \n",
+      " 5   ac_cat            0 non-null      int64 \n",
+      " 6   build_cert_ind    0 non-null      int64 \n",
+      " 7   no_eng            0 non-null      int64 \n",
+      " 8   no_seats          0 non-null      int64 \n",
+      " 9   ac_weight         0 non-null      object\n",
+      " 10  speed             0 non-null      int64 \n",
+      " 11  tc_data_sheet     0 non-null      object\n",
+      " 12  tc_data_holder    0 non-null      object\n",
+      " 13  n_number          0 non-null      object\n",
+      " 14  serial_number     0 non-null      object\n",
+      " 15  eng_mfr_mdl       0 non-null      object\n",
+      " 16  year_mfr          0 non-null      object\n",
+      " 17  type_registrant   0 non-null      object\n",
+      " 18  name              0 non-null      object\n",
+      " 19  street            0 non-null      object\n",
+      " 20  street2           0 non-null      object\n",
+      " 21  city              0 non-null      object\n",
+      " 22  state             0 non-null      object\n",
+      " 23  zip_code          0 non-null      object\n",
+      " 24  region            0 non-null      object\n",
+      " 25  county            0 non-null      object\n",
+      " 26  country           0 non-null      object\n",
+      " 27  last_action_date  0 non-null      int64 \n",
+      " 28  cert_issue_date   0 non-null      object\n",
+      " 29  certification     0 non-null      object\n",
+      " 30  type_aircraft     0 non-null      object\n",
+      " 31  type_engine       0 non-null      int64 \n",
+      " 32  status_code       0 non-null      object\n",
+      " 33  mode_s_code       0 non-null      int64 \n",
+      " 34  fract_owner       0 non-null      object\n",
+      " 35  air_worth_date    0 non-null      object\n",
+      " 36  other_names_1     0 non-null      object\n",
+      " 37  other_names_2     0 non-null      object\n",
+      " 38  other_names_3     0 non-null      object\n",
+      " 39  other_names_4     0 non-null      object\n",
+      " 40  other_names_5     0 non-null      object\n",
+      " 41  expiration_date   0 non-null      object\n",
+      " 42  unique_id         0 non-null      int64 \n",
+      " 43  kit_mfr           0 non-null      object\n",
+      " 44  kit_model         0 non-null      object\n",
+      " 45  mode_s_code_hex   0 non-null      object\n",
+      "dtypes: int64(10), object(36)\n",
+      "memory usage: 0.0+ bytes\n"
+     ]
+    }
+   ],
+   "source": [
+    "# There are not any duplicates.\n",
+    "\n",
+    "joined2.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "bcd77547",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# To test the values, we need just the name values without the extra whitespace\n",
+    "\n",
+    "joined.name = joined.name.map(str.strip)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "7b9aeb9b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "15    29346\n",
+       "16    28797\n",
+       "14    27579\n",
+       "13    23782\n",
+       "17    21107\n",
+       "20    18316\n",
+       "18    17527\n",
+       "19    16364\n",
+       "12    14428\n",
+       "21    10902\n",
+       "11     9022\n",
+       "22     7914\n",
+       "24     6554\n",
+       "23     6468\n",
+       "10     6271\n",
+       "25     5490\n",
+       "26     4525\n",
+       "27     4503\n",
+       "29     3347\n",
+       "30     3047\n",
+       "9      2863\n",
+       "28     2853\n",
+       "31     2454\n",
+       "35     2046\n",
+       "8      1688\n",
+       "32     1388\n",
+       "7      1223\n",
+       "33     1200\n",
+       "41     1047\n",
+       "34      940\n",
+       "38      865\n",
+       "36      659\n",
+       "40      590\n",
+       "37      531\n",
+       "39      492\n",
+       "0       487\n",
+       "45      260\n",
+       "43      204\n",
+       "42      194\n",
+       "44      160\n",
+       "46      128\n",
+       "48      107\n",
+       "47      100\n",
+       "50       88\n",
+       "49       87\n",
+       "6        77\n",
+       "4        16\n",
+       "5        14\n",
+       "3        11\n",
+       "2         1\n",
+       "Name: name_len, dtype: int64"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# There are a variety of name lengths incl as of 1/2023 update 487 records with no name\n",
+    "\n",
+    "joined['name_len'] = joined['name'].astype(str).map(len)\n",
+    "joined.name_len.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "7c206d7f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# We need the following fields to concatenate for the \"registrant\" field in the publicaccountability.org search:\n",
+    "# name, street, street2, city, state\n",
+    "# So let's make sure those are solid\n",
+    "# We also need the cert_issue_date for the date field, the manufacturer field, and to add a year field (2023)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "cf27e515",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# All of the fields appear to have the same num of chars, use .strip()\n",
+    "\n",
+    "joined.street = joined.street.map(str.strip)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "c0df23cb",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "15    28268\n",
+       "16    26856\n",
+       "17    25340\n",
+       "14    23446\n",
+       "18    21606\n",
+       "13    20019\n",
+       "19    17980\n",
+       "10    16393\n",
+       "20    14073\n",
+       "12    14017\n",
+       "11    13625\n",
+       "21    13191\n",
+       "22     8900\n",
+       "23     7723\n",
+       "26     6887\n",
+       "24     6367\n",
+       "25     5197\n",
+       "27     4498\n",
+       "9      3423\n",
+       "28     2744\n",
+       "30     1516\n",
+       "29     1445\n",
+       "31     1182\n",
+       "32      950\n",
+       "8       873\n",
+       "33      733\n",
+       "0       490\n",
+       "7       185\n",
+       "4        72\n",
+       "6        42\n",
+       "5        14\n",
+       "3         7\n",
+       "Name: street_len, dtype: int64"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# There are a variety of address lengths incl as of the 1/2023 update 490 that are blank\n",
+    "# Should not be longer than 33 chars\n",
+    "\n",
+    "joined['street_len'] = joined['street'].astype(str).map(len)\n",
+    "joined.street_len.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "b3390a55",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# All of the fields appear to have the same num of chars, use .strip()\n",
+    "\n",
+    "joined.street2 = joined.street2.map(str.strip)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "14b4f6d2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0     277519\n",
+       "16      1206\n",
+       "24       893\n",
+       "18       876\n",
+       "8        869\n",
+       "15       774\n",
+       "31       764\n",
+       "11       622\n",
+       "17       613\n",
+       "13       391\n",
+       "19       386\n",
+       "14       327\n",
+       "21       318\n",
+       "26       311\n",
+       "23       291\n",
+       "20       290\n",
+       "12       285\n",
+       "22       216\n",
+       "7        197\n",
+       "10       185\n",
+       "28       120\n",
+       "25       119\n",
+       "27       114\n",
+       "9         92\n",
+       "30        85\n",
+       "33        48\n",
+       "29        40\n",
+       "32        34\n",
+       "5         29\n",
+       "6         27\n",
+       "4         13\n",
+       "2          6\n",
+       "3          2\n",
+       "Name: street2_len, dtype: int64"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# There are a variety of name lengths incl as of 1/2023 update 277519 with no values in this field\n",
+    "# Should not be longer than \n",
+    "\n",
+    "joined['street2_len'] = joined['street2'].astype(str).map(len)\n",
+    "joined.street2_len.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "def74380",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# All of the fields appear to have the same num of chars, use .strip()\n",
+    "\n",
+    "joined.city = joined.city.map(str.strip)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "dbd5b934",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "7     42334\n",
+       "10    40441\n",
+       "6     38281\n",
+       "9     37614\n",
+       "8     34818\n",
+       "11    23694\n",
+       "5     17477\n",
+       "12    14942\n",
+       "13    11137\n",
+       "14     8737\n",
+       "4      7021\n",
+       "15     4661\n",
+       "16     3861\n",
+       "17     1395\n",
+       "18      635\n",
+       "3       536\n",
+       "0       477\n",
+       "2         1\n",
+       "Name: city_len, dtype: int64"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# There are a variety of name lengths incl as of 1/2023 update 277519 with no values in this field\n",
+    "# Should not be longer than 18 chars\n",
+    "\n",
+    "joined['city_len'] = joined['city'].astype(str).map(len)\n",
+    "joined.city_len.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "14fc52b8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# All of the fields appear to have the same num of chars, use .strip()\n",
+    "\n",
+    "joined.state = joined.state.map(str.strip)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "6af61dbd",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2    286126\n",
+       "0      1936\n",
+       "Name: state_len, dtype: int64"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# There are a variety of name lengths incl as of 1/2023 update 1936 with no values in this field\n",
+    "# Should not be longer than 2 chars\n",
+    "\n",
+    "joined['state_len'] = joined['state'].astype(str).map(len)\n",
+    "joined.state_len.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "ea94dd51",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# All of the fields appear to have the same num of chars, use .strip()\n",
+    "\n",
+    "joined.mfr = joined.mfr.map(str.strip)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "feb7da22",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "6     88839\n",
+       "5     64964\n",
+       "18    12479\n",
+       "14    11101\n",
+       "7     10462\n",
+       "8      8733\n",
+       "15     7954\n",
+       "11     6879\n",
+       "20     6805\n",
+       "17     6758\n",
+       "16     5983\n",
+       "13     5559\n",
+       "4      5021\n",
+       "27     4472\n",
+       "19     4446\n",
+       "22     4344\n",
+       "10     4273\n",
+       "12     4027\n",
+       "25     3952\n",
+       "30     3278\n",
+       "9      3160\n",
+       "21     2932\n",
+       "26     2852\n",
+       "24     2620\n",
+       "23     2296\n",
+       "3      2082\n",
+       "29     1152\n",
+       "28      638\n",
+       "2         1\n",
+       "Name: mfr_len, dtype: int64"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# There are a variety of mfr lengths\n",
+    "# Should not be longer than 30 chars\n",
+    "\n",
+    "joined['mfr_len'] = joined['mfr'].astype(str).map(len)\n",
+    "joined.mfr_len.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "6956be35",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 288062 entries, 0 to 288061\n",
+      "Data columns (total 52 columns):\n",
+      " #   Column            Non-Null Count   Dtype \n",
+      "---  ------            --------------   ----- \n",
+      " 0   mfr_mdl_code      288062 non-null  object\n",
+      " 1   mfr               288062 non-null  object\n",
+      " 2   model             288062 non-null  object\n",
+      " 3   type_acft         288062 non-null  object\n",
+      " 4   type_eng          288062 non-null  int64 \n",
+      " 5   ac_cat            288062 non-null  int64 \n",
+      " 6   build_cert_ind    288062 non-null  int64 \n",
+      " 7   no_eng            288062 non-null  int64 \n",
+      " 8   no_seats          288062 non-null  int64 \n",
+      " 9   ac_weight         288062 non-null  object\n",
+      " 10  speed             288062 non-null  int64 \n",
+      " 11  tc_data_sheet     288062 non-null  object\n",
+      " 12  tc_data_holder    288062 non-null  object\n",
+      " 13  n_number          288062 non-null  object\n",
+      " 14  serial_number     288062 non-null  object\n",
+      " 15  eng_mfr_mdl       288062 non-null  object\n",
+      " 16  year_mfr          288062 non-null  object\n",
+      " 17  type_registrant   288062 non-null  object\n",
+      " 18  name              288062 non-null  object\n",
+      " 19  street            288062 non-null  object\n",
+      " 20  street2           288062 non-null  object\n",
+      " 21  city              288062 non-null  object\n",
+      " 22  state             288062 non-null  object\n",
+      " 23  zip_code          288062 non-null  object\n",
+      " 24  region            288062 non-null  object\n",
+      " 25  county            288062 non-null  object\n",
+      " 26  country           288062 non-null  object\n",
+      " 27  last_action_date  288062 non-null  int64 \n",
+      " 28  cert_issue_date   288062 non-null  object\n",
+      " 29  certification     288062 non-null  object\n",
+      " 30  type_aircraft     288062 non-null  object\n",
+      " 31  type_engine       288062 non-null  int64 \n",
+      " 32  status_code       288062 non-null  object\n",
+      " 33  mode_s_code       288062 non-null  int64 \n",
+      " 34  fract_owner       288062 non-null  object\n",
+      " 35  air_worth_date    288062 non-null  object\n",
+      " 36  other_names_1     288062 non-null  object\n",
+      " 37  other_names_2     288062 non-null  object\n",
+      " 38  other_names_3     288062 non-null  object\n",
+      " 39  other_names_4     288062 non-null  object\n",
+      " 40  other_names_5     288062 non-null  object\n",
+      " 41  expiration_date   288062 non-null  object\n",
+      " 42  unique_id         288062 non-null  int64 \n",
+      " 43  kit_mfr           288062 non-null  object\n",
+      " 44  kit_model         288062 non-null  object\n",
+      " 45  mode_s_code_hex   288062 non-null  object\n",
+      " 46  name_len          288062 non-null  int64 \n",
+      " 47  street_len        288062 non-null  int64 \n",
+      " 48  street2_len       288062 non-null  int64 \n",
+      " 49  city_len          288062 non-null  int64 \n",
+      " 50  state_len         288062 non-null  int64 \n",
+      " 51  mfr_len           288062 non-null  int64 \n",
+      "dtypes: int64(16), object(36)\n",
+      "memory usage: 116.5+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "joined.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "74011eb1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "joined.drop(['name_len', 'street_len', 'street2_len', 'city_len', 'state_len', 'mfr_len'], axis=1, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "75c010f7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Creating a US 5-digit ZIP code field\n",
+    "# This will fill the uszip5 field with ZEROES where the country is not USA\n",
+    "\n",
+    "joined['uszip5'] = np.where(joined['country'] == 'US', joined['zip_code'].astype(str).str[:5], '')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "34815fe7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# This is to be sure the 5-digit ZIPs that begin with leading 0s do have the leading 0s -\n",
+    "# Python strips them, and, when we export to .csv, they will not show up in Excel - so the ZIP 01234 would appear as 1234\n",
+    "# However, if you open the file in Sublime Text, the 0s are there\n",
+    "\n",
+    "joined['uszip5'] = joined['uszip5'].str.zfill(5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "abf5d248",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Add year field\n",
+    "\n",
+    "joined['year'] = 2023"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "064624ac",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Export\n",
+    "# Per the note here: https://registry.faa.gov/aircraftinquiry:\n",
+    "# The duration of aircraft registration certificates has been extended up to 7 years. \n",
+    "# The Registry will be issuing revised certificates in batches based on the former expiration date. \n",
+    "# For verification purposes, even though the expiration date on the registration certificate may not match the expiration \n",
+    "# date in the FAA Aircraft Registration database, any registration certificate displaying an expiration date of January 31, 2023 \n",
+    "# or later is still valid. This applies to all foreign Civil Aviation Authorities or anyone else with a verification need.\n",
+    "\n",
+    "joined.to_csv('aircraft_2023.csv', index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d694f833",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Here's a bunch of code I wrote before I realized we didn't need it \n",
+    "\n",
+    "# Check numeric date ranges. Anything too high or too low?\n",
+    "# There are a lot of numerical fields in this dataset. We'll check the ones with numbers only - \n",
+    "# There are some fields with a combination of letters and numbers\n",
+    "# Fields with numerical values to check:\n",
+    "# type_eng, ac_cat, build_cert_ind, no_eng, no_seats, speed, last_action_date, type_engine, mode_s_code \n",
+    "# Similar to what I did with the pilots data, I'll use value_counts"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "6be9c5e5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1     203530\n",
+       "5      25427\n",
+       "8      19159\n",
+       "2      12889\n",
+       "0       8723\n",
+       "3       8446\n",
+       "7       4711\n",
+       "10      3343\n",
+       "4       1751\n",
+       "11        73\n",
+       "9          5\n",
+       "6          5\n",
+       "Name: type_eng, dtype: int64"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# The type_eng values should be between or equal to 1 and 11, per docs\n",
+    "\n",
+    "joined.type_eng.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "c13d54d9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1    285018\n",
+       "3      2837\n",
+       "2       207\n",
+       "Name: ac_cat, dtype: int64"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# The ac_cat values should be 1, 2 or 3, per docs\n",
+    "\n",
+    "joined.ac_cat.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "534a7f9f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    235981\n",
+       "1     43065\n",
+       "2      9016\n",
+       "Name: build_cert_ind, dtype: int64"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# The build_cert_ind values should be 1, 2 or 3, per docs\n",
+    "\n",
+    "joined.build_cert_ind.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "70c5448a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1     226124\n",
+       "2      48589\n",
+       "0       8730\n",
+       "4       2466\n",
+       "3       1117\n",
+       "6        650\n",
+       "8        266\n",
+       "5         61\n",
+       "9         14\n",
+       "12        13\n",
+       "10        13\n",
+       "20         5\n",
+       "13         5\n",
+       "16         4\n",
+       "14         1\n",
+       "32         1\n",
+       "18         1\n",
+       "7          1\n",
+       "33         1\n",
+       "Name: no_eng, dtype: int64"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# The no_eng values can vary. This field is the number of engines in the registered aircraft.\n",
+    "\n",
+    "joined.no_eng.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "c7c242e5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "4      96271\n",
+       "2      82537\n",
+       "6      27454\n",
+       "1      16979\n",
+       "5       9168\n",
+       "       ...  \n",
+       "131        1\n",
+       "128        1\n",
+       "250        1\n",
+       "273        1\n",
+       "195        1\n",
+       "Name: no_seats, Length: 171, dtype: int64"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# The no_seats values can vary. This field is the number of seats in the registered aircraft.\n",
+    "\n",
+    "joined.no_seats.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "97fe7903",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0       135675\n",
+       "105      21905\n",
+       "90       15269\n",
+       "107      10760\n",
+       "108       8395\n",
+       "         ...  \n",
+       "177          1\n",
+       "282          1\n",
+       "62           1\n",
+       "237          1\n",
+       "1125         1\n",
+       "Name: speed, Length: 201, dtype: int64"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# The speed values can vary. This field is the registered aircraft's cruising speed.\n",
+    "# As of the January update, one plane is listed with a cruising speed of 1,125\n",
+    "# Upon further inspection, the plane is a single-engine and weighs less than 12,500 pounds, so I think this is an error.\n",
+    "\n",
+    "joined.speed.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "25edd020",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# The last_action_date values will be dates formatted as YYYYMMDD\n",
+    "# To really investigate the integrity of this field, we would need to look separately at YYYY, MM, DD\n",
+    "# But we'll just leave that instruction here for anyone working with this data, and for this script\n",
+    "# I will just make sure that the values are the proper length\n",
+    "# To do that we will need to convert it to a string first\n",
+    "\n",
+    "joined['last_action_date'] = joined['last_action_date'].astype(str)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "25e7389d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Now check if it's too short or too long\n",
+    "# Create a new column of lengths for each value in last_action_date\n",
+    "\n",
+    "joined['last_action_datelen'] = joined['last_action_date'].astype(str).map(len)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "fbf11edf",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "8    288062\n",
+       "Name: last_action_datelen, dtype: int64"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Check values in created col\n",
+    "# Should be 8\n",
+    "\n",
+    "joined.last_action_datelen.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "50a127b6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1     203506\n",
+       "5      25425\n",
+       "8      19175\n",
+       "2      12891\n",
+       "0       8723\n",
+       "3       8448\n",
+       "7       4711\n",
+       "10      3346\n",
+       "4       1754\n",
+       "11        73\n",
+       "9          5\n",
+       "6          5\n",
+       "Name: type_engine, dtype: int64"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Type engine should be int values 0 through 11\n",
+    "\n",
+    "joined.type_engine.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "22e413b5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# The values of mode_s_code vary but should be 8 characters in length \n",
+    "# Change to string first\n",
+    "\n",
+    "joined['mode_s_code'] = joined['mode_s_code'].astype(str)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "e9c11c57",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Now check if it's too short or too long\n",
+    "# Create a new column of lengths for each value\n",
+    "\n",
+    "joined['mode_s_codelen'] = joined['mode_s_code'].astype(str).map(len)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "e52b18e7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "8    288062\n",
+       "Name: mode_s_codelen, dtype: int64"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Check values in created col\n",
+    "# Should be 8\n",
+    "\n",
+    "joined.mode_s_codelen.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "b09fabbc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Now drop the len cols created \n",
+    "\n",
+    "joined = joined.drop(['last_action_datelen', 'mode_s_codelen'], axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "2de482a0",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 288062 entries, 0 to 288061\n",
+      "Data columns (total 46 columns):\n",
+      " #   Column            Non-Null Count   Dtype \n",
+      "---  ------            --------------   ----- \n",
+      " 0   mfr_mdl_code      288062 non-null  object\n",
+      " 1   mfr               288062 non-null  object\n",
+      " 2   model             288062 non-null  object\n",
+      " 3   type_acft         288062 non-null  object\n",
+      " 4   type_eng          288062 non-null  int64 \n",
+      " 5   ac_cat            288062 non-null  int64 \n",
+      " 6   build_cert_ind    288062 non-null  int64 \n",
+      " 7   no_eng            288062 non-null  int64 \n",
+      " 8   no_seats          288062 non-null  int64 \n",
+      " 9   ac_weight         288062 non-null  object\n",
+      " 10  speed             288062 non-null  int64 \n",
+      " 11  tc_data_sheet     288062 non-null  object\n",
+      " 12  tc_data_holder    288062 non-null  object\n",
+      " 13  n_number          288062 non-null  object\n",
+      " 14  serial_number     288062 non-null  object\n",
+      " 15  eng_mfr_mdl       288062 non-null  object\n",
+      " 16  year_mfr          288062 non-null  object\n",
+      " 17  type_registrant   288062 non-null  object\n",
+      " 18  name              288062 non-null  object\n",
+      " 19  street            288062 non-null  object\n",
+      " 20  street2           288062 non-null  object\n",
+      " 21  city              288062 non-null  object\n",
+      " 22  state             288062 non-null  object\n",
+      " 23  zip_code          288062 non-null  object\n",
+      " 24  region            288062 non-null  object\n",
+      " 25  county            288062 non-null  object\n",
+      " 26  country           288062 non-null  object\n",
+      " 27  last_action_date  288062 non-null  object\n",
+      " 28  cert_issue_date   288062 non-null  object\n",
+      " 29  certification     288062 non-null  object\n",
+      " 30  type_aircraft     288062 non-null  object\n",
+      " 31  type_engine       288062 non-null  int64 \n",
+      " 32  status_code       288062 non-null  object\n",
+      " 33  mode_s_code       288062 non-null  object\n",
+      " 34  fract_owner       288062 non-null  object\n",
+      " 35  air_worth_date    288062 non-null  object\n",
+      " 36  other_names_1     288062 non-null  object\n",
+      " 37  other_names_2     288062 non-null  object\n",
+      " 38  other_names_3     288062 non-null  object\n",
+      " 39  other_names_4     288062 non-null  object\n",
+      " 40  other_names_5     288062 non-null  object\n",
+      " 41  expiration_date   288062 non-null  object\n",
+      " 42  unique_id         288062 non-null  int64 \n",
+      " 43  kit_mfr           288062 non-null  object\n",
+      " 44  kit_model         288062 non-null  object\n",
+      " 45  mode_s_code_hex   288062 non-null  object\n",
+      "dtypes: int64(8), object(38)\n",
+      "memory usage: 103.3+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Is there anything blank or missing?\n",
+    "\n",
+    "joined.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "afe65a80",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Is there information in the wrong field?\n",
+    "# Let's look at all of the fields and what's supposed to be in them:\n",
+    "# The following fields are in the documents downloaded from the FAA website but they do not appear in the files as of Jan. 2023\n",
+    "# Aircraft Mfr Model Code - this is missing from the MASTER.txt file\n",
+    "# Now we'll actually check what values should be in each field and if the values in the data match the prescribed values\n",
+    "# It is worth noting that all fields appear to be all the same length"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "9eae0826",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Empty DataFrame\n",
+      "Columns: [mfr_mdl_code, mfr, model, type_acft, type_eng, ac_cat, build_cert_ind, no_eng, no_seats, ac_weight, speed, tc_data_sheet, tc_data_holder, n_number, serial_number, eng_mfr_mdl, year_mfr, type_registrant, name, street, street2, city, state, zip_code, region, county, country, last_action_date, cert_issue_date, certification, type_aircraft, type_engine, status_code, mode_s_code, fract_owner, air_worth_date, other_names_1, other_names_2, other_names_3, other_names_4, other_names_5, expiration_date, unique_id, kit_mfr, kit_model, mode_s_code_hex]\n",
+      "Index: []\n",
+      "\n",
+      "[0 rows x 46 columns]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# The n-number field should not be longer than 5 chars\n",
+    "# Create a new column for any values that are longer than 5 chars (we will delete this col later)\n",
+    "# Print it, and if there are 0 rows, we're good to go\n",
+    "\n",
+    "mask = ((joined['n_number'].str.len()) > 5)\n",
+    "test_df = joined.loc[mask]\n",
+    "print(test_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "9a0f7818",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Empty DataFrame\n",
+      "Columns: [mfr_mdl_code, mfr, model, type_acft, type_eng, ac_cat, build_cert_ind, no_eng, no_seats, ac_weight, speed, tc_data_sheet, tc_data_holder, n_number, serial_number, eng_mfr_mdl, year_mfr, type_registrant, name, street, street2, city, state, zip_code, region, county, country, last_action_date, cert_issue_date, certification, type_aircraft, type_engine, status_code, mode_s_code, fract_owner, air_worth_date, other_names_1, other_names_2, other_names_3, other_names_4, other_names_5, expiration_date, unique_id, kit_mfr, kit_model, mode_s_code_hex]\n",
+      "Index: []\n",
+      "\n",
+      "[0 rows x 46 columns]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Serial numbers can be as short as three characters or as long as 30\n",
+    "\n",
+    "mask = ((joined['serial_number'].str.len()) > 30)\n",
+    "test_df = joined.loc[mask]\n",
+    "print(test_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "69701d20",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Empty DataFrame\n",
+      "Columns: [mfr_mdl_code, mfr, model, type_acft, type_eng, ac_cat, build_cert_ind, no_eng, no_seats, ac_weight, speed, tc_data_sheet, tc_data_holder, n_number, serial_number, eng_mfr_mdl, year_mfr, type_registrant, name, street, street2, city, state, zip_code, region, county, country, last_action_date, cert_issue_date, certification, type_aircraft, type_engine, status_code, mode_s_code, fract_owner, air_worth_date, other_names_1, other_names_2, other_names_3, other_names_4, other_names_5, expiration_date, unique_id, kit_mfr, kit_model, mode_s_code_hex]\n",
+      "Index: []\n",
+      "\n",
+      "[0 rows x 46 columns]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Engine manufacturer mode code should be 5 chars \n",
+    "\n",
+    "mask = ((joined['eng_mfr_mdl'].str.len()) != 5)\n",
+    "test_df = joined.loc[mask]\n",
+    "print(test_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "c46c7c76",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Empty DataFrame\n",
+      "Columns: [mfr_mdl_code, mfr, model, type_acft, type_eng, ac_cat, build_cert_ind, no_eng, no_seats, ac_weight, speed, tc_data_sheet, tc_data_holder, n_number, serial_number, eng_mfr_mdl, year_mfr, type_registrant, name, street, street2, city, state, zip_code, region, county, country, last_action_date, cert_issue_date, certification, type_aircraft, type_engine, status_code, mode_s_code, fract_owner, air_worth_date, other_names_1, other_names_2, other_names_3, other_names_4, other_names_5, expiration_date, unique_id, kit_mfr, kit_model, mode_s_code_hex]\n",
+      "Index: []\n",
+      "\n",
+      "[0 rows x 46 columns]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Year should be 4 chars\n",
+    "\n",
+    "mask = ((joined['year_mfr'].str.len()) != 4)\n",
+    "test_df = joined.loc[mask]\n",
+    "print(test_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "1f699204",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Empty DataFrame\n",
+      "Columns: [mfr_mdl_code, mfr, model, type_acft, type_eng, ac_cat, build_cert_ind, no_eng, no_seats, ac_weight, speed, tc_data_sheet, tc_data_holder, n_number, serial_number, eng_mfr_mdl, year_mfr, type_registrant, name, street, street2, city, state, zip_code, region, county, country, last_action_date, cert_issue_date, certification, type_aircraft, type_engine, status_code, mode_s_code, fract_owner, air_worth_date, other_names_1, other_names_2, other_names_3, other_names_4, other_names_5, expiration_date, unique_id, kit_mfr, kit_model, mode_s_code_hex]\n",
+      "Index: []\n",
+      "\n",
+      "[0 rows x 46 columns]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Type registrant can be any value from 1 to 9\n",
+    "\n",
+    "mask = ((joined['type_registrant'].str.len()) < 1 & (joined['type_registrant'].str.len() > 9))\n",
+    "test_df = joined.loc[mask]\n",
+    "print(test_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "0e4cb352",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "False    288062\n",
+      "Name: name, dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "# The next few fields are long-text fields; registrant's name, address (street and street 2), city, state\n",
+    "# This line checks to make sure none of these fields have numbers\n",
+    "# There are no numbers\n",
+    "\n",
+    "x = joined.name.str.isalpha()\n",
+    "print(x.value_counts())"
+   ]
+  }
+ ],
+ "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": "3.11.1"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/national/faa_pilots/faa-lic-py/data/ReleasableAircraft.zip b/national/faa_pilots/faa-lic-py/data/ReleasableAircraft.zip
new file mode 100644
index 00000000..060ec130
Binary files /dev/null and b/national/faa_pilots/faa-lic-py/data/ReleasableAircraft.zip differ
diff --git a/national/faa_pilots/faa-lic-py/faa_lic_README.md b/national/faa_pilots/faa-lic-py/faa_lic_README.md
new file mode 100644
index 00000000..cafa5400
--- /dev/null
+++ b/national/faa_pilots/faa-lic-py/faa_lic_README.md
@@ -0,0 +1,101 @@
+FAA Pilot Registration - Python 
+================
+Janelle O'Dea
+Friday February 17 2023
+
+-   [Project](#project)
+-   [Objectives](#objectives)
+-   [Packages-setup](#packages-setup)
+-   [Data](#data)
+    -   [Overview](#overview)
+-   [Download](#download)
+-   [Conclude](#conclude)
+-   [Export](#export)
+-   [Upload](#upload)
+
+## Project
+
+The Accountability Project is an effort to cut across data silos and
+give journalists, policy professionals, activists, and the public at
+large a simple way to search volumes of public data about
+people and organizations.
+
+We seek to standardize public data on a few key fields by thinking
+of each dataset row as a transaction. For each transaction there should
+be (at least) 3 variables:
+
+1.  All **parties** to a transaction.
+2.  The **date** of the transaction.
+3.  The **amount** of money involved.
+
+## Objectives
+
+This document describes the process used to complete the following
+objectives:
+
+1.  How many records are in the database?
+2.  Check for entirely duplicated records.
+3.  Check ranges of continuous variables.
+4.  Is there anything blank or missing?
+5.  Check for consistency issues.
+6.  Create a five-digit US ZIP Code field called `uszip5` out of the nine-digit US ZIP codes provided.
+7.  Create a `nonuszip` field.
+8.  Create a `year`, a `month` and a `day` field (when applicable) from the transaction date(s).
+9.  Make sure there is data on both parties to a transaction.
+
+## Packages-setup
+
+To replicate this project:
+
+* You have Python 3 installed
+* You have [virtualenv](https://pypi.python.org/pypi/virtualenv) and [virtualenvwrapper](https://pypi.python.org/pypi/virtualenvwrapper) installed and working.
+* Create a virtual environment `mkvirtualenv (virtualenvname)` and activate it by changing directories to the Scripts folder and running the `activate` command.
+* Install packages `pip install -r requirements.txt`
+* From here, you can either launch Jupyter Notebook with the `jupyter notebook` command, or run the `pilots.py` script from the command line/terminal.
+
+
+## Data
+
+The database of Federal Aviation Administration (FAA) aircraft
+registrations can be obtained from [the FAA
+website](https://www.faa.gov/licenses_certificates/aircraft_certification/aircraft_registry/releasable_aircraft_download).
+
+From the FAA website:
+
+>The data in the download is refreshed daily at 11:30 pm central time. 
+>The download is delivered in a Comma-Separated Value (.csv extension) format or often referred to as Comma-Delimited. This format was selected due to multitude and availability of tools that can open, read, and manipulate the data. 
+>The file is comprised of "Required" and "Permissible" data.Required data is information necessary to meet the minimum Regulatory requirements, while Permissible data is supplement and delivered during the course of users submittinginformation associated with the forms and documents to fulfill Aircraft registration service requests. Permissible data is therefore, not required, and only recorded when is provided.This is supplemental data was deemed valuable in supporting additional mission benefits, such as research activities. As a result of recording the supplemental data in the database,the fields associated with permissible data, may be blank and should not be considered in error.
+
+### Download
+
+We will be downloading the data in CSV format and
+can use the [provided
+documentation](https://www.faa.gov/sites/faa.gov/files/licenses_certificates/aircraft_certification/aircraft_registry/releasable_aircraft_download/ardata.pdf)
+to learn more about the data and how to read it.
+
+### Overview
+
+From the FAA website:
+
+> The FAA is extending the duration of aircraft registration certificates from three to seven years, effective January 23, 2023.
+
+> The FAA Registry is now offering limited online aircraft registration services [here](https://www.faa.gov/licenses_certificates/aircraft_certification/aircraft_registry/media/CARES\%20User\%20Guide\%202023.pdf). Individual aircraft owners can complete self-guided aircraft registration applications, upload legal and supplemental documents, receive auto-generated notification, request aircraft registration N- Numbers, use modernized online payment options, receive instant notification of payment, and digitally sign Aircraft Registration Applications. Services will be continuously improved.
+
+>The Federal Aviation Administration accepts documents containing digital signatures by email. The documents may be submitted electronically as an attachment to an email at 9-avs-ar-electronic-submittals@faa.gov. Documents signed in ink must be submitted by U.S. Post Office or commercial delivery services. The link to Contact the [Aircraft Registation Branch](mailto:209-AMC-AFS750-Aircraft@faa.gov) provides our contact information including our mailing and physical addresses. Any questions can be by email Aircraft Registration Branch, or you can call 1-866-762-9434, or 405-954-3116.
+
+>We are processing documents received on approximately September 29, 2022.
+
+The Registry will no longer issue letters of extension, effective January 23, 2023. The FAA revised [14 CFR 47.31(c)(1)](https://www.ecfr.gov/current/title-14/chapter-I/subchapter-C/part-47/subpart-B/section-47.31) removing the time limit within which the FAA must either issue a letter extending the temporary authority to continue to operate or deny the application. The Aircraft Registration Application (“Pink Copy”) is valid until the applicant receives the aircraft registration certificate, application is denied by the FAA, or 12 months have elapsed during which the registration is pending on the aircraft.
+
+## Conclude
+
+1.  
+
+## Export
+
+The last line in the script exports an aircraft_2023.csv file. If you're uploading data in a different year, please change the 'yyyy' after the underscore to the current year.
+
+## Upload
+
+Upload the pilots_yyyy.csv file via FTP.
+
diff --git a/national/faa_pilots/faa-lic-py/licenses.ipynb b/national/faa_pilots/faa-lic-py/licenses.ipynb
new file mode 100644
index 00000000..968c3c97
--- /dev/null
+++ b/national/faa_pilots/faa-lic-py/licenses.ipynb
@@ -0,0 +1,1630 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "44904af7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Importing packages\n",
+    "\n",
+    "import pandas as pd\n",
+    "from zipfile import ZipFile\n",
+    "import os\n",
+    "import math\n",
+    "import numpy as np\n",
+    "from slugify import slugify\n",
+    "import re"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "f641ba12",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Set relative filepaths\n",
+    "# Download link: https://www.faa.gov/licenses_certificates/aircraft_certification/aircraft_registry/releasable_aircraft_download\n",
+    "# Docs link: https://www.faa.gov/sites/faa.gov/files/licenses_certificates/aircraft_certification/aircraft_registry/releasable_aircraft_download/ardata.pdf\n",
+    "\n",
+    "__file__ = 'os.path.abspath('')'\n",
+    "\n",
+    "script_dir = os.path.dirname(__file__) \n",
+    "rel_path = './data/ReleasableAircraft.zip'\n",
+    "abs_file_path = os.path.join(script_dir, rel_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "c91033a2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Read zipfile\n",
+    "\n",
+    "zf = ZipFile(abs_file_path) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "a4b54f3b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Load the .csv file we need from the zipfile - MASTER.txt\n",
+    "\n",
+    "master = pd.read_csv(zf.open('MASTER.txt'), low_memory=False)\n",
+    "ref = pd.read_csv(zf.open('ACFTREF.txt'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "b083ad80",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Slugify columns\n",
+    "\n",
+    "master.columns = master.columns.str.replace(r'\\W+', '_', regex=True)\n",
+    "ref.columns = ref.columns.str.replace(r'\\W+', '_', regex=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "1d45fee4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Lowercase columns\n",
+    "\n",
+    "master.columns = [x.lower() for x in master.columns]\n",
+    "ref.columns = [x.lower() for x in ref.columns]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "0d8aaad2",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 288062 entries, 0 to 288061\n",
+      "Data columns (total 35 columns):\n",
+      " #   Column            Non-Null Count   Dtype  \n",
+      "---  ------            --------------   -----  \n",
+      " 0   n_number          288062 non-null  object \n",
+      " 1   serial_number     288062 non-null  object \n",
+      " 2   mfr_mdl_code      288062 non-null  object \n",
+      " 3   eng_mfr_mdl       288062 non-null  object \n",
+      " 4   year_mfr          288062 non-null  object \n",
+      " 5   type_registrant   288062 non-null  object \n",
+      " 6   name              288062 non-null  object \n",
+      " 7   street            288062 non-null  object \n",
+      " 8   street2           288062 non-null  object \n",
+      " 9   city              288062 non-null  object \n",
+      " 10  state             288062 non-null  object \n",
+      " 11  zip_code          288062 non-null  object \n",
+      " 12  region            288062 non-null  object \n",
+      " 13  county            288062 non-null  object \n",
+      " 14  country           288062 non-null  object \n",
+      " 15  last_action_date  288062 non-null  int64  \n",
+      " 16  cert_issue_date   288062 non-null  object \n",
+      " 17  certification     288062 non-null  object \n",
+      " 18  type_aircraft     288062 non-null  object \n",
+      " 19  type_engine       288062 non-null  int64  \n",
+      " 20  status_code       288062 non-null  object \n",
+      " 21  mode_s_code       288062 non-null  int64  \n",
+      " 22  fract_owner       288062 non-null  object \n",
+      " 23  air_worth_date    288062 non-null  object \n",
+      " 24  other_names_1_    288062 non-null  object \n",
+      " 25  other_names_2_    288062 non-null  object \n",
+      " 26  other_names_3_    288062 non-null  object \n",
+      " 27  other_names_4_    288062 non-null  object \n",
+      " 28  other_names_5_    288062 non-null  object \n",
+      " 29  expiration_date   288062 non-null  object \n",
+      " 30  unique_id         288062 non-null  int64  \n",
+      " 31  kit_mfr           288062 non-null  object \n",
+      " 32  _kit_model        288062 non-null  object \n",
+      " 33  mode_s_code_hex   288062 non-null  object \n",
+      " 34  unnamed_34        0 non-null       float64\n",
+      "dtypes: float64(1), int64(4), object(30)\n",
+      "memory usage: 76.9+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "master.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "f4dffaf2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Strip leading and trailing underscores on some column names\n",
+    "\n",
+    "master.columns = master.columns.str.rstrip('_')\n",
+    "master.columns = master.columns.str.lstrip('_')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "a055cfaf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Drop the empty columns at the end of each file (the 'unnamed: xx' fields)\n",
+    "\n",
+    "master.drop('unnamed_34', inplace=True, axis=1)\n",
+    "ref.drop('unnamed_13', inplace=True, axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "c84a5b11",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 288062 entries, 0 to 288061\n",
+      "Data columns (total 34 columns):\n",
+      " #   Column            Non-Null Count   Dtype \n",
+      "---  ------            --------------   ----- \n",
+      " 0   n_number          288062 non-null  object\n",
+      " 1   serial_number     288062 non-null  object\n",
+      " 2   mfr_mdl_code      288062 non-null  object\n",
+      " 3   eng_mfr_mdl       288062 non-null  object\n",
+      " 4   year_mfr          288062 non-null  object\n",
+      " 5   type_registrant   288062 non-null  object\n",
+      " 6   name              288062 non-null  object\n",
+      " 7   street            288062 non-null  object\n",
+      " 8   street2           288062 non-null  object\n",
+      " 9   city              288062 non-null  object\n",
+      " 10  state             288062 non-null  object\n",
+      " 11  zip_code          288062 non-null  object\n",
+      " 12  region            288062 non-null  object\n",
+      " 13  county            288062 non-null  object\n",
+      " 14  country           288062 non-null  object\n",
+      " 15  last_action_date  288062 non-null  int64 \n",
+      " 16  cert_issue_date   288062 non-null  object\n",
+      " 17  certification     288062 non-null  object\n",
+      " 18  type_aircraft     288062 non-null  object\n",
+      " 19  type_engine       288062 non-null  int64 \n",
+      " 20  status_code       288062 non-null  object\n",
+      " 21  mode_s_code       288062 non-null  int64 \n",
+      " 22  fract_owner       288062 non-null  object\n",
+      " 23  air_worth_date    288062 non-null  object\n",
+      " 24  other_names_1     288062 non-null  object\n",
+      " 25  other_names_2     288062 non-null  object\n",
+      " 26  other_names_3     288062 non-null  object\n",
+      " 27  other_names_4     288062 non-null  object\n",
+      " 28  other_names_5     288062 non-null  object\n",
+      " 29  expiration_date   288062 non-null  object\n",
+      " 30  unique_id         288062 non-null  int64 \n",
+      " 31  kit_mfr           288062 non-null  object\n",
+      " 32  kit_model         288062 non-null  object\n",
+      " 33  mode_s_code_hex   288062 non-null  object\n",
+      "dtypes: int64(4), object(30)\n",
+      "memory usage: 74.7+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "master.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "138ca992",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 90307 entries, 0 to 90306\n",
+      "Data columns (total 13 columns):\n",
+      " #   Column          Non-Null Count  Dtype \n",
+      "---  ------          --------------  ----- \n",
+      " 0   code            90307 non-null  object\n",
+      " 1   mfr             90307 non-null  object\n",
+      " 2   model           90307 non-null  object\n",
+      " 3   type_acft       90307 non-null  object\n",
+      " 4   type_eng        90307 non-null  int64 \n",
+      " 5   ac_cat          90307 non-null  int64 \n",
+      " 6   build_cert_ind  90307 non-null  int64 \n",
+      " 7   no_eng          90307 non-null  int64 \n",
+      " 8   no_seats        90307 non-null  int64 \n",
+      " 9   ac_weight       90307 non-null  object\n",
+      " 10  speed           90307 non-null  int64 \n",
+      " 11  tc_data_sheet   90307 non-null  object\n",
+      " 12  tc_data_holder  90307 non-null  object\n",
+      "dtypes: int64(6), object(7)\n",
+      "memory usage: 9.0+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "ref.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "50585bda",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Rename the code col in the ref dataframe\n",
+    "\n",
+    "ref.rename(columns = {'code':'mfr_mdl_code'}, inplace = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "b492e4ff",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Merging the two dataframes together on the common field - mfr_mdl_code in master and code in ref\n",
+    "\n",
+    "joined = pd.merge(ref, master, on='mfr_mdl_code', how='inner')\n",
+    "\n",
+    "# joined = pd.concat([master.set_index('mfr_mdl_code'),ref.set_index('code')], axis=1, join='inner')\n",
+    "\n",
+    "# joined = pd.concat([master, ref], axis=0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "2757c480",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 288062 entries, 0 to 288061\n",
+      "Data columns (total 46 columns):\n",
+      " #   Column            Non-Null Count   Dtype \n",
+      "---  ------            --------------   ----- \n",
+      " 0   mfr_mdl_code      288062 non-null  object\n",
+      " 1   mfr               288062 non-null  object\n",
+      " 2   model             288062 non-null  object\n",
+      " 3   type_acft         288062 non-null  object\n",
+      " 4   type_eng          288062 non-null  int64 \n",
+      " 5   ac_cat            288062 non-null  int64 \n",
+      " 6   build_cert_ind    288062 non-null  int64 \n",
+      " 7   no_eng            288062 non-null  int64 \n",
+      " 8   no_seats          288062 non-null  int64 \n",
+      " 9   ac_weight         288062 non-null  object\n",
+      " 10  speed             288062 non-null  int64 \n",
+      " 11  tc_data_sheet     288062 non-null  object\n",
+      " 12  tc_data_holder    288062 non-null  object\n",
+      " 13  n_number          288062 non-null  object\n",
+      " 14  serial_number     288062 non-null  object\n",
+      " 15  eng_mfr_mdl       288062 non-null  object\n",
+      " 16  year_mfr          288062 non-null  object\n",
+      " 17  type_registrant   288062 non-null  object\n",
+      " 18  name              288062 non-null  object\n",
+      " 19  street            288062 non-null  object\n",
+      " 20  street2           288062 non-null  object\n",
+      " 21  city              288062 non-null  object\n",
+      " 22  state             288062 non-null  object\n",
+      " 23  zip_code          288062 non-null  object\n",
+      " 24  region            288062 non-null  object\n",
+      " 25  county            288062 non-null  object\n",
+      " 26  country           288062 non-null  object\n",
+      " 27  last_action_date  288062 non-null  int64 \n",
+      " 28  cert_issue_date   288062 non-null  object\n",
+      " 29  certification     288062 non-null  object\n",
+      " 30  type_aircraft     288062 non-null  object\n",
+      " 31  type_engine       288062 non-null  int64 \n",
+      " 32  status_code       288062 non-null  object\n",
+      " 33  mode_s_code       288062 non-null  int64 \n",
+      " 34  fract_owner       288062 non-null  object\n",
+      " 35  air_worth_date    288062 non-null  object\n",
+      " 36  other_names_1     288062 non-null  object\n",
+      " 37  other_names_2     288062 non-null  object\n",
+      " 38  other_names_3     288062 non-null  object\n",
+      " 39  other_names_4     288062 non-null  object\n",
+      " 40  other_names_5     288062 non-null  object\n",
+      " 41  expiration_date   288062 non-null  object\n",
+      " 42  unique_id         288062 non-null  int64 \n",
+      " 43  kit_mfr           288062 non-null  object\n",
+      " 44  kit_model         288062 non-null  object\n",
+      " 45  mode_s_code_hex   288062 non-null  object\n",
+      "dtypes: int64(10), object(36)\n",
+      "memory usage: 103.3+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "# How many records are in the database?\n",
+    "# Are any records missing?\n",
+    "\n",
+    "joined.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "0537ea0d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Are there duplicates?\n",
+    "# Putting all of the duplicate rows into a dataframe of their own\n",
+    "\n",
+    "joined2 = joined[joined.duplicated()]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "ee125148",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 0 entries\n",
+      "Data columns (total 46 columns):\n",
+      " #   Column            Non-Null Count  Dtype \n",
+      "---  ------            --------------  ----- \n",
+      " 0   mfr_mdl_code      0 non-null      object\n",
+      " 1   mfr               0 non-null      object\n",
+      " 2   model             0 non-null      object\n",
+      " 3   type_acft         0 non-null      object\n",
+      " 4   type_eng          0 non-null      int64 \n",
+      " 5   ac_cat            0 non-null      int64 \n",
+      " 6   build_cert_ind    0 non-null      int64 \n",
+      " 7   no_eng            0 non-null      int64 \n",
+      " 8   no_seats          0 non-null      int64 \n",
+      " 9   ac_weight         0 non-null      object\n",
+      " 10  speed             0 non-null      int64 \n",
+      " 11  tc_data_sheet     0 non-null      object\n",
+      " 12  tc_data_holder    0 non-null      object\n",
+      " 13  n_number          0 non-null      object\n",
+      " 14  serial_number     0 non-null      object\n",
+      " 15  eng_mfr_mdl       0 non-null      object\n",
+      " 16  year_mfr          0 non-null      object\n",
+      " 17  type_registrant   0 non-null      object\n",
+      " 18  name              0 non-null      object\n",
+      " 19  street            0 non-null      object\n",
+      " 20  street2           0 non-null      object\n",
+      " 21  city              0 non-null      object\n",
+      " 22  state             0 non-null      object\n",
+      " 23  zip_code          0 non-null      object\n",
+      " 24  region            0 non-null      object\n",
+      " 25  county            0 non-null      object\n",
+      " 26  country           0 non-null      object\n",
+      " 27  last_action_date  0 non-null      int64 \n",
+      " 28  cert_issue_date   0 non-null      object\n",
+      " 29  certification     0 non-null      object\n",
+      " 30  type_aircraft     0 non-null      object\n",
+      " 31  type_engine       0 non-null      int64 \n",
+      " 32  status_code       0 non-null      object\n",
+      " 33  mode_s_code       0 non-null      int64 \n",
+      " 34  fract_owner       0 non-null      object\n",
+      " 35  air_worth_date    0 non-null      object\n",
+      " 36  other_names_1     0 non-null      object\n",
+      " 37  other_names_2     0 non-null      object\n",
+      " 38  other_names_3     0 non-null      object\n",
+      " 39  other_names_4     0 non-null      object\n",
+      " 40  other_names_5     0 non-null      object\n",
+      " 41  expiration_date   0 non-null      object\n",
+      " 42  unique_id         0 non-null      int64 \n",
+      " 43  kit_mfr           0 non-null      object\n",
+      " 44  kit_model         0 non-null      object\n",
+      " 45  mode_s_code_hex   0 non-null      object\n",
+      "dtypes: int64(10), object(36)\n",
+      "memory usage: 0.0+ bytes\n"
+     ]
+    }
+   ],
+   "source": [
+    "# There are not any duplicates.\n",
+    "\n",
+    "joined2.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "bcd77547",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# To test the values, we need just the name values without the extra whitespace\n",
+    "\n",
+    "joined.name = joined.name.map(str.strip)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "7b9aeb9b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "15    29346\n",
+       "16    28797\n",
+       "14    27579\n",
+       "13    23782\n",
+       "17    21107\n",
+       "20    18316\n",
+       "18    17527\n",
+       "19    16364\n",
+       "12    14428\n",
+       "21    10902\n",
+       "11     9022\n",
+       "22     7914\n",
+       "24     6554\n",
+       "23     6468\n",
+       "10     6271\n",
+       "25     5490\n",
+       "26     4525\n",
+       "27     4503\n",
+       "29     3347\n",
+       "30     3047\n",
+       "9      2863\n",
+       "28     2853\n",
+       "31     2454\n",
+       "35     2046\n",
+       "8      1688\n",
+       "32     1388\n",
+       "7      1223\n",
+       "33     1200\n",
+       "41     1047\n",
+       "34      940\n",
+       "38      865\n",
+       "36      659\n",
+       "40      590\n",
+       "37      531\n",
+       "39      492\n",
+       "0       487\n",
+       "45      260\n",
+       "43      204\n",
+       "42      194\n",
+       "44      160\n",
+       "46      128\n",
+       "48      107\n",
+       "47      100\n",
+       "50       88\n",
+       "49       87\n",
+       "6        77\n",
+       "4        16\n",
+       "5        14\n",
+       "3        11\n",
+       "2         1\n",
+       "Name: name_len, dtype: int64"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# There are a variety of name lengths incl as of 1/2023 update 487 records with no name\n",
+    "\n",
+    "joined['name_len'] = joined['name'].astype(str).map(len)\n",
+    "joined.name_len.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "7c206d7f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# We need the following fields to concatenate for the \"registrant\" field in the publicaccountability.org search:\n",
+    "# name, street, street2, city, state\n",
+    "# So let's make sure those are solid\n",
+    "# We also need the cert_issue_date for the date field, the manufacturer field, and to add a year field (2023)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "cf27e515",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# All of the fields appear to have the same num of chars, use .strip()\n",
+    "\n",
+    "joined.street = joined.street.map(str.strip)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "c0df23cb",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "15    28268\n",
+       "16    26856\n",
+       "17    25340\n",
+       "14    23446\n",
+       "18    21606\n",
+       "13    20019\n",
+       "19    17980\n",
+       "10    16393\n",
+       "20    14073\n",
+       "12    14017\n",
+       "11    13625\n",
+       "21    13191\n",
+       "22     8900\n",
+       "23     7723\n",
+       "26     6887\n",
+       "24     6367\n",
+       "25     5197\n",
+       "27     4498\n",
+       "9      3423\n",
+       "28     2744\n",
+       "30     1516\n",
+       "29     1445\n",
+       "31     1182\n",
+       "32      950\n",
+       "8       873\n",
+       "33      733\n",
+       "0       490\n",
+       "7       185\n",
+       "4        72\n",
+       "6        42\n",
+       "5        14\n",
+       "3         7\n",
+       "Name: street_len, dtype: int64"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# There are a variety of address lengths incl as of the 1/2023 update 490 that are blank\n",
+    "# Should not be longer than 33 chars\n",
+    "\n",
+    "joined['street_len'] = joined['street'].astype(str).map(len)\n",
+    "joined.street_len.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "b3390a55",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# All of the fields appear to have the same num of chars, use .strip()\n",
+    "\n",
+    "joined.street2 = joined.street2.map(str.strip)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "14b4f6d2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0     277519\n",
+       "16      1206\n",
+       "24       893\n",
+       "18       876\n",
+       "8        869\n",
+       "15       774\n",
+       "31       764\n",
+       "11       622\n",
+       "17       613\n",
+       "13       391\n",
+       "19       386\n",
+       "14       327\n",
+       "21       318\n",
+       "26       311\n",
+       "23       291\n",
+       "20       290\n",
+       "12       285\n",
+       "22       216\n",
+       "7        197\n",
+       "10       185\n",
+       "28       120\n",
+       "25       119\n",
+       "27       114\n",
+       "9         92\n",
+       "30        85\n",
+       "33        48\n",
+       "29        40\n",
+       "32        34\n",
+       "5         29\n",
+       "6         27\n",
+       "4         13\n",
+       "2          6\n",
+       "3          2\n",
+       "Name: street2_len, dtype: int64"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# There are a variety of name lengths incl as of 1/2023 update 277519 with no values in this field\n",
+    "# Should not be longer than \n",
+    "\n",
+    "joined['street2_len'] = joined['street2'].astype(str).map(len)\n",
+    "joined.street2_len.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "def74380",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# All of the fields appear to have the same num of chars, use .strip()\n",
+    "\n",
+    "joined.city = joined.city.map(str.strip)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "dbd5b934",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "7     42334\n",
+       "10    40441\n",
+       "6     38281\n",
+       "9     37614\n",
+       "8     34818\n",
+       "11    23694\n",
+       "5     17477\n",
+       "12    14942\n",
+       "13    11137\n",
+       "14     8737\n",
+       "4      7021\n",
+       "15     4661\n",
+       "16     3861\n",
+       "17     1395\n",
+       "18      635\n",
+       "3       536\n",
+       "0       477\n",
+       "2         1\n",
+       "Name: city_len, dtype: int64"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# There are a variety of name lengths incl as of 1/2023 update 277519 with no values in this field\n",
+    "# Should not be longer than 18 chars\n",
+    "\n",
+    "joined['city_len'] = joined['city'].astype(str).map(len)\n",
+    "joined.city_len.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "14fc52b8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# All of the fields appear to have the same num of chars, use .strip()\n",
+    "\n",
+    "joined.state = joined.state.map(str.strip)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "6af61dbd",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2    286126\n",
+       "0      1936\n",
+       "Name: state_len, dtype: int64"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# There are a variety of name lengths incl as of 1/2023 update 1936 with no values in this field\n",
+    "# Should not be longer than 2 chars\n",
+    "\n",
+    "joined['state_len'] = joined['state'].astype(str).map(len)\n",
+    "joined.state_len.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "ea94dd51",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# All of the fields appear to have the same num of chars, use .strip()\n",
+    "\n",
+    "joined.mfr = joined.mfr.map(str.strip)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "feb7da22",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "6     88839\n",
+       "5     64964\n",
+       "18    12479\n",
+       "14    11101\n",
+       "7     10462\n",
+       "8      8733\n",
+       "15     7954\n",
+       "11     6879\n",
+       "20     6805\n",
+       "17     6758\n",
+       "16     5983\n",
+       "13     5559\n",
+       "4      5021\n",
+       "27     4472\n",
+       "19     4446\n",
+       "22     4344\n",
+       "10     4273\n",
+       "12     4027\n",
+       "25     3952\n",
+       "30     3278\n",
+       "9      3160\n",
+       "21     2932\n",
+       "26     2852\n",
+       "24     2620\n",
+       "23     2296\n",
+       "3      2082\n",
+       "29     1152\n",
+       "28      638\n",
+       "2         1\n",
+       "Name: mfr_len, dtype: int64"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# There are a variety of mfr lengths\n",
+    "# Should not be longer than 30 chars\n",
+    "\n",
+    "joined['mfr_len'] = joined['mfr'].astype(str).map(len)\n",
+    "joined.mfr_len.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "6956be35",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 288062 entries, 0 to 288061\n",
+      "Data columns (total 52 columns):\n",
+      " #   Column            Non-Null Count   Dtype \n",
+      "---  ------            --------------   ----- \n",
+      " 0   mfr_mdl_code      288062 non-null  object\n",
+      " 1   mfr               288062 non-null  object\n",
+      " 2   model             288062 non-null  object\n",
+      " 3   type_acft         288062 non-null  object\n",
+      " 4   type_eng          288062 non-null  int64 \n",
+      " 5   ac_cat            288062 non-null  int64 \n",
+      " 6   build_cert_ind    288062 non-null  int64 \n",
+      " 7   no_eng            288062 non-null  int64 \n",
+      " 8   no_seats          288062 non-null  int64 \n",
+      " 9   ac_weight         288062 non-null  object\n",
+      " 10  speed             288062 non-null  int64 \n",
+      " 11  tc_data_sheet     288062 non-null  object\n",
+      " 12  tc_data_holder    288062 non-null  object\n",
+      " 13  n_number          288062 non-null  object\n",
+      " 14  serial_number     288062 non-null  object\n",
+      " 15  eng_mfr_mdl       288062 non-null  object\n",
+      " 16  year_mfr          288062 non-null  object\n",
+      " 17  type_registrant   288062 non-null  object\n",
+      " 18  name              288062 non-null  object\n",
+      " 19  street            288062 non-null  object\n",
+      " 20  street2           288062 non-null  object\n",
+      " 21  city              288062 non-null  object\n",
+      " 22  state             288062 non-null  object\n",
+      " 23  zip_code          288062 non-null  object\n",
+      " 24  region            288062 non-null  object\n",
+      " 25  county            288062 non-null  object\n",
+      " 26  country           288062 non-null  object\n",
+      " 27  last_action_date  288062 non-null  int64 \n",
+      " 28  cert_issue_date   288062 non-null  object\n",
+      " 29  certification     288062 non-null  object\n",
+      " 30  type_aircraft     288062 non-null  object\n",
+      " 31  type_engine       288062 non-null  int64 \n",
+      " 32  status_code       288062 non-null  object\n",
+      " 33  mode_s_code       288062 non-null  int64 \n",
+      " 34  fract_owner       288062 non-null  object\n",
+      " 35  air_worth_date    288062 non-null  object\n",
+      " 36  other_names_1     288062 non-null  object\n",
+      " 37  other_names_2     288062 non-null  object\n",
+      " 38  other_names_3     288062 non-null  object\n",
+      " 39  other_names_4     288062 non-null  object\n",
+      " 40  other_names_5     288062 non-null  object\n",
+      " 41  expiration_date   288062 non-null  object\n",
+      " 42  unique_id         288062 non-null  int64 \n",
+      " 43  kit_mfr           288062 non-null  object\n",
+      " 44  kit_model         288062 non-null  object\n",
+      " 45  mode_s_code_hex   288062 non-null  object\n",
+      " 46  name_len          288062 non-null  int64 \n",
+      " 47  street_len        288062 non-null  int64 \n",
+      " 48  street2_len       288062 non-null  int64 \n",
+      " 49  city_len          288062 non-null  int64 \n",
+      " 50  state_len         288062 non-null  int64 \n",
+      " 51  mfr_len           288062 non-null  int64 \n",
+      "dtypes: int64(16), object(36)\n",
+      "memory usage: 116.5+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "joined.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "74011eb1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "joined.drop(['name_len', 'street_len', 'street2_len', 'city_len', 'state_len', 'mfr_len'], axis=1, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "75c010f7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Creating a US 5-digit ZIP code field\n",
+    "# This will fill the uszip5 field with ZEROES where the country is not USA\n",
+    "\n",
+    "joined['uszip5'] = np.where(joined['country'] == 'US', joined['zip_code'].astype(str).str[:5], '')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "34815fe7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# This is to be sure the 5-digit ZIPs that begin with leading 0s do have the leading 0s -\n",
+    "# Python strips them, and, when we export to .csv, they will not show up in Excel - so the ZIP 01234 would appear as 1234\n",
+    "# However, if you open the file in Sublime Text, the 0s are there\n",
+    "\n",
+    "joined['uszip5'] = joined['uszip5'].str.zfill(5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "abf5d248",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Add year field\n",
+    "\n",
+    "joined['year'] = 2023"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "064624ac",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Export\n",
+    "# Per the note here: https://registry.faa.gov/aircraftinquiry:\n",
+    "# The duration of aircraft registration certificates has been extended up to 7 years. \n",
+    "# The Registry will be issuing revised certificates in batches based on the former expiration date. \n",
+    "# For verification purposes, even though the expiration date on the registration certificate may not match the expiration \n",
+    "# date in the FAA Aircraft Registration database, any registration certificate displaying an expiration date of January 31, 2023 \n",
+    "# or later is still valid. This applies to all foreign Civil Aviation Authorities or anyone else with a verification need.\n",
+    "\n",
+    "joined.to_csv('aircraft_2023.csv', index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d694f833",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Here's a bunch of code I wrote before I realized we didn't need it \n",
+    "\n",
+    "# Check numeric date ranges. Anything too high or too low?\n",
+    "# There are a lot of numerical fields in this dataset. We'll check the ones with numbers only - \n",
+    "# There are some fields with a combination of letters and numbers\n",
+    "# Fields with numerical values to check:\n",
+    "# type_eng, ac_cat, build_cert_ind, no_eng, no_seats, speed, last_action_date, type_engine, mode_s_code \n",
+    "# Similar to what I did with the pilots data, I'll use value_counts"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "6be9c5e5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1     203530\n",
+       "5      25427\n",
+       "8      19159\n",
+       "2      12889\n",
+       "0       8723\n",
+       "3       8446\n",
+       "7       4711\n",
+       "10      3343\n",
+       "4       1751\n",
+       "11        73\n",
+       "9          5\n",
+       "6          5\n",
+       "Name: type_eng, dtype: int64"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# The type_eng values should be between or equal to 1 and 11, per docs\n",
+    "\n",
+    "joined.type_eng.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "c13d54d9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1    285018\n",
+       "3      2837\n",
+       "2       207\n",
+       "Name: ac_cat, dtype: int64"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# The ac_cat values should be 1, 2 or 3, per docs\n",
+    "\n",
+    "joined.ac_cat.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "534a7f9f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    235981\n",
+       "1     43065\n",
+       "2      9016\n",
+       "Name: build_cert_ind, dtype: int64"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# The build_cert_ind values should be 1, 2 or 3, per docs\n",
+    "\n",
+    "joined.build_cert_ind.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "70c5448a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1     226124\n",
+       "2      48589\n",
+       "0       8730\n",
+       "4       2466\n",
+       "3       1117\n",
+       "6        650\n",
+       "8        266\n",
+       "5         61\n",
+       "9         14\n",
+       "12        13\n",
+       "10        13\n",
+       "20         5\n",
+       "13         5\n",
+       "16         4\n",
+       "14         1\n",
+       "32         1\n",
+       "18         1\n",
+       "7          1\n",
+       "33         1\n",
+       "Name: no_eng, dtype: int64"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# The no_eng values can vary. This field is the number of engines in the registered aircraft.\n",
+    "\n",
+    "joined.no_eng.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "c7c242e5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "4      96271\n",
+       "2      82537\n",
+       "6      27454\n",
+       "1      16979\n",
+       "5       9168\n",
+       "       ...  \n",
+       "131        1\n",
+       "128        1\n",
+       "250        1\n",
+       "273        1\n",
+       "195        1\n",
+       "Name: no_seats, Length: 171, dtype: int64"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# The no_seats values can vary. This field is the number of seats in the registered aircraft.\n",
+    "\n",
+    "joined.no_seats.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "97fe7903",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0       135675\n",
+       "105      21905\n",
+       "90       15269\n",
+       "107      10760\n",
+       "108       8395\n",
+       "         ...  \n",
+       "177          1\n",
+       "282          1\n",
+       "62           1\n",
+       "237          1\n",
+       "1125         1\n",
+       "Name: speed, Length: 201, dtype: int64"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# The speed values can vary. This field is the registered aircraft's cruising speed.\n",
+    "# As of the January update, one plane is listed with a cruising speed of 1,125\n",
+    "# Upon further inspection, the plane is a single-engine and weighs less than 12,500 pounds, so I think this is an error.\n",
+    "\n",
+    "joined.speed.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "25edd020",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# The last_action_date values will be dates formatted as YYYYMMDD\n",
+    "# To really investigate the integrity of this field, we would need to look separately at YYYY, MM, DD\n",
+    "# But we'll just leave that instruction here for anyone working with this data, and for this script\n",
+    "# I will just make sure that the values are the proper length\n",
+    "# To do that we will need to convert it to a string first\n",
+    "\n",
+    "joined['last_action_date'] = joined['last_action_date'].astype(str)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "25e7389d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Now check if it's too short or too long\n",
+    "# Create a new column of lengths for each value in last_action_date\n",
+    "\n",
+    "joined['last_action_datelen'] = joined['last_action_date'].astype(str).map(len)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "fbf11edf",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "8    288062\n",
+       "Name: last_action_datelen, dtype: int64"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Check values in created col\n",
+    "# Should be 8\n",
+    "\n",
+    "joined.last_action_datelen.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "50a127b6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1     203506\n",
+       "5      25425\n",
+       "8      19175\n",
+       "2      12891\n",
+       "0       8723\n",
+       "3       8448\n",
+       "7       4711\n",
+       "10      3346\n",
+       "4       1754\n",
+       "11        73\n",
+       "9          5\n",
+       "6          5\n",
+       "Name: type_engine, dtype: int64"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Type engine should be int values 0 through 11\n",
+    "\n",
+    "joined.type_engine.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "22e413b5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# The values of mode_s_code vary but should be 8 characters in length \n",
+    "# Change to string first\n",
+    "\n",
+    "joined['mode_s_code'] = joined['mode_s_code'].astype(str)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "e9c11c57",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Now check if it's too short or too long\n",
+    "# Create a new column of lengths for each value\n",
+    "\n",
+    "joined['mode_s_codelen'] = joined['mode_s_code'].astype(str).map(len)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "e52b18e7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "8    288062\n",
+       "Name: mode_s_codelen, dtype: int64"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Check values in created col\n",
+    "# Should be 8\n",
+    "\n",
+    "joined.mode_s_codelen.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "b09fabbc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Now drop the len cols created \n",
+    "\n",
+    "joined = joined.drop(['last_action_datelen', 'mode_s_codelen'], axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "2de482a0",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 288062 entries, 0 to 288061\n",
+      "Data columns (total 46 columns):\n",
+      " #   Column            Non-Null Count   Dtype \n",
+      "---  ------            --------------   ----- \n",
+      " 0   mfr_mdl_code      288062 non-null  object\n",
+      " 1   mfr               288062 non-null  object\n",
+      " 2   model             288062 non-null  object\n",
+      " 3   type_acft         288062 non-null  object\n",
+      " 4   type_eng          288062 non-null  int64 \n",
+      " 5   ac_cat            288062 non-null  int64 \n",
+      " 6   build_cert_ind    288062 non-null  int64 \n",
+      " 7   no_eng            288062 non-null  int64 \n",
+      " 8   no_seats          288062 non-null  int64 \n",
+      " 9   ac_weight         288062 non-null  object\n",
+      " 10  speed             288062 non-null  int64 \n",
+      " 11  tc_data_sheet     288062 non-null  object\n",
+      " 12  tc_data_holder    288062 non-null  object\n",
+      " 13  n_number          288062 non-null  object\n",
+      " 14  serial_number     288062 non-null  object\n",
+      " 15  eng_mfr_mdl       288062 non-null  object\n",
+      " 16  year_mfr          288062 non-null  object\n",
+      " 17  type_registrant   288062 non-null  object\n",
+      " 18  name              288062 non-null  object\n",
+      " 19  street            288062 non-null  object\n",
+      " 20  street2           288062 non-null  object\n",
+      " 21  city              288062 non-null  object\n",
+      " 22  state             288062 non-null  object\n",
+      " 23  zip_code          288062 non-null  object\n",
+      " 24  region            288062 non-null  object\n",
+      " 25  county            288062 non-null  object\n",
+      " 26  country           288062 non-null  object\n",
+      " 27  last_action_date  288062 non-null  object\n",
+      " 28  cert_issue_date   288062 non-null  object\n",
+      " 29  certification     288062 non-null  object\n",
+      " 30  type_aircraft     288062 non-null  object\n",
+      " 31  type_engine       288062 non-null  int64 \n",
+      " 32  status_code       288062 non-null  object\n",
+      " 33  mode_s_code       288062 non-null  object\n",
+      " 34  fract_owner       288062 non-null  object\n",
+      " 35  air_worth_date    288062 non-null  object\n",
+      " 36  other_names_1     288062 non-null  object\n",
+      " 37  other_names_2     288062 non-null  object\n",
+      " 38  other_names_3     288062 non-null  object\n",
+      " 39  other_names_4     288062 non-null  object\n",
+      " 40  other_names_5     288062 non-null  object\n",
+      " 41  expiration_date   288062 non-null  object\n",
+      " 42  unique_id         288062 non-null  int64 \n",
+      " 43  kit_mfr           288062 non-null  object\n",
+      " 44  kit_model         288062 non-null  object\n",
+      " 45  mode_s_code_hex   288062 non-null  object\n",
+      "dtypes: int64(8), object(38)\n",
+      "memory usage: 103.3+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Is there anything blank or missing?\n",
+    "\n",
+    "joined.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "afe65a80",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Is there information in the wrong field?\n",
+    "# Let's look at all of the fields and what's supposed to be in them:\n",
+    "# The following fields are in the documents downloaded from the FAA website but they do not appear in the files as of Jan. 2023\n",
+    "# Aircraft Mfr Model Code - this is missing from the MASTER.txt file\n",
+    "# Now we'll actually check what values should be in each field and if the values in the data match the prescribed values\n",
+    "# It is worth noting that all fields appear to be all the same length"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "9eae0826",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Empty DataFrame\n",
+      "Columns: [mfr_mdl_code, mfr, model, type_acft, type_eng, ac_cat, build_cert_ind, no_eng, no_seats, ac_weight, speed, tc_data_sheet, tc_data_holder, n_number, serial_number, eng_mfr_mdl, year_mfr, type_registrant, name, street, street2, city, state, zip_code, region, county, country, last_action_date, cert_issue_date, certification, type_aircraft, type_engine, status_code, mode_s_code, fract_owner, air_worth_date, other_names_1, other_names_2, other_names_3, other_names_4, other_names_5, expiration_date, unique_id, kit_mfr, kit_model, mode_s_code_hex]\n",
+      "Index: []\n",
+      "\n",
+      "[0 rows x 46 columns]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# The n-number field should not be longer than 5 chars\n",
+    "# Create a new column for any values that are longer than 5 chars (we will delete this col later)\n",
+    "# Print it, and if there are 0 rows, we're good to go\n",
+    "\n",
+    "mask = ((joined['n_number'].str.len()) > 5)\n",
+    "test_df = joined.loc[mask]\n",
+    "print(test_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "9a0f7818",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Empty DataFrame\n",
+      "Columns: [mfr_mdl_code, mfr, model, type_acft, type_eng, ac_cat, build_cert_ind, no_eng, no_seats, ac_weight, speed, tc_data_sheet, tc_data_holder, n_number, serial_number, eng_mfr_mdl, year_mfr, type_registrant, name, street, street2, city, state, zip_code, region, county, country, last_action_date, cert_issue_date, certification, type_aircraft, type_engine, status_code, mode_s_code, fract_owner, air_worth_date, other_names_1, other_names_2, other_names_3, other_names_4, other_names_5, expiration_date, unique_id, kit_mfr, kit_model, mode_s_code_hex]\n",
+      "Index: []\n",
+      "\n",
+      "[0 rows x 46 columns]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Serial numbers can be as short as three characters or as long as 30\n",
+    "\n",
+    "mask = ((joined['serial_number'].str.len()) > 30)\n",
+    "test_df = joined.loc[mask]\n",
+    "print(test_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "69701d20",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Empty DataFrame\n",
+      "Columns: [mfr_mdl_code, mfr, model, type_acft, type_eng, ac_cat, build_cert_ind, no_eng, no_seats, ac_weight, speed, tc_data_sheet, tc_data_holder, n_number, serial_number, eng_mfr_mdl, year_mfr, type_registrant, name, street, street2, city, state, zip_code, region, county, country, last_action_date, cert_issue_date, certification, type_aircraft, type_engine, status_code, mode_s_code, fract_owner, air_worth_date, other_names_1, other_names_2, other_names_3, other_names_4, other_names_5, expiration_date, unique_id, kit_mfr, kit_model, mode_s_code_hex]\n",
+      "Index: []\n",
+      "\n",
+      "[0 rows x 46 columns]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Engine manufacturer mode code should be 5 chars \n",
+    "\n",
+    "mask = ((joined['eng_mfr_mdl'].str.len()) != 5)\n",
+    "test_df = joined.loc[mask]\n",
+    "print(test_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "c46c7c76",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Empty DataFrame\n",
+      "Columns: [mfr_mdl_code, mfr, model, type_acft, type_eng, ac_cat, build_cert_ind, no_eng, no_seats, ac_weight, speed, tc_data_sheet, tc_data_holder, n_number, serial_number, eng_mfr_mdl, year_mfr, type_registrant, name, street, street2, city, state, zip_code, region, county, country, last_action_date, cert_issue_date, certification, type_aircraft, type_engine, status_code, mode_s_code, fract_owner, air_worth_date, other_names_1, other_names_2, other_names_3, other_names_4, other_names_5, expiration_date, unique_id, kit_mfr, kit_model, mode_s_code_hex]\n",
+      "Index: []\n",
+      "\n",
+      "[0 rows x 46 columns]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Year should be 4 chars\n",
+    "\n",
+    "mask = ((joined['year_mfr'].str.len()) != 4)\n",
+    "test_df = joined.loc[mask]\n",
+    "print(test_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "1f699204",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Empty DataFrame\n",
+      "Columns: [mfr_mdl_code, mfr, model, type_acft, type_eng, ac_cat, build_cert_ind, no_eng, no_seats, ac_weight, speed, tc_data_sheet, tc_data_holder, n_number, serial_number, eng_mfr_mdl, year_mfr, type_registrant, name, street, street2, city, state, zip_code, region, county, country, last_action_date, cert_issue_date, certification, type_aircraft, type_engine, status_code, mode_s_code, fract_owner, air_worth_date, other_names_1, other_names_2, other_names_3, other_names_4, other_names_5, expiration_date, unique_id, kit_mfr, kit_model, mode_s_code_hex]\n",
+      "Index: []\n",
+      "\n",
+      "[0 rows x 46 columns]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Type registrant can be any value from 1 to 9\n",
+    "\n",
+    "mask = ((joined['type_registrant'].str.len()) < 1 & (joined['type_registrant'].str.len() > 9))\n",
+    "test_df = joined.loc[mask]\n",
+    "print(test_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "0e4cb352",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "False    288062\n",
+      "Name: name, dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "# The next few fields are long-text fields; registrant's name, address (street and street 2), city, state\n",
+    "# This line checks to make sure none of these fields have numbers\n",
+    "# There are no numbers\n",
+    "\n",
+    "x = joined.name.str.isalpha()\n",
+    "print(x.value_counts())"
+   ]
+  }
+ ],
+ "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": "3.11.1"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/national/faa_pilots/faa-lic-py/licenses.py b/national/faa_pilots/faa-lic-py/licenses.py
new file mode 100644
index 00000000..a938aec5
--- /dev/null
+++ b/national/faa_pilots/faa-lic-py/licenses.py
@@ -0,0 +1,534 @@
+#!/usr/bin/env python
+# coding: utf-8
+
+# In[1]:
+
+
+# Importing packages
+
+import pandas as pd
+from zipfile import ZipFile
+import os
+import math
+import numpy as np
+from slugify import slugify
+import re
+
+
+# In[2]:
+
+
+# Set relative filepaths
+# Download link: https://www.faa.gov/licenses_certificates/aircraft_certification/aircraft_registry/releasable_aircraft_download
+# Docs link: https://www.faa.gov/sites/faa.gov/files/licenses_certificates/aircraft_certification/aircraft_registry/releasable_aircraft_download/ardata.pdf
+
+__file__ = 'os.path.abspath('')'
+
+script_dir = os.path.dirname(__file__) 
+rel_path = './data/ReleasableAircraft.zip'
+abs_file_path = os.path.join(script_dir, rel_path)
+
+
+# In[3]:
+
+
+# Read zipfile
+
+zf = ZipFile(abs_file_path) 
+
+
+# In[4]:
+
+
+# Load the .csv file we need from the zipfile - MASTER.txt
+
+master = pd.read_csv(zf.open('MASTER.txt'), low_memory=False)
+ref = pd.read_csv(zf.open('ACFTREF.txt'))
+
+
+# In[5]:
+
+
+# Slugify columns
+
+master.columns = master.columns.str.replace(r'\W+', '_', regex=True)
+ref.columns = ref.columns.str.replace(r'\W+', '_', regex=True)
+
+
+# In[6]:
+
+
+# Lowercase columns
+
+master.columns = [x.lower() for x in master.columns]
+ref.columns = [x.lower() for x in ref.columns]
+
+
+# In[7]:
+
+
+master.info()
+
+
+# In[8]:
+
+
+# Strip leading and trailing underscores on some column names
+
+master.columns = master.columns.str.rstrip('_')
+master.columns = master.columns.str.lstrip('_')
+
+
+# In[9]:
+
+
+# Drop the empty columns at the end of each file (the 'unnamed: xx' fields)
+
+master.drop('unnamed_34', inplace=True, axis=1)
+ref.drop('unnamed_13', inplace=True, axis=1)
+
+
+# In[10]:
+
+
+master.info()
+
+
+# In[11]:
+
+
+ref.info()
+
+
+# In[12]:
+
+
+# Rename the code col in the ref dataframe
+
+ref.rename(columns = {'code':'mfr_mdl_code'}, inplace = True)
+
+
+# In[13]:
+
+
+# Merging the two dataframes together on the common field - mfr_mdl_code in master and code in ref
+
+joined = pd.merge(ref, master, on='mfr_mdl_code', how='inner')
+
+# joined = pd.concat([master.set_index('mfr_mdl_code'),ref.set_index('code')], axis=1, join='inner')
+
+# joined = pd.concat([master, ref], axis=0)
+
+
+# In[14]:
+
+
+# How many records are in the database?
+# Are any records missing?
+
+joined.info()
+
+
+# In[15]:
+
+
+# Are there duplicates?
+# Putting all of the duplicate rows into a dataframe of their own
+
+joined2 = joined[joined.duplicated()]
+
+
+# In[16]:
+
+
+# There are not any duplicates.
+
+joined2.info()
+
+
+# In[17]:
+
+
+# To test the values, we need just the name values without the extra whitespace
+
+joined.name = joined.name.map(str.strip)
+
+
+# In[18]:
+
+
+# There are a variety of name lengths incl as of 1/2023 update 487 records with no name
+
+joined['name_len'] = joined['name'].astype(str).map(len)
+joined.name_len.value_counts()
+
+
+# In[19]:
+
+
+# We need the following fields to concatenate for the "registrant" field in the publicaccountability.org search:
+# name, street, street2, city, state
+# So let's make sure those are solid
+# We also need the cert_issue_date for the date field, the manufacturer field, and to add a year field (2023)
+
+
+# In[20]:
+
+
+# All of the fields appear to have the same num of chars, use .strip()
+
+joined.street = joined.street.map(str.strip)
+
+
+# In[21]:
+
+
+# There are a variety of address lengths incl as of the 1/2023 update 490 that are blank
+# Should not be longer than 33 chars
+
+joined['street_len'] = joined['street'].astype(str).map(len)
+joined.street_len.value_counts()
+
+
+# In[22]:
+
+
+# All of the fields appear to have the same num of chars, use .strip()
+
+joined.street2 = joined.street2.map(str.strip)
+
+
+# In[23]:
+
+
+# There are a variety of name lengths incl as of 1/2023 update 277519 with no values in this field
+# Should not be longer than 
+
+joined['street2_len'] = joined['street2'].astype(str).map(len)
+joined.street2_len.value_counts()
+
+
+# In[24]:
+
+
+# All of the fields appear to have the same num of chars, use .strip()
+
+joined.city = joined.city.map(str.strip)
+
+
+# In[25]:
+
+
+# There are a variety of name lengths incl as of 1/2023 update 277519 with no values in this field
+# Should not be longer than 18 chars
+
+joined['city_len'] = joined['city'].astype(str).map(len)
+joined.city_len.value_counts()
+
+
+# In[26]:
+
+
+# All of the fields appear to have the same num of chars, use .strip()
+
+joined.state = joined.state.map(str.strip)
+
+
+# In[27]:
+
+
+# There are a variety of name lengths incl as of 1/2023 update 1936 with no values in this field
+# Should not be longer than 2 chars
+
+joined['state_len'] = joined['state'].astype(str).map(len)
+joined.state_len.value_counts()
+
+
+# In[28]:
+
+
+# All of the fields appear to have the same num of chars, use .strip()
+
+joined.mfr = joined.mfr.map(str.strip)
+
+
+# In[29]:
+
+
+# There are a variety of mfr lengths
+# Should not be longer than 30 chars
+
+joined['mfr_len'] = joined['mfr'].astype(str).map(len)
+joined.mfr_len.value_counts()
+
+
+# In[30]:
+
+
+joined.info()
+
+
+# In[31]:
+
+
+joined.drop(['name_len', 'street_len', 'street2_len', 'city_len', 'state_len', 'mfr_len'], axis=1, inplace=True)
+
+
+# In[32]:
+
+
+# Creating a US 5-digit ZIP code field
+# This will fill the uszip5 field with ZEROES where the country is not USA
+
+joined['uszip5'] = np.where(joined['country'] == 'US', joined['zip_code'].astype(str).str[:5], '')
+
+
+# In[35]:
+
+
+# This is to be sure the 5-digit ZIPs that begin with leading 0s do have the leading 0s -
+# Python strips them, and, when we export to .csv, they will not show up in Excel - so the ZIP 01234 would appear as 1234
+# However, if you open the file in Sublime Text, the 0s are there
+
+joined['uszip5'] = joined['uszip5'].str.zfill(5)
+
+
+# In[33]:
+
+
+# Add year field
+
+joined['year'] = 2023
+
+
+# In[36]:
+
+
+# Export
+# Per the note here: https://registry.faa.gov/aircraftinquiry:
+# The duration of aircraft registration certificates has been extended up to 7 years. 
+# The Registry will be issuing revised certificates in batches based on the former expiration date. 
+# For verification purposes, even though the expiration date on the registration certificate may not match the expiration 
+# date in the FAA Aircraft Registration database, any registration certificate displaying an expiration date of January 31, 2023 
+# or later is still valid. This applies to all foreign Civil Aviation Authorities or anyone else with a verification need.
+
+joined.to_csv('aircraft_2023.csv', index=False)
+
+
+# In[ ]:
+
+
+# Here's a bunch of code I wrote before I realized we didn't need it 
+
+# Check numeric date ranges. Anything too high or too low?
+# There are a lot of numerical fields in this dataset. We'll check the ones with numbers only - 
+# There are some fields with a combination of letters and numbers
+# Fields with numerical values to check:
+# type_eng, ac_cat, build_cert_ind, no_eng, no_seats, speed, last_action_date, type_engine, mode_s_code 
+# Similar to what I did with the pilots data, I'll use value_counts
+
+
+# In[18]:
+
+
+# The type_eng values should be between or equal to 1 and 11, per docs
+
+joined.type_eng.value_counts()
+
+
+# In[19]:
+
+
+# The ac_cat values should be 1, 2 or 3, per docs
+
+joined.ac_cat.value_counts()
+
+
+# In[20]:
+
+
+# The build_cert_ind values should be 1, 2 or 3, per docs
+
+joined.build_cert_ind.value_counts()
+
+
+# In[21]:
+
+
+# The no_eng values can vary. This field is the number of engines in the registered aircraft.
+
+joined.no_eng.value_counts()
+
+
+# In[22]:
+
+
+# The no_seats values can vary. This field is the number of seats in the registered aircraft.
+
+joined.no_seats.value_counts()
+
+
+# In[23]:
+
+
+# The speed values can vary. This field is the registered aircraft's cruising speed.
+# As of the January update, one plane is listed with a cruising speed of 1,125
+# Upon further inspection, the plane is a single-engine and weighs less than 12,500 pounds, so I think this is an error.
+
+joined.speed.value_counts()
+
+
+# In[24]:
+
+
+# The last_action_date values will be dates formatted as YYYYMMDD
+# To really investigate the integrity of this field, we would need to look separately at YYYY, MM, DD
+# But we'll just leave that instruction here for anyone working with this data, and for this script
+# I will just make sure that the values are the proper length
+# To do that we will need to convert it to a string first
+
+joined['last_action_date'] = joined['last_action_date'].astype(str)
+
+
+# In[25]:
+
+
+# Now check if it's too short or too long
+# Create a new column of lengths for each value in last_action_date
+
+joined['last_action_datelen'] = joined['last_action_date'].astype(str).map(len)
+
+
+# In[26]:
+
+
+# Check values in created col
+# Should be 8
+
+joined.last_action_datelen.value_counts()
+
+
+# In[27]:
+
+
+# Type engine should be int values 0 through 11
+
+joined.type_engine.value_counts()
+
+
+# In[28]:
+
+
+# The values of mode_s_code vary but should be 8 characters in length 
+# Change to string first
+
+joined['mode_s_code'] = joined['mode_s_code'].astype(str)
+
+
+# In[29]:
+
+
+# Now check if it's too short or too long
+# Create a new column of lengths for each value
+
+joined['mode_s_codelen'] = joined['mode_s_code'].astype(str).map(len)
+
+
+# In[30]:
+
+
+# Check values in created col
+# Should be 8
+
+joined.mode_s_codelen.value_counts()
+
+
+# In[31]:
+
+
+# Now drop the len cols created 
+
+joined = joined.drop(['last_action_datelen', 'mode_s_codelen'], axis=1)
+
+
+# In[32]:
+
+
+# Is there anything blank or missing?
+
+joined.info()
+
+
+# In[33]:
+
+
+# Is there information in the wrong field?
+# Let's look at all of the fields and what's supposed to be in them:
+# The following fields are in the documents downloaded from the FAA website but they do not appear in the files as of Jan. 2023
+# Aircraft Mfr Model Code - this is missing from the MASTER.txt file
+# Now we'll actually check what values should be in each field and if the values in the data match the prescribed values
+# It is worth noting that all fields appear to be all the same length
+
+
+# In[34]:
+
+
+# The n-number field should not be longer than 5 chars
+# Create a new column for any values that are longer than 5 chars (we will delete this col later)
+# Print it, and if there are 0 rows, we're good to go
+
+mask = ((joined['n_number'].str.len()) > 5)
+test_df = joined.loc[mask]
+print(test_df)
+
+
+# In[35]:
+
+
+# Serial numbers can be as short as three characters or as long as 30
+
+mask = ((joined['serial_number'].str.len()) > 30)
+test_df = joined.loc[mask]
+print(test_df)
+
+
+# In[36]:
+
+
+# Engine manufacturer mode code should be 5 chars 
+
+mask = ((joined['eng_mfr_mdl'].str.len()) != 5)
+test_df = joined.loc[mask]
+print(test_df)
+
+
+# In[37]:
+
+
+# Year should be 4 chars
+
+mask = ((joined['year_mfr'].str.len()) != 4)
+test_df = joined.loc[mask]
+print(test_df)
+
+
+# In[38]:
+
+
+# Type registrant can be any value from 1 to 9
+
+mask = ((joined['type_registrant'].str.len()) < 1 & (joined['type_registrant'].str.len() > 9))
+test_df = joined.loc[mask]
+print(test_df)
+
+
+# In[39]:
+
+
+# The next few fields are long-text fields; registrant's name, address (street and street 2), city, state
+# This line checks to make sure none of these fields have numbers
+# There are no numbers
+
+x = joined.name.str.isalpha()
+print(x.value_counts())
+
diff --git a/national/faa_pilots/faa-pilots-py/faa_pilots_README.md b/national/faa_pilots/faa-pilots-py/faa_pilots_README.md
new file mode 100644
index 00000000..20cad53a
--- /dev/null
+++ b/national/faa_pilots/faa-pilots-py/faa_pilots_README.md
@@ -0,0 +1,133 @@
+FAA Pilot Registration - Python 
+================
+Janelle O'Dea
+Friday January 31 2023
+
+-   [Project](#project)
+-   [Objectives](#objectives)
+-   [Packages-setup](#packages-setup)
+-   [Data](#data)
+    -   [Overview](#overview)
+-   [Download](#download)
+-   [Conclude](#conclude)
+-   [Export](#export)
+-   [Upload](#upload)
+
+## Project
+
+The Accountability Project is an effort to cut across data silos and
+give journalists, policy professionals, activists, and the public at
+large a simple way to search volumes of public data about
+people and organizations.
+
+We seek to standardize public data on a few key fields by thinking
+of each dataset row as a transaction. For each transaction there should
+be (at least) 3 variables:
+
+1.  All **parties** to a transaction.
+2.  The **date** of the transaction.
+3.  The **amount** of money involved.
+
+## Objectives
+
+This document describes the process used to complete the following
+objectives:
+
+1.  How many records are in the database?
+2.  Check for entirely duplicated records.
+3.  Check ranges of continuous variables.
+4.  Is there anything blank or missing?
+5.  Check for consistency issues.
+6.  Create a five-digit US ZIP Code field called `uszip5` out of the nine-digit US ZIP codes provided.
+7.  Create a `nonuszip` field.
+8.  Create a `year`, a `month` and a `day` field (when applicable) from the transaction date(s).
+9.  Make sure there is data on both parties to a transaction.
+
+## Packages-setup
+
+To replicate this project:
+
+* You have Python 3 installed
+* You have [virtualenv](https://pypi.python.org/pypi/virtualenv) and [virtualenvwrapper](https://pypi.python.org/pypi/virtualenvwrapper) installed and working.
+* Create a virtual environment `mkvirtualenv (virtualenvname)` and activate it by changing directories to the Scripts folder and running the `activate` command.
+* Install packages `pip install -r requirements.txt`
+* From here, you can either launch Jupyter Notebook with the `jupyter notebook` command, or run the `pilots.py` script from the command line/terminal.
+
+
+## Data
+
+The database of Federal Aviation Administration (FAA) pilot
+registrations can be obtained from [the FAA
+website](https://www.faa.gov/licenses_certificates/airmen_certification/releasable_airmen_download/).
+
+From the FAA website:
+
+> ### Airmen Certification Database
+>
+> -   Airmen Certification Branch is not the authoritative source for
+>     medical data.
+> -   The expiration date provided in the downloadable file is for
+>     informational purposes only.
+> -   Any questions regarding medical information should be directed to
+>     Aerospace Medical Certification Division.
+>
+> We update these files monthly. The records in each database file are
+> stored in either fixed length ASCII text format (TXT) or
+> comma-delimited text format (CSV) which is already separated into
+> airmen basic records and certificate records. Both formats can be
+> accessed using common database applications such as MS Access.
+>
+> This information does not include airmen certificate number data, nor
+> does it include the records of those airmen who do not want their
+> addresses released. You can also elect to Change the Releasability
+> Status of your Address if you do not want it listed in the database.
+
+
+### Download
+
+We will be downloading the data in fixed length ASCII text format and
+can use the [provided
+documentation](https://www.faa.gov/licenses_certificates/airmen_certification/media/Help.pdf)
+to learn more about the data and how to read it.
+
+### Overview
+
+> On April 5, 2000, the Wendell H. Ford Aviation Investment and Reform
+> Act for the 21st Century became Public Law 106-181. Section 715 of
+> that law requires the Federal Aviation Administration to release
+> names, addresses, and ratings information for all airmen after the
+> 120th day following the date of enactment.
+>
+> The law also requires that the airmen be given an opportunity to elect
+> that their address information be withheld from release under this
+> law. Accordingly, the FAA sent letters to all active airmen informing
+> them of the provisions of the law, and giving them the option to
+> withhold their address information. The FAA will be continuing this
+> procedure for airmen who become active. Responses from the letters
+> have been processed
+>
+> This file contains the names, addresses, and certificate information
+> of those airmen who did not respond to indicate that they wished to
+> withhold their address information. It is the intent of the Airmen
+> Certification Branch to produce this file, in its entirety, on a
+> monthly basis. The file may be downloaded from the Civil Aviation
+> Registry web site at <http://registry.faa.gov>.
+
+## Conclude
+
+1.  There are 954,997 records in the database as of the January 2023 upload.
+2.  There are duplicate records.
+3.  Date ranges are reasonable, but the formatting is unconventional on two fields (the format is MYYYY or MMYYYY, depending on if one- or two-digit month). 
+4.  There are many records missing medical exam information (the last four fields in the original data). The FAA website states explicitly that this database is not the authoritative source for medical information.
+5.  Consistency in geographic data doesn't really apply here. The only note is: There are non-US ZIP codes in the original zip field. A 5-digit US ZIP field — uszip5 — has been created out of the 9 digit ZIP codes provided in the original ZIP field. Note: In the uszip5 field, leading zeros will not show in Excel. They're there.
+6.  The 'year' field reflects the year the data was uploaded.
+7.  The FAA updates this data on the first of every month or the first business day after. The Accountability Project will not update it monthly, however.
+
+## Export
+
+The last line in the script exports a pilot_2023.csv file. If you're uploading data in a different year, please change the 'yyyy' after the underscore to the current year.
+
+## Upload
+
+Upload the pilots_yyyy.csv file via FTP.
+
diff --git a/national/faa_pilots/faa-pilots-py/pilots.ipynb b/national/faa_pilots/faa-pilots-py/pilots.ipynb
new file mode 100644
index 00000000..19e51da7
--- /dev/null
+++ b/national/faa_pilots/faa-pilots-py/pilots.ipynb
@@ -0,0 +1,797663 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "568beab0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Importing packages\n",
+    "\n",
+    "import pandas as pd\n",
+    "from zipfile import ZipFile\n",
+    "import os\n",
+    "import math\n",
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "6fec943a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Set relative filepaths\n",
+    "# Download link: https://www.faa.gov/licenses_certificates/airmen_certification/releasable_airmen_download/\n",
+    "# Docs link: https://www.faa.gov/licenses_certificates/airmen_certification/media/HelpComm.pdf\n",
+    "\n",
+    "__file__ = 'os.path.abspath('')'\n",
+    "\n",
+    "script_dir = os.path.dirname(__file__) \n",
+    " # rel_path = './data/faa/pilots/CS122022.zip' # December 2022 data\n",
+    "rel_path = './data/faa/pilots/CS012023.zip'\n",
+    "abs_file_path = os.path.join(script_dir, rel_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "23134dcf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Read zipfile\n",
+    "\n",
+    "zf = ZipFile(abs_file_path) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "76476f04",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Load the .csv files we need from the zipfile - PILOT_BASIC and NONPILOT_BASIC\n",
+    "\n",
+    "pilot = pd.read_csv(zf.open('PILOT_BASIC.csv'))\n",
+    "nonpilot = pd.read_csv(zf.open('NONPILOT_BASIC.csv'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "d7389f9a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 569475 entries, 0 to 569474\n",
+      "Data columns (total 16 columns):\n",
+      " #   Column                  Non-Null Count   Dtype  \n",
+      "---  ------                  --------------   -----  \n",
+      " 0   UNIQUE ID               569475 non-null  object \n",
+      " 1    FIRST NAME             569437 non-null  object \n",
+      " 2    LAST NAME              569475 non-null  object \n",
+      " 3    STREET 1               569475 non-null  object \n",
+      " 4    STREET 2               569475 non-null  object \n",
+      " 5    CITY                   569475 non-null  object \n",
+      " 6    STATE                  569475 non-null  object \n",
+      " 7    ZIP CODE               569475 non-null  object \n",
+      " 8    COUNTRY                569475 non-null  object \n",
+      " 9    REGION                 569475 non-null  object \n",
+      " 10   MED CLASS              313457 non-null  float64\n",
+      " 11   MED DATE               313457 non-null  float64\n",
+      " 12   MED EXP DATE           313457 non-null  float64\n",
+      " 13   BASIC MED COURSE DATE  44450 non-null   float64\n",
+      " 14   BASIC MED CMEC DATE    44450 non-null   float64\n",
+      " 15  Unnamed: 15             0 non-null       float64\n",
+      "dtypes: float64(6), object(10)\n",
+      "memory usage: 69.5+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Make sure the data loaded into dataframes properly (if working in Jupyter)\n",
+    "\n",
+    "pilot.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "2c2a0a99",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 387969 entries, 0 to 387968\n",
+      "Data columns (total 16 columns):\n",
+      " #   Column                  Non-Null Count   Dtype  \n",
+      "---  ------                  --------------   -----  \n",
+      " 0   UNIQUE ID               387969 non-null  object \n",
+      " 1    FIRST NAME             387951 non-null  object \n",
+      " 2    LAST NAME              387969 non-null  object \n",
+      " 3    STREET 1               387969 non-null  object \n",
+      " 4    STREET 2               387969 non-null  object \n",
+      " 5    CITY                   387969 non-null  object \n",
+      " 6    STATE                  387969 non-null  object \n",
+      " 7    ZIP CODE               387969 non-null  object \n",
+      " 8    COUNTRY                387969 non-null  object \n",
+      " 9    REGION                 387969 non-null  object \n",
+      " 10   MED CLASS              53079 non-null   float64\n",
+      " 11   MED DATE               53079 non-null   float64\n",
+      " 12   MED EXP DATE           53079 non-null   float64\n",
+      " 13   BASIC MED COURSE DATE  12686 non-null   float64\n",
+      " 14   BASIC MED CMEC DATE    12686 non-null   float64\n",
+      " 15  Unnamed: 15             0 non-null       float64\n",
+      "dtypes: float64(6), object(10)\n",
+      "memory usage: 47.4+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Check to make sure the data loaded into dataframes properly (if working in Jupyter)\n",
+    "\n",
+    "nonpilot.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "4a7059c6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Drop the empty columns at the end of each file (the 'Unnamed: 15' fields)\n",
+    "\n",
+    "pilot.drop('Unnamed: 15', inplace=True, axis=1)\n",
+    "nonpilot.drop('Unnamed: 15', inplace=True, axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "352bea76",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Merging the two dataframes together \n",
+    "\n",
+    "joined = pd.concat([pilot, nonpilot], axis=0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "de9e849b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 957444 entries, 0 to 387968\n",
+      "Data columns (total 15 columns):\n",
+      " #   Column                  Non-Null Count   Dtype  \n",
+      "---  ------                  --------------   -----  \n",
+      " 0   UNIQUE ID               957444 non-null  object \n",
+      " 1    FIRST NAME             957388 non-null  object \n",
+      " 2    LAST NAME              957444 non-null  object \n",
+      " 3    STREET 1               957444 non-null  object \n",
+      " 4    STREET 2               957444 non-null  object \n",
+      " 5    CITY                   957444 non-null  object \n",
+      " 6    STATE                  957444 non-null  object \n",
+      " 7    ZIP CODE               957444 non-null  object \n",
+      " 8    COUNTRY                957444 non-null  object \n",
+      " 9    REGION                 957444 non-null  object \n",
+      " 10   MED CLASS              366536 non-null  float64\n",
+      " 11   MED DATE               366536 non-null  float64\n",
+      " 12   MED EXP DATE           366536 non-null  float64\n",
+      " 13   BASIC MED COURSE DATE  57136 non-null   float64\n",
+      " 14   BASIC MED CMEC DATE    57136 non-null   float64\n",
+      "dtypes: float64(5), object(10)\n",
+      "memory usage: 116.9+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "# How many records are in the database?\n",
+    "# Are any records missing?\n",
+    "\n",
+    "# More than half of the rows do not have med_class, med_date, med_exp_date\n",
+    "# Less than 100k rows have basic_med_course_date and basic_med_cmec_date\n",
+    "# The FAA website states explicitly that this database is not the authoritative source for medical data\n",
+    "# Annd some of these records pertain to non-pilots\n",
+    "\n",
+    "joined.info() "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "25cdccb7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Rename columns — all but UNIQUE ID have a space before the text begins, in the raw data\n",
+    "\n",
+    "joined.rename(columns={\"UNIQUE ID\": \"uniqueid\", \" FIRST NAME\": \"first_name\", \" LAST NAME\": \"last_name\", \" STREET 1\": \"street_1\", \" STREET 2\": \"street_2\", \" CITY\": \"city\", \" STATE\": \"state\", \" ZIP CODE\": \"zip_code\", \" COUNTRY\": \"country\", \" REGION\": \"region\", \" MED CLASS\": \"med_class\", \" MED DATE\": \"med_date\", \" MED EXP DATE\": \"med_exp_date\", \" BASIC MED COURSE DATE\": \"basic_med_course_date\", \" BASIC MED CMEC DATE\": \"basic_med_cmec_date\"},inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "618fa699",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Putting all of the duplicate rows into a dataframe of their own\n",
+    "\n",
+    "joined2 = joined[joined.duplicated()]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "f48c5dd3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "887913"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "joined['uniqueid'].nunique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "297a5d82",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 69531 entries, 1 to 387946\n",
+      "Data columns (total 15 columns):\n",
+      " #   Column                 Non-Null Count  Dtype  \n",
+      "---  ------                 --------------  -----  \n",
+      " 0   uniqueid               69531 non-null  object \n",
+      " 1   first_name             69530 non-null  object \n",
+      " 2   last_name              69531 non-null  object \n",
+      " 3   street_1               69531 non-null  object \n",
+      " 4   street_2               69531 non-null  object \n",
+      " 5   city                   69531 non-null  object \n",
+      " 6   state                  69531 non-null  object \n",
+      " 7   zip_code               69531 non-null  object \n",
+      " 8   country                69531 non-null  object \n",
+      " 9   region                 69531 non-null  object \n",
+      " 10  med_class              53079 non-null  float64\n",
+      " 11  med_date               53079 non-null  float64\n",
+      " 12  med_exp_date           53079 non-null  float64\n",
+      " 13  basic_med_course_date  9899 non-null   float64\n",
+      " 14  basic_med_cmec_date    9899 non-null   float64\n",
+      "dtypes: float64(5), object(10)\n",
+      "memory usage: 8.5+ MB\n",
+      "None\n"
+     ]
+    }
+   ],
+   "source": [
+    "# As of 12/19/22, there were 954,997 total records in the joined dataframe and 887,356 unique unique-ids\n",
+    "# There are 67,641 records in this dataframe, which shows the duplicate rows\n",
+    "# 954,997 - 887,356 = 67,641\n",
+    "\n",
+    "# As of 1/18/23, there were 957,444 total records in the joined dataframe and 887,913 unique unique-ids\n",
+    "# There are 69,531 records in this dataframe, which shows the duplicate rows\n",
+    "# 957,444 - 887,913 = 69,531\n",
+    "\n",
+    "print(joined2.info())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "2916c19e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Drops duplicate rows from the dataframe\n",
+    "# If not done, there are duplicate records\n",
+    "\n",
+    "# joined = joined.drop_duplicates()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "0d67ca5c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "A4729094    2\n",
+       "A5229409    2\n",
+       "C1480016    2\n",
+       "A1708630    2\n",
+       "A1708585    2\n",
+       "           ..\n",
+       "A5205829    1\n",
+       "A5205830    1\n",
+       "A5205831    1\n",
+       "A5205832    1\n",
+       "C1721657    1\n",
+       "Name: uniqueid, Length: 887913, dtype: int64"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Does it seem to be in the correct range?\n",
+    "# Let's check each column to see what the values look like\n",
+    "\n",
+    "# For the first field, uniqueid, these values should appear twice at the most — if the pilot is listed in both files\n",
+    "# It appears no uniqueid is listed more than twice\n",
+    "\n",
+    "joined.uniqueid.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "2adc9ba4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "              7932\n",
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+       "30165            3\n",
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+       "34953-5790       3\n",
+       "78109-1990       3\n",
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+       "21054            3\n",
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+       "47300            3\n",
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+       "60585-2491       3\n",
+       "102208           3\n",
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+       "3189             3\n",
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+       "44880            3\n",
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+       "14470            3\n",
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+       "84041-2014       3\n",
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+       "09173-0020       3\n",
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+       "54751-2247       3\n",
+       "1111             3\n",
+       "72031            3\n",
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+       "30044-3353       3\n",
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+       "4623             3\n",
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+       "15036            3\n",
+       "62269-3529       3\n",
+       "62269-1200       3\n",
+       "76708-5668       3\n",
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+       "43771-9766       3\n",
+       "21412-7522       3\n",
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+       "02138-1931       3\n",
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+       "34744-0007       3\n",
+       "96367-0102       3\n",
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+       "59714-1317       3\n",
+       "44950            3\n",
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+       "58203-0606       3\n",
+       "32000            3\n",
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+       "73089-7821       3\n",
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+       "45103-9705       3\n",
+       "33037-4011       3\n",
+       "6101             3\n",
+       "99516-2205       3\n",
+       "55044-6056       3\n",
+       "85086-1788       3\n",
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+       "74021-1631       3\n",
+       "80138-8828       3\n",
+       "32507-8314       3\n",
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+       "85207-1294       3\n",
+       "96815-4221       3\n",
+       "92008-3720       3\n",
+       "98112-3924       3\n",
+       "64064-1384       3\n",
+       "600043           3\n",
+       "32953-6130       3\n",
+       "75770-6331       3\n",
+       "32128-7163       3\n",
+       "30263-6083       3\n",
+       "77086-3107       3\n",
+       "73044-1005       3\n",
+       "33312-4637       3\n",
+       "99502-1983       3\n",
+       "76051-8404       3\n",
+       "55906-3343       3\n",
+       "80121-2602       3\n",
+       "36544-3965       3\n",
+       "73000            3\n",
+       "94014-1827       3\n",
+       "86668            3\n",
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+       "33027-3838       3\n",
+       "900001           3\n",
+       "37801-2525       3\n",
+       "76092-9216       3\n",
+       "89451-8622       3\n",
+       "61108-4404       3\n",
+       "6301             3\n",
+       "80107-8109       3\n",
+       "90066-6904       3\n",
+       "97702-1982       3\n",
+       "76051-2788       3\n",
+       "52002-5511       3\n",
+       "78154-4052       3\n",
+       "62563-9200       3\n",
+       "78242-2902       3\n",
+       "78626-2281       3\n",
+       "32780-7107       3\n",
+       "55129-4206       3\n",
+       "76305-6707       3\n",
+       "72476-0605       3\n",
+       "92663-5009       3\n",
+       "123456           3\n",
+       "33182-2489       3\n",
+       "85142-5463       3\n",
+       "09012-0071       3\n",
+       "77423-1585       3\n",
+       "80104-3711       3\n",
+       "12208-1045       3\n",
+       "33414-8976       3\n",
+       "01451-1605       3\n",
+       "30127-8351       3\n",
+       "32908-6425       3\n",
+       "32570-3364       3\n",
+       "32092-3683       3\n",
+       "53111            3\n",
+       "70619            3\n",
+       "99577-9294       3\n",
+       "27006-7285       3\n",
+       "64080-8524       3\n",
+       "440022           3\n",
+       "32503-4320       3\n",
+       "30067-3502       3\n",
+       "22314-1342       3\n",
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+       "00850-0023       3\n",
+       "76063-3005       3\n",
+       "92562-9558       3\n",
+       "36330-7839       3\n",
+       "098497           3\n",
+       "85085-1976       3\n",
+       "9280             3\n",
+       "92203-1056       3\n",
+       "33469-8107       3\n",
+       "80424-8810       3\n",
+       "99635            3\n",
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+       "70560-3349       3\n",
+       "74421            3\n",
+       "80132-9631       3\n",
+       "82633-3004       3\n",
+       "33052            3\n",
+       "32504-8866       3\n",
+       "99502-4631       3\n",
+       "33756-3603       3\n",
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+       "98663-1693       3\n",
+       "80906-4346       3\n",
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+       "01331-2854       3\n",
+       "54448-9594       3\n",
+       "23692-2838       3\n",
+       "46234-1684       3\n",
+       "90001            3\n",
+       "110007           3\n",
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+       "30215-2320       3\n",
+       "33706-4968       3\n",
+       "32168-2440       3\n",
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+       "77301-3149       3\n",
+       "80234-3147       3\n",
+       "85749-8403       3\n",
+       "85224-7830       3\n",
+       "38652-0338       3\n",
+       "76034-7013       3\n",
+       "12211-1431       3\n",
+       "76244-4857       3\n",
+       "27949            3\n",
+       "66250            3\n",
+       "74014-1291       3\n",
+       "909              3\n",
+       "67212-6491       3\n",
+       "95687-6717       3\n",
+       "76073-4500       3\n",
+       "32507-3682       3\n",
+       "99502-3146       3\n",
+       "34654-5120       3\n",
+       "76226-5825       3\n",
+       "30269-2010       3\n",
+       "95220-0423       3\n",
+       "45813-9307       3\n",
+       "710061           3\n",
+       "78404-1612       3\n",
+       "37046-9151       3\n",
+       "70062-6883       3\n",
+       "77581-2827       3\n",
+       "08077-4456       3\n",
+       "56071-1940       3\n",
+       "32034-4837       3\n",
+       "88008-5200       3\n",
+       "86429-7614       3\n",
+       "60002-9124       3\n",
+       "30115-3022       3\n",
+       "40014            3\n",
+       "91762-3608       3\n",
+       "12589-3281       3\n",
+       "75402-3454       3\n",
+       "94541-4605       3\n",
+       "37934-2621       3\n",
+       "85254-4778       3\n",
+       "65760            3\n",
+       "34232-3425       3\n",
+       "75009-6426       3\n",
+       "85745-3121       3\n",
+       "32506-8922       3\n",
+       "99301-9273       3\n",
+       "19958-1012       3\n",
+       "98277-4484       3\n",
+       "77379-5279       3\n",
+       "31322-4072       3\n",
+       "37327-5841       3\n",
+       "1011             3\n",
+       "79576            3\n",
+       "84020-4509       3\n",
+       "80920-3003       3\n",
+       "76137-5467       3\n",
+       "96816-6099       3\n",
+       "33308-7864       3\n",
+       "400068           3\n",
+       "18431-4031       3\n",
+       "67215-1592       3\n",
+       "32169-7502       3\n",
+       "32124-3625       3\n",
+       "30277-5222       3\n",
+       "14052-9516       3\n",
+       "76310-2843       3\n",
+       "32117-4974       3\n",
+       "99224-5342       3\n",
+       "34734-5201       3\n",
+       "32738-6817       3\n",
+       "32503-6612       3\n",
+       "32071-2636       3\n",
+       "NIL              3\n",
+       "85012-2317       3\n",
+       "16214-1422       3\n",
+       "33462-2466       3\n",
+       "90024-3319       3\n",
+       "16115-2007       3\n",
+       "64029-9620       3\n",
+       "72012-9764       3\n",
+       "36322-5506       3\n",
+       "01630            3\n",
+       "78230-5832       3\n",
+       "20003-2747       3\n",
+       "88101-9561       3\n",
+       "85281-3152       3\n",
+       "45130            3\n",
+       "89119-3907       3\n",
+       "99515-2749       3\n",
+       "53024-9558       3\n",
+       "46143-6241       3\n",
+       "98685-2359       3\n",
+       "36350-6260       3\n",
+       "78260-6250       3\n",
+       "49236-9461       3\n",
+       "33905-7626       3\n",
+       "32095-4868       3\n",
+       "32835-2663       3\n",
+       "93619-9458       3\n",
+       "93060-1518       3\n",
+       "32506-5994       3\n",
+       "92677-8616       3\n",
+       "98155-1817       3\n",
+       "29928-5547       3\n",
+       "17036-9482       3\n",
+       "11118            3\n",
+       "30269-2486       3\n",
+       "80004-1216       3\n",
+       "36330-9203       3\n",
+       "85750-9671       3\n",
+       "32828-6991       3\n",
+       "3165             3\n",
+       "30277-1793       3\n",
+       "98275-6086       3\n",
+       "80023-4684       3\n",
+       "43542-9768       3\n",
+       "59227            3\n",
+       "55768-8108       3\n",
+       "21432            3\n",
+       "80138-6222       3\n",
+       "33761-2213       3\n",
+       "33771-4948       3\n",
+       "55902-6376       3\n",
+       "07722-1070       3\n",
+       "73179-1268       3\n",
+       "95834-2506       3\n",
+       "32506-5977       3\n",
+       "21401-6641       3\n",
+       "36330-4570       3\n",
+       "92037-7239       3\n",
+       "17003-9121       3\n",
+       "38017-5413       3\n",
+       "58201-7259       3\n",
+       "76248-4115       3\n",
+       "22066-2515       3\n",
+       "93401-2612       3\n",
+       "52002-8006       3\n",
+       "33435-6406       3\n",
+       "32792-6114       3\n",
+       "30269-3503       3\n",
+       "15102-3692       3\n",
+       "2114             3\n",
+       "4073             3\n",
+       "78254-5455       3\n",
+       "48840-8410       3\n",
+       "91737-2304       3\n",
+       "46259-9655       3\n",
+       "03842-1261       3\n",
+       "36330-8202       3\n",
+       "80210-4024       3\n",
+       "30277-3272       3\n",
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+       "37043-1549       3\n",
+       "67037-4020       3\n",
+       "34771-8815       3\n",
+       "80919-3882       3\n",
+       "30215-7610       3\n",
+       "94402-1101       3\n",
+       "31005-3637       3\n",
+       "78259-3615       3\n",
+       "84095-4051       3\n",
+       "95054-4112       3\n",
+       "29910-4816       3\n",
+       "75254-7681       3\n",
+       "36330-4511       3\n",
+       "30097-5268       3\n",
+       "95688-4302       3\n",
+       "86303-7804       3\n",
+       "32765-9361       3\n",
+       "11721-1047       3\n",
+       "36330-8056       3\n",
+       "37128-5836       3\n",
+       "110032           3\n",
+       "27455-2464       3\n",
+       "85374-3433       3\n",
+       "98203-5744       3\n",
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+       "40222-5975       3\n",
+       "46106-9731       3\n",
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+       "76063-5363       3\n",
+       "50230            3\n",
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+       "27529-9161       3\n",
+       "48310            3\n",
+       "91784-7969       3\n",
+       "14903-7901       3\n",
+       "31079            3\n",
+       "46151-6959       3\n",
+       "95648-8223       3\n",
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+       "43430-9521       3\n",
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+       "08060-4301       3\n",
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+       "90650-4643       3\n",
+       "85541-3502       3\n",
+       "24502-2355       3\n",
+       "94401-2000       3\n",
+       "32561-4857       3\n",
+       "49814-9675       3\n",
+       "3037             3\n",
+       "71282-5920       3\n",
+       "08827-4147       3\n",
+       "235000           3\n",
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+       "1380             3\n",
+       "110005           3\n",
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+       "56000            3\n",
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+       "21431            3\n",
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+       "99502            3\n",
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+       "80015-1635       3\n",
+       "30180            3\n",
+       "03890            3\n",
+       "11550            3\n",
+       "30269-5661       3\n",
+       "80247            3\n",
+       "98258-8588       3\n",
+       "02642            3\n",
+       "85320-0147       3\n",
+       "28146-6301       3\n",
+       "74037-3352       3\n",
+       "60175-6572       3\n",
+       "32162-4369       3\n",
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+       "99515-3367       3\n",
+       "67013-8247       3\n",
+       "24251-5937       3\n",
+       "94560-1419       3\n",
+       "48820            3\n",
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+       "22963-4261       3\n",
+       "21561            3\n",
+       "32578-4031       3\n",
+       "30269-2603       3\n",
+       "95687-4308       3\n",
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+       "71027-0159       3\n",
+       "32570            3\n",
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+       "30263-4834       3\n",
+       "30265-1401       3\n",
+       "32937-3949       3\n",
+       "99901-0101       3\n",
+       "78108-2371       3\n",
+       "T0E 0H0          3\n",
+       "09459-0024       3\n",
+       "77584-7623       3\n",
+       "89012-4903       3\n",
+       "32506-8917       3\n",
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+       "32043-8935       3\n",
+       "31326-5580       3\n",
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+       "96786-6003       3\n",
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+       "79912-2012       3\n",
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+       "76262-4529       3\n",
+       "27530-5558       3\n",
+       "32951-3547       3\n",
+       "52149            3\n",
+       "55378-3637       3\n",
+       "28000            3\n",
+       "32765-9092       3\n",
+       "44281-8447       3\n",
+       "23141-2342       3\n",
+       "32832-2821       3\n",
+       "5600             3\n",
+       "98672-0301       3\n",
+       "33823-9482       3\n",
+       "37042-0708       3\n",
+       "77801-3549       3\n",
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+       "32953-8077       3\n",
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+       "75080-3431       3\n",
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+       "99516-3170       3\n",
+       "98374-3109       3\n",
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+       "53536-1188       3\n",
+       "21492            3\n",
+       "76234-8011       3\n",
+       "23072-3836       3\n",
+       "30269-2488       3\n",
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+       "33029-3368       3\n",
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+       "21409-5943       3\n",
+       "29072-9368       3\n",
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+       "97333-1474       3\n",
+       "78255-2270       3\n",
+       "133              3\n",
+       "99224-5641       3\n",
+       "80226-3322       3\n",
+       "3700             3\n",
+       "14086-3053       3\n",
+       "83250            3\n",
+       "32168-5345       3\n",
+       "38017-6938       3\n",
+       "3766             3\n",
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+       "54952-9507       3\n",
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+       "600028           3\n",
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+       "99011-2200       3\n",
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+       "34233-3227       3\n",
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+       "75022-8488       3\n",
+       "30214-4765       3\n",
+       "4420             3\n",
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+       "27006-7271       3\n",
+       "45410            3\n",
+       "33024-8516       3\n",
+       "33511-1744       3\n",
+       "4390             3\n",
+       "85296-2410       3\n",
+       "81545            3\n",
+       "06029-2719       3\n",
+       "2850928          3\n",
+       "76031-0364       3\n",
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+       "98662-5944       3\n",
+       "30127-5143       3\n",
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+       "33065-7778       3\n",
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+       "50769            2\n",
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+       "641 041          2\n",
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+       "34135-3422       2\n",
+       "32413            2\n",
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+       "39305-8885       2\n",
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+       "66211-2619       2\n",
+       "55419-2405       2\n",
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+       "33177            2\n",
+       "01906-3575       2\n",
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+       "91354-2144       2\n",
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+       "46725-1102       2\n",
+       "98020-3303       2\n",
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+       "85743-1182       2\n",
+       "89508-6034       2\n",
+       "34957-2507       2\n",
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+       "79606-8221       2\n",
+       "30215-5353       2\n",
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+       "19363-4305       2\n",
+       "99338-9333       2\n",
+       "30252-3065       2\n",
+       "98065-9329       2\n",
+       "06484-2535       2\n",
+       "S A R            2\n",
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+       "63143-2822       2\n",
+       "68136-1156       2\n",
+       "95401-3811       2\n",
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+       "12561            2\n",
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+       "75652-9094       2\n",
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+       "48656-9225       2\n",
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+       "80525-7136       2\n",
+       "35085-6353       2\n",
+       "85234-1311       2\n",
+       "EX51BX           2\n",
+       "85234-1117       2\n",
+       "03908-1701       2\n",
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+       "12303-5334       2\n",
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+       "61275-9068       2\n",
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+       "75160-3301       2\n",
+       "1106             2\n",
+       "19380-5833       2\n",
+       "PR5 4NF          2\n",
+       "95321-9357       2\n",
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+       "89044-0234       2\n",
+       "33897-6312       2\n",
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+       "38851-8670       2\n",
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+       "93308-6937       2\n",
+       "33301-1189       2\n",
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+       "23417-4102       2\n",
+       "90274-3720       2\n",
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+       "08822-7169       2\n",
+       "72542-9303       2\n",
+       "99835-0541       2\n",
+       "37087-8938       2\n",
+       "30214-3719       2\n",
+       "85383-5176       2\n",
+       "89511-5739       2\n",
+       "67017-9154       2\n",
+       "38138-5703       2\n",
+       "38002-5355       2\n",
+       "31721-9522       2\n",
+       "11776-4236       2\n",
+       "77433-5790       2\n",
+       "64477-9561       2\n",
+       "19468-1363       2\n",
+       "06066-5424       2\n",
+       "28348-7526       2\n",
+       "55024-7201       2\n",
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+       "60435-1146       2\n",
+       "78260            2\n",
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+       "34223-4861       2\n",
+       "18017-2733       2\n",
+       "21403-1025       2\n",
+       "53098-4757       2\n",
+       "75052-7388       2\n",
+       "30350-3041       2\n",
+       "36502-8209       2\n",
+       "78741-4830       2\n",
+       "11756-4332       2\n",
+       "01585-0552       2\n",
+       "77385-3682       2\n",
+       "55352-9346       2\n",
+       "03109-5541       2\n",
+       "06778-2601       2\n",
+       "44512-1619       2\n",
+       "48116-8877       2\n",
+       "60449-9057       2\n",
+       "37774-2981       2\n",
+       "91910-7155       2\n",
+       "38859-8515       2\n",
+       "67207-7118       2\n",
+       "84074-8071       2\n",
+       "12812-7726       2\n",
+       "75051-3314       2\n",
+       "99623-9268       2\n",
+       "33323-3169       2\n",
+       "32789-5015       2\n",
+       "32757-8826       2\n",
+       "75497-5401       2\n",
+       "15701-6155       2\n",
+       "98374-9422       2\n",
+       "03063-1728       2\n",
+       "54638-7009       2\n",
+       "76087-0725       2\n",
+       "92064-1133       2\n",
+       "32128-6943       2\n",
+       "67207-2923       2\n",
+       "67120-9751       2\n",
+       "97140-8585       2\n",
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+       "36362-2040       2\n",
+       "93420-5173       2\n",
+       "33411-9078       2\n",
+       "17754-9697       2\n",
+       "10065-7315       2\n",
+       "78232-2639       2\n",
+       "L0G 1A0          2\n",
+       "74080-9542       2\n",
+       "35757-6920       2\n",
+       "32177-5235       2\n",
+       "19382-6702       2\n",
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+       "91361-3812       2\n",
+       "99516-4329       2\n",
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+       "03031-3327       2\n",
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+       "45833-9006       2\n",
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+       "54521-9549       2\n",
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+       "25040            2\n",
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+       "55744-4865       2\n",
+       "06460-5216       2\n",
+       "84040-7539       2\n",
+       "99709-6161       2\n",
+       "4152             2\n",
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+       "30319-2791       2\n",
+       "79109-7437       2\n",
+       "77511-8816       2\n",
+       "79403-2017       2\n",
+       "92088-2858       2\n",
+       "53191-9716       2\n",
+       "20155-4439       2\n",
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+       "27527-4208       2\n",
+       "75071-5755       2\n",
+       "48831-9772       2\n",
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+       "92107-1538       2\n",
+       "02169-7479       2\n",
+       "31601-2759       2\n",
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+       "97124-4127       2\n",
+       "44333-1946       2\n",
+       "37010-8914       2\n",
+       "98675-9507       2\n",
+       "28775-0001       2\n",
+       "82801-6267       2\n",
+       "39047-7012       2\n",
+       "36027-9537       2\n",
+       "AZ1000           2\n",
+       "99515-2348       2\n",
+       "29607-1201       2\n",
+       "30062-2088       2\n",
+       "84123-6751       2\n",
+       "6107             2\n",
+       "59019-7402       2\n",
+       "64831            2\n",
+       "72143-9248       2\n",
+       "76522-2230       2\n",
+       "90274-4189       2\n",
+       "33023-1238       2\n",
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+       "76082-6944       2\n",
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+       "28012-8592       2\n",
+       "75071-6555       2\n",
+       "34229-9777       2\n",
+       "80540-8803       2\n",
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+       "32778-9212       2\n",
+       "75007-5209       2\n",
+       "23120-1297       2\n",
+       "94080-5204       2\n",
+       "60630-1333       2\n",
+       "RUTA 41          2\n",
+       "98501-5373       2\n",
+       "65203-9181       2\n",
+       "17517-8500       2\n",
+       "96753-5225       2\n",
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+       "55068-2172       2\n",
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+       "59634-9759       2\n",
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+       "62001            2\n",
+       "85755-9562       2\n",
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+       "21234-4109       2\n",
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+       "93257-2572       2\n",
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+       "80305-5528       2\n",
+       "77384-5072       2\n",
+       "85003-1021       2\n",
+       "23801-1461       2\n",
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+       "72762-5723       2\n",
+       "85381-3426       2\n",
+       "23533            2\n",
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+       "432064           2\n",
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+       "03249-6680       2\n",
+       "70508-5444       2\n",
+       "95973-8835       2\n",
+       "85207-1609       2\n",
+       "LV2167           2\n",
+       "32563-9728       2\n",
+       "95425-9710       2\n",
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+       "66049-4894       2\n",
+       "84790-4940       2\n",
+       "V6C 2P7          2\n",
+       "98607-8745       2\n",
+       "598-0071         2\n",
+       "85028-1524       2\n",
+       "80126-3553       2\n",
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+       "92344-7007       2\n",
+       "LV-1029          2\n",
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+       "94587-2590       2\n",
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+       "76008-5242       2\n",
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+       "8022             2\n",
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+       "04090-6913       1\n",
+       "92308-6170       1\n",
+       "32164-5231       1\n",
+       "EX11 1DX         1\n",
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+       "33141-3839       1\n",
+       "21382            1\n",
+       "36453-7071       1\n",
+       "45069-3727       1\n",
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+       "30252-8700       1\n",
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+       "85353-4427       1\n",
+       "11103-3848       1\n",
+       "32068-3444       1\n",
+       "07081-1502       1\n",
+       "27909-7745       1\n",
+       "84084-1358       1\n",
+       "77070-2667       1\n",
+       "22554-1721       1\n",
+       "97914-8612       1\n",
+       "85607-2520       1\n",
+       "11104-1603       1\n",
+       "70123-7138       1\n",
+       "75605-6677       1\n",
+       "48022-3809       1\n",
+       "93041-3966       1\n",
+       "95219-7263       1\n",
+       "51104-1839       1\n",
+       "73521-2005       1\n",
+       "67217-4075       1\n",
+       "98321-9034       1\n",
+       "74133-7523       1\n",
+       "73159-4950       1\n",
+       "75082-3218       1\n",
+       "38111-5208       1\n",
+       "72904-4416       1\n",
+       "80109-2827       1\n",
+       "74864-2500       1\n",
+       "73078-9288       1\n",
+       "71953-1151       1\n",
+       "74804-1031       1\n",
+       "78228-2850       1\n",
+       "36322-4003       1\n",
+       "76226-2163       1\n",
+       "56058-3423       1\n",
+       "09173-0026       1\n",
+       "74801-6101       1\n",
+       "98272-9746       1\n",
+       "36344-5876       1\n",
+       "32405-7180       1\n",
+       "36330-7019       1\n",
+       "58201-8721       1\n",
+       "36330-1609       1\n",
+       "36330-6828       1\n",
+       "83706-4217       1\n",
+       "93543-4103       1\n",
+       "73045-6427       1\n",
+       "67120-9057       1\n",
+       "673003           1\n",
+       "30228-1563       1\n",
+       "83814-6877       1\n",
+       "L9T0E7           1\n",
+       "74012-8386       1\n",
+       "8106             1\n",
+       "48312-5098       1\n",
+       "33071-6602       1\n",
+       "28348-7543       1\n",
+       "91335-1849       1\n",
+       "38118-2974       1\n",
+       "15806            1\n",
+       "73099-3914       1\n",
+       "73160-6086       1\n",
+       "73036-8140       1\n",
+       "73059-0493       1\n",
+       "38116-8343       1\n",
+       "29153-8804       1\n",
+       "78264-4756       1\n",
+       "19943-2331       1\n",
+       "99645-8943       1\n",
+       "08015-1720       1\n",
+       "92394-7604       1\n",
+       "30265-6032       1\n",
+       "81506-1712       1\n",
+       "96021-8658       1\n",
+       "27534-8867       1\n",
+       "65613-7104       1\n",
+       "94040-1985       1\n",
+       "94806-1558       1\n",
+       "48187-3209       1\n",
+       "40324-2628       1\n",
+       "60181-1507       1\n",
+       "91730-4724       1\n",
+       "38128-2901       1\n",
+       "79107-7534       1\n",
+       "26170-1422       1\n",
+       "75052-6009       1\n",
+       "63343-1316       1\n",
+       "70072-5350       1\n",
+       "65265-6324       1\n",
+       "97862-1747       1\n",
+       "90712-2712       1\n",
+       "70611-5440       1\n",
+       "85207-5266       1\n",
+       "33415-1531       1\n",
+       "36079-3024       1\n",
+       "31093-8951       1\n",
+       "C-2005           1\n",
+       "07753-4460       1\n",
+       "60610-2006       1\n",
+       "60134-4708       1\n",
+       "85338-5611       1\n",
+       "46222-4352       1\n",
+       "80027-6019       1\n",
+       "84790-1837       1\n",
+       "33147-3821       1\n",
+       "33954-2819       1\n",
+       "31322-3033       1\n",
+       "33182-2473       1\n",
+       "11102-3737       1\n",
+       "11374-5316       1\n",
+       "11385-2253       1\n",
+       "19703-2559       1\n",
+       "32244-2451       1\n",
+       "38632-4401       1\n",
+       "22153-2626       1\n",
+       "96743-7910       1\n",
+       "76020-1931       1\n",
+       "17771-8482       1\n",
+       "17049-8321       1\n",
+       "20619-2079       1\n",
+       "N5Y-1Z9          1\n",
+       "36544-3693       1\n",
+       "73115-1871       1\n",
+       "11675            1\n",
+       "37101-3920       1\n",
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+       "28560-8445       1\n",
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+       "70065-2518       1\n",
+       "30310-3017       1\n",
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+       "35215-4111       1\n",
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+       "99516-2747       1\n",
+       "97756-1655       1\n",
+       "92553-3894       1\n",
+       "44231-9749       1\n",
+       "15010-2549       1\n",
+       "11783-1532       1\n",
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+       "73049-8892       1\n",
+       "92508-6176       1\n",
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+       "76132-2855       1\n",
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+       "01843-1314       1\n",
+       "98204-4839       1\n",
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+       "32810-4974       1\n",
+       "32541-4333       1\n",
+       "09096-0066       1\n",
+       "28356-9537       1\n",
+       "32281            1\n",
+       "30274-3584       1\n",
+       "33190-1704       1\n",
+       "12550-4717       1\n",
+       "48081-3611       1\n",
+       "26202-4000       1\n",
+       "30114-8166       1\n",
+       "11216-8804       1\n",
+       "50322-6016       1\n",
+       "32827-7548       1\n",
+       "570227           1\n",
+       "38632-6538       1\n",
+       "78702-2513       1\n",
+       "91977-4535       1\n",
+       "96818-5233       1\n",
+       "78217-1676       1\n",
+       "85086-2299       1\n",
+       "G3 6ST           1\n",
+       "94509-1842       1\n",
+       "06770-5112       1\n",
+       "08069-2358       1\n",
+       "31324-7364       1\n",
+       "78414-6432       1\n",
+       "31014-3904       1\n",
+       "29617-1242       1\n",
+       "98036-5449       1\n",
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+       "36467-1604       1\n",
+       "33029-4510       1\n",
+       "99687-9398       1\n",
+       "98221-1640       1\n",
+       "11436-1129       1\n",
+       "86442-6523       1\n",
+       "90717-1626       1\n",
+       "99515-1497       1\n",
+       "33181-1511       1\n",
+       "33328-1459       1\n",
+       "94605-2746       1\n",
+       "33183-2227       1\n",
+       "33314-6810       1\n",
+       "15531-2631       1\n",
+       "30060-2901       1\n",
+       "761 65           1\n",
+       "73160-8118       1\n",
+       "73170-4429       1\n",
+       "33785-2372       1\n",
+       "92692-4036       1\n",
+       "15237-3164       1\n",
+       "44124-1517       1\n",
+       "26386-8237       1\n",
+       "14221-1606       1\n",
+       "33032-4407       1\n",
+       "90220-3312       1\n",
+       "76248-5485       1\n",
+       "43812-9170       1\n",
+       "01902-2710       1\n",
+       "94552-5031       1\n",
+       "73010-7264       1\n",
+       "66111-1618       1\n",
+       "64477-1583       1\n",
+       "78207-7633       1\n",
+       "73069-5339       1\n",
+       "73020-7979       1\n",
+       "446-521          1\n",
+       "15675-1004       1\n",
+       "24426-5228       1\n",
+       "16001-6303       1\n",
+       "44663-2903       1\n",
+       "16506-4718       1\n",
+       "15101-3544       1\n",
+       "28270-5823       1\n",
+       "44236-4536       1\n",
+       "27332-1670       1\n",
+       "30004-3539       1\n",
+       "73165-7376       1\n",
+       "60148-3929       1\n",
+       "73135-6209       1\n",
+       "73160-2695       1\n",
+       "83815-8010       1\n",
+       "93001-3712       1\n",
+       "75089-9132       1\n",
+       "53125-1263       1\n",
+       "77388-4878       1\n",
+       "20111-1606       1\n",
+       "V3E2T9           1\n",
+       "33314-1138       1\n",
+       "89704-9569       1\n",
+       "85706-4187       1\n",
+       "96003-8206       1\n",
+       "0173             1\n",
+       "36305-8420       1\n",
+       "72016-7073       1\n",
+       "48138-1281       1\n",
+       "72012-2058       1\n",
+       "85629-7918       1\n",
+       "87120-4274       1\n",
+       "48036-2957       1\n",
+       "21034-1115       1\n",
+       "V0R1N1           1\n",
+       "72223-9721       1\n",
+       "91351-1007       1\n",
+       "36530-4622       1\n",
+       "28532-3222       1\n",
+       "18332-7887       1\n",
+       "63304-5582       1\n",
+       "30044-6047       1\n",
+       "38135-1327       1\n",
+       "97060-2942       1\n",
+       "4450             1\n",
+       "48001-4671       1\n",
+       "628600           1\n",
+       "82604-3888       1\n",
+       "43213-6641       1\n",
+       "35054-3547       1\n",
+       "85653-7807       1\n",
+       "87111-4101       1\n",
+       "75028-4109       1\n",
+       "48198-6453       1\n",
+       "37075-9760       1\n",
+       "90813-3084       1\n",
+       "27288-6349       1\n",
+       "37052-4759       1\n",
+       "92220-1703       1\n",
+       "40118-9556       1\n",
+       "143989           1\n",
+       "47841-8297       1\n",
+       "73013-2455       1\n",
+       "06070-1480       1\n",
+       "91761-2400       1\n",
+       "40509-7002       1\n",
+       "33175-1810       1\n",
+       "97006-4617       1\n",
+       "48371-1437       1\n",
+       "18324-9602       1\n",
+       "65692-0535       1\n",
+       "33150-1935       1\n",
+       "33572-3532       1\n",
+       "11235-1351       1\n",
+       "08837-2764       1\n",
+       "33760-2154       1\n",
+       "19808-4998       1\n",
+       "30188-4077       1\n",
+       "PR 510800        1\n",
+       "08054-6409       1\n",
+       "08346-2001       1\n",
+       "90032-3118       1\n",
+       "33024-7233       1\n",
+       "33027-6154       1\n",
+       "74012-8639       1\n",
+       "93551-5768       1\n",
+       "95993-5136       1\n",
+       "46032-5047       1\n",
+       "77339-2205       1\n",
+       "75077-7201       1\n",
+       "98042-4504       1\n",
+       "96266-0177       1\n",
+       "75150-3934       1\n",
+       "58201-6425       1\n",
+       "75098-8401       1\n",
+       "93536-6351       1\n",
+       "99026-9252       1\n",
+       "02840-1801       1\n",
+       "33183-5206       1\n",
+       "77388-6917       1\n",
+       "48170-4705       1\n",
+       "24090-4117       1\n",
+       "01982-1527       1\n",
+       "89129-1801       1\n",
+       "48328-3629       1\n",
+       "98133-9276       1\n",
+       "35758-6637       1\n",
+       "33193-4488       1\n",
+       "39702-7830       1\n",
+       "98198-8622       1\n",
+       "30066-2095       1\n",
+       "78245-1267       1\n",
+       "92026-5814       1\n",
+       "96819-4123       1\n",
+       "74855-9195       1\n",
+       "80013-2137       1\n",
+       "96817-1346       1\n",
+       "39705-1811       1\n",
+       "91790-1209       1\n",
+       "25526-8702       1\n",
+       "98055-3400       1\n",
+       "89081-6761       1\n",
+       "74038-5580       1\n",
+       "76133-5533       1\n",
+       "22015-2230       1\n",
+       "22745200         1\n",
+       "37086-5239       1\n",
+       "77518-2447       1\n",
+       "92202-0144       1\n",
+       "73097-0581       1\n",
+       "58501-1803       1\n",
+       "93536-3774       1\n",
+       "UP               1\n",
+       "32725-7530       1\n",
+       "32822-2567       1\n",
+       "72116-7456       1\n",
+       "11372-5702       1\n",
+       "72103-2345       1\n",
+       "PR 201202        1\n",
+       "98275-4807       1\n",
+       "76227-1700       1\n",
+       "20784-1229       1\n",
+       "35806-2653       1\n",
+       "74150            1\n",
+       "L1P0C2           1\n",
+       "96744-2116       1\n",
+       "20903-2256       1\n",
+       "35087-6067       1\n",
+       "70518-3102       1\n",
+       "27406-9741       1\n",
+       "35054-4918       1\n",
+       "97003-2603       1\n",
+       "98031-3133       1\n",
+       "72086-9315       1\n",
+       "37190            1\n",
+       "20782-1326       1\n",
+       "76705-4965       1\n",
+       "44017-1353       1\n",
+       "09530-211        1\n",
+       "93657-9163       1\n",
+       "38632-5702       1\n",
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+       "11385-1869       1\n",
+       "(973)            1\n",
+       "40241-3473       1\n",
+       "5427 BR          1\n",
+       "94066-3867       1\n",
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+       "98118-4321       1\n",
+       "98059-4253       1\n",
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+       "100072           1\n",
+       "99706-0046       1\n",
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+       "93225-9785       1\n",
+       "BOX 293827       1\n",
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+       "85250            1\n",
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+       "2085             1\n",
+       "15601-1766       1\n",
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+       "85296-1133       1\n",
+       "32765-9364       1\n",
+       "07013-1461       1\n",
+       "31047-2875       1\n",
+       "30187-1422       1\n",
+       "74058-5128       1\n",
+       "34987-2431       1\n",
+       "77511-5026       1\n",
+       "V5V 4K4          1\n",
+       "40299-3319       1\n",
+       "74019-1907       1\n",
+       "50257-0026       1\n",
+       "89508-8134       1\n",
+       "74115-5940       1\n",
+       "98122-2676       1\n",
+       "94552-5523       1\n",
+       "11531            1\n",
+       "75077-3167       1\n",
+       "KT4 7QN          1\n",
+       "L4V4P3           1\n",
+       "30259-2729       1\n",
+       "91910-7621       1\n",
+       "45417-7504       1\n",
+       "67235-1521       1\n",
+       "75028-8768       1\n",
+       "61085-9732       1\n",
+       "98198-3416       1\n",
+       "22601-3472       1\n",
+       "99716-0083       1\n",
+       "77583-7869       1\n",
+       "74037-1614       1\n",
+       "64079-7276       1\n",
+       "95758-7605       1\n",
+       "28021-8003       1\n",
+       "04254-4520       1\n",
+       "67216-4216       1\n",
+       "30268-2227       1\n",
+       "34480-9586       1\n",
+       "98258-3432       1\n",
+       "53590-4359       1\n",
+       "94541-3407       1\n",
+       "80005-2406       1\n",
+       "74023-5358       1\n",
+       "46158-7172       1\n",
+       "34771-7912       1\n",
+       "94547-1753       1\n",
+       "98043-2333       1\n",
+       "72450-7777       1\n",
+       "74055-3505       1\n",
+       "15057-2860       1\n",
+       "45066-1063       1\n",
+       "36203-9241       1\n",
+       "28352-4129       1\n",
+       "27332-8607       1\n",
+       "34604-8174       1\n",
+       "29678-5550       1\n",
+       "02035-1808       1\n",
+       "61111-4519       1\n",
+       "74112-7126       1\n",
+       "15050-1410       1\n",
+       "30265-1392       1\n",
+       "32828-9333       1\n",
+       "97499-0291       1\n",
+       "48044-4963       1\n",
+       "53126-9730       1\n",
+       "36005-3464       1\n",
+       "85295-5995       1\n",
+       "74019-0128       1\n",
+       "30144-5147       1\n",
+       "30542-3500       1\n",
+       "60193-2431       1\n",
+       "64118-4847       1\n",
+       "94066-2137       1\n",
+       "62025-6932       1\n",
+       "98223-4337       1\n",
+       "75094-4614       1\n",
+       "78217-4709       1\n",
+       "39114-6048       1\n",
+       "39701-5518       1\n",
+       "38107-2546       1\n",
+       "32952-5166       1\n",
+       "35442-1308       1\n",
+       "92663-5820       1\n",
+       "70663-5957       1\n",
+       "32570-8139       1\n",
+       "77339-3834       1\n",
+       "04953-3441       1\n",
+       "55122-2254       1\n",
+       "54487-8542       1\n",
+       "38135-0424       1\n",
+       "87821-0187       1\n",
+       "75070-9091       1\n",
+       "20007-2915       1\n",
+       "31005-3192       1\n",
+       "74501-9190       1\n",
+       "88021-8831       1\n",
+       "56721-2722       1\n",
+       "55417-1016       1\n",
+       "45177-8760       1\n",
+       "28056-6715       1\n",
+       "55378-2937       1\n",
+       "75043-7511       1\n",
+       "47362-9556       1\n",
+       "74012-6530       1\n",
+       "74021-0253       1\n",
+       "70433-7489       1\n",
+       "74055-2036       1\n",
+       "11735-4415       1\n",
+       "33308-7944       1\n",
+       "36608-8857       1\n",
+       "76549-7930       1\n",
+       "94513-5002       1\n",
+       "98106-2642       1\n",
+       "60564-8981       1\n",
+       "78240-3576       1\n",
+       "92553-3349       1\n",
+       "27603-4813       1\n",
+       "85207-4921       1\n",
+       "70706-8553       1\n",
+       "94015-1050       1\n",
+       "97213-2738       1\n",
+       "74070-1308       1\n",
+       "98271-4776       1\n",
+       "33543-7857       1\n",
+       "55378-3150       1\n",
+       "80015-4702       1\n",
+       "32953-4442       1\n",
+       "19953-2391       1\n",
+       "48177-0001       1\n",
+       "33031-2942       1\n",
+       "71303-2436       1\n",
+       "76131-2532       1\n",
+       "76182-3602       1\n",
+       "11010-0487       1\n",
+       "92399-9545       1\n",
+       "23225-7512       1\n",
+       "63146-4731       1\n",
+       "60467-7526       1\n",
+       "74055-6233       1\n",
+       "96797-4308       1\n",
+       "96782-1616       1\n",
+       "80128-2576       1\n",
+       "V0N1B1           1\n",
+       "54426-9745       1\n",
+       "92071-5510       1\n",
+       "74061-5000       1\n",
+       "45356-1921       1\n",
+       "92262-6915       1\n",
+       "85207-5202       1\n",
+       "76210-4186       1\n",
+       "02719-7073       1\n",
+       "74019-0182       1\n",
+       "49444-7713       1\n",
+       "30122-2301       1\n",
+       "92408-2849       1\n",
+       "95209-4522       1\n",
+       "92314-9753       1\n",
+       "74017-1808       1\n",
+       "26591-0383       1\n",
+       "38017-1535       1\n",
+       "67203-2130       1\n",
+       "55303-4486       1\n",
+       "60188-1721       1\n",
+       "30531-5474       1\n",
+       "32958-5952       1\n",
+       "99114-5148       1\n",
+       "46112-8558       1\n",
+       "77009-5021       1\n",
+       "30281-8384       1\n",
+       "58701-4031       1\n",
+       "29483-8422       1\n",
+       "74447-4822       1\n",
+       "28081-7948       1\n",
+       "29579-1839       1\n",
+       "67101-9312       1\n",
+       "74127-5110       1\n",
+       "85204-1506       1\n",
+       "74467-6352       1\n",
+       "56301-9206       1\n",
+       "94546-5555       1\n",
+       "28037-7878       1\n",
+       "15131-1544       1\n",
+       "03865-3130       1\n",
+       "45005-7317       1\n",
+       "66104-2658       1\n",
+       "96744-1939       1\n",
+       "74340-0053       1\n",
+       "14221-5536       1\n",
+       "76140-2006       1\n",
+       "80023-9133       1\n",
+       "33823-9472       1\n",
+       "38651-8452       1\n",
+       "29907-1340       1\n",
+       "46077-8651       1\n",
+       "15317-2751       1\n",
+       "15146-4334       1\n",
+       "31324-9313       1\n",
+       "07005-9135       1\n",
+       "85213-8627       1\n",
+       "30132-8362       1\n",
+       "15122-3422       1\n",
+       "17517-8914       1\n",
+       "44024-9202       1\n",
+       "58801-8938       1\n",
+       "38301-7706       1\n",
+       "33913-8411       1\n",
+       "28214-1522       1\n",
+       "45068-8049       1\n",
+       "30238-7504       1\n",
+       "74063-7377       1\n",
+       "29058-8932       1\n",
+       "72501-5227       1\n",
+       "11219-6206       1\n",
+       "49221-3331       1\n",
+       "30512-2538       1\n",
+       "74134-2667       1\n",
+       "96819-3006       1\n",
+       "87110-2707       1\n",
+       "92557-2665       1\n",
+       "27295-6629       1\n",
+       "94014-1222       1\n",
+       "63941-0201       1\n",
+       "33012-5033       1\n",
+       "53140-1112       1\n",
+       "30236-6711       1\n",
+       "EX4 1BQ          1\n",
+       "11510-3724       1\n",
+       "92832-3104       1\n",
+       "77388-5351       1\n",
+       "33024-6320       1\n",
+       "76054-2135       1\n",
+       "70506-2903       1\n",
+       "34773-6027       1\n",
+       "16120-1414       1\n",
+       "97527-8798       1\n",
+       "93117-1012       1\n",
+       "11580-4316       1\n",
+       "80109-2843       1\n",
+       "33410-2682       1\n",
+       "50459-1084       1\n",
+       "74169-0512       1\n",
+       "74134-3358       1\n",
+       "45069-4068       1\n",
+       "11709-3017       1\n",
+       "06457-5651       1\n",
+       "49068-9496       1\n",
+       "89015-7470       1\n",
+       "28056-8101       1\n",
+       "60025-3026       1\n",
+       "80130-6893       1\n",
+       "28129-8829       1\n",
+       "62294-2026       1\n",
+       "92646-2703       1\n",
+       "74133-5263       1\n",
+       "90505-3326       1\n",
+       "34744-4904       1\n",
+       "15905-2433       1\n",
+       "92683-5307       1\n",
+       "11355-1152       1\n",
+       "46135-7572       1\n",
+       "92009-8699       1\n",
+       "31052-3644       1\n",
+       "36302-6044       1\n",
+       "44116-2458       1\n",
+       "15642-9145       1\n",
+       "50322-2826       1\n",
+       "37122-7517       1\n",
+       "85382-3776       1\n",
+       "54557-9400       1\n",
+       "74429-4860       1\n",
+       "80602-8125       1\n",
+       "75062-4600       1\n",
+       "36542-3237       1\n",
+       "50438-1456       1\n",
+       "34231-6338       1\n",
+       "76131-3561       1\n",
+       "74066-9228       1\n",
+       "89084-2487       1\n",
+       "76052-5121       1\n",
+       "39564-8661       1\n",
+       "64089-8495       1\n",
+       "96786-2806       1\n",
+       "44181-0033       1\n",
+       "20774-2587       1\n",
+       "BS23 4HG         1\n",
+       "49085-2935       1\n",
+       "74019-4332       1\n",
+       "98126-3825       1\n",
+       "91344-6309       1\n",
+       "15009-9403       1\n",
+       "81008-2610       1\n",
+       "77071-1107       1\n",
+       "93955-3023       1\n",
+       "60631-3146       1\n",
+       "32317-8675       1\n",
+       "67050-0246       1\n",
+       "51055-8062       1\n",
+       "61021-8234       1\n",
+       "71129-2610       1\n",
+       "33326-2720       1\n",
+       "32034-1101       1\n",
+       "19320-2231       1\n",
+       "48152-1426       1\n",
+       "79764-6650       1\n",
+       "19020-3948       1\n",
+       "55347-3575       1\n",
+       "85028-4334       1\n",
+       "30265-6072       1\n",
+       "99503-3841       1\n",
+       "32073-2318       1\n",
+       "90249-2324       1\n",
+       "98349-0322       1\n",
+       "92692-3247       1\n",
+       "33126-3826       1\n",
+       "33004-3513       1\n",
+       "61109-1774       1\n",
+       "90504-3921       1\n",
+       "48867-3381       1\n",
+       "74019-2920       1\n",
+       "33186-4119       1\n",
+       "88220-9143       1\n",
+       "30127-3007       1\n",
+       "95993-1428       1\n",
+       "33411-4606       1\n",
+       "72007-8772       1\n",
+       "77066-2603       1\n",
+       "76017-3241       1\n",
+       "33186-5111       1\n",
+       "01845-5607       1\n",
+       "11580-1829       1\n",
+       "32765-8472       1\n",
+       "B2Z 1K2          1\n",
+       "23060-9242       1\n",
+       "98335-1576       1\n",
+       "76008-4127       1\n",
+       "54481-5404       1\n",
+       "48421-9105       1\n",
+       "33193-1058       1\n",
+       "60101-1184       1\n",
+       "76248-7304       1\n",
+       "02882-6117       1\n",
+       "07652-5223       1\n",
+       "33135-7233       1\n",
+       "85249-7000       1\n",
+       "93012-8060       1\n",
+       "89014-8742       1\n",
+       "78261-2780       1\n",
+       "97420-2835       1\n",
+       "76226-6433       1\n",
+       "85008-6789       1\n",
+       "62254-1826       1\n",
+       "32571-6347       1\n",
+       "53168-9768       1\n",
+       "71909-5024       1\n",
+       "32459-3955       1\n",
+       "76179-5148       1\n",
+       "74055-7284       1\n",
+       "41051-9144       1\n",
+       "27302-9161       1\n",
+       "99516-4038       1\n",
+       "30153-7330       1\n",
+       "08812-2026       1\n",
+       "86401-4130       1\n",
+       "94619-3425       1\n",
+       "34759-3638       1\n",
+       "85213-5212       1\n",
+       "95152-2755       1\n",
+       "60062-5170       1\n",
+       "48131-1122       1\n",
+       "32822-8604       1\n",
+       "45419-2640       1\n",
+       "94404-1971       1\n",
+       "98236-9224       1\n",
+       "43119-8699       1\n",
+       "19720-4221       1\n",
+       "49684-9435       1\n",
+       "98057-5926       1\n",
+       "75010-3245       1\n",
+       "63303-5301       1\n",
+       "67210-1648       1\n",
+       "37922-8005       1\n",
+       "MK454NU          1\n",
+       "78044-0617       1\n",
+       "32081-0666       1\n",
+       "75071-4013       1\n",
+       "31047-2851       1\n",
+       "75077-3149       1\n",
+       "76244-7997       1\n",
+       "60102-6365       1\n",
+       "77059-5915       1\n",
+       "79707-3537       1\n",
+       "76017-1661       1\n",
+       "33138-5021       1\n",
+       "97070-8532       1\n",
+       "98270-7713       1\n",
+       "50021-3400       1\n",
+       "30349-3932       1\n",
+       "34711-9332       1\n",
+       "91790-5226       1\n",
+       "76108-4003       1\n",
+       "94112-1720       1\n",
+       "52571-8857       1\n",
+       "33558-9401       1\n",
+       "11746-5422       1\n",
+       "90810-1815       1\n",
+       "80012-5103       1\n",
+       "75009-4728       1\n",
+       "30252-3621       1\n",
+       "38632-6024       1\n",
+       "78015-6511       1\n",
+       "33157-2725       1\n",
+       "11714-4708       1\n",
+       "43228-2735       1\n",
+       "31312-5970       1\n",
+       "55119-5889       1\n",
+       "36526-6641       1\n",
+       "15905-2051       1\n",
+       "33785-2800       1\n",
+       "03042-1807       1\n",
+       "30215-3062       1\n",
+       "77373-6264       1\n",
+       "77302-6664       1\n",
+       "49880-9575       1\n",
+       "98815-9439       1\n",
+       "33035-1039       1\n",
+       "30622-4203       1\n",
+       "70458-9234       1\n",
+       "64098-9115       1\n",
+       "84116-1170       1\n",
+       "77583-2277       1\n",
+       "00821-0171       1\n",
+       "95337-6401       1\n",
+       "95835-1537       1\n",
+       "85283-3236       1\n",
+       "70785-0613       1\n",
+       "30122-4505       1\n",
+       "31064-1024       1\n",
+       "97042-1136       1\n",
+       "30741-7008       1\n",
+       "55068-4629       1\n",
+       "90813-5500       1\n",
+       "62265-2001       1\n",
+       "33178-2922       1\n",
+       "34655            1\n",
+       "58104-6019       1\n",
+       "77338-1834       1\n",
+       "74070-4826       1\n",
+       "65689-9476       1\n",
+       "63385-2642       1\n",
+       "37090-2803       1\n",
+       "99603-2287       1\n",
+       "19330-9340       1\n",
+       "63031-4215       1\n",
+       "38301-9577       1\n",
+       "38671-4336       1\n",
+       "80013-5514       1\n",
+       "85331-4433       1\n",
+       "98092-3500       1\n",
+       "96782-2033       1\n",
+       "94070-6223       1\n",
+       "34953-8201       1\n",
+       "38672-6755       1\n",
+       "33566-6736       1\n",
+       "80601-4623       1\n",
+       "43078-9251       1\n",
+       "70611-4938       1\n",
+       "53139-9750       1\n",
+       "99821-0362       1\n",
+       "77379-7911       1\n",
+       "77303-4692       1\n",
+       "75028-1679       1\n",
+       "30064-4018       1\n",
+       "95123-3517       1\n",
+       "75028-3931       1\n",
+       "07461-4611       1\n",
+       "56661-1893       1\n",
+       "V3G 2E3          1\n",
+       "31088-8204       1\n",
+       "27020-8209       1\n",
+       "75561-0081       1\n",
+       "00925-2625       1\n",
+       "78229-3216       1\n",
+       "55110-3932       1\n",
+       "98026-4102       1\n",
+       "78413-5629       1\n",
+       "76155-2154       1\n",
+       "34655-7237       1\n",
+       "08742-3443       1\n",
+       "46234-9802       1\n",
+       "79347-4235       1\n",
+       "85395-7773       1\n",
+       "60561-1727       1\n",
+       "15687-1341       1\n",
+       "94142-4647       1\n",
+       "29485-8726       1\n",
+       "85379-9116       1\n",
+       "11692-2023       1\n",
+       "75773-3945       1\n",
+       "76137-2601       1\n",
+       "31525-4902       1\n",
+       "44256-2850       1\n",
+       "98292-6956       1\n",
+       "40214-1327       1\n",
+       "75401-6877       1\n",
+       "92833-3922       1\n",
+       "73162-7757       1\n",
+       "32820-2273       1\n",
+       "99354-3043       1\n",
+       "94022-3516       1\n",
+       "73142-2539       1\n",
+       "33710-3349       1\n",
+       "95709-9590       1\n",
+       "50049-8674       1\n",
+       "93505-1615       1\n",
+       "62549-9725       1\n",
+       "98271-8534       1\n",
+       "97520-3574       1\n",
+       "70810-3184       1\n",
+       "34233-3925       1\n",
+       "76039-7306       1\n",
+       "85387-1118       1\n",
+       "85301-1606       1\n",
+       "07731-2602       1\n",
+       "85297-3506       1\n",
+       "80134-7668       1\n",
+       "56554-0053       1\n",
+       "94588-4136       1\n",
+       "54745-5401       1\n",
+       "38125-3349       1\n",
+       "08759            1\n",
+       "70582-6507       1\n",
+       "77075-5044       1\n",
+       "07974-1767       1\n",
+       "34116-8122       1\n",
+       "54021-7660       1\n",
+       "77338-1375       1\n",
+       "98012-6260       1\n",
+       "30215-5248       1\n",
+       "34748-7444       1\n",
+       "76705-1607       1\n",
+       "98023-7854       1\n",
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+       "71930            1\n",
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+       "28215-7362       1\n",
+       "37122-6441       1\n",
+       "61108-6051       1\n",
+       "26505-2801       1\n",
+       "DF 13420         1\n",
+       "78418-3451       1\n",
+       "11754-2338       1\n",
+       "44281-8895       1\n",
+       "79015-5695       1\n",
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+       "77388-6927       1\n",
+       "91331-5223       1\n",
+       "BOX 89747        1\n",
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+       "85295-5498       1\n",
+       "IS 220           1\n",
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+       "57501-6154       1\n",
+       "32439-6636       1\n",
+       "30022-5543       1\n",
+       "23228-0075       1\n",
+       "72758-7626       1\n",
+       "75032-5612       1\n",
+       "62702-1212       1\n",
+       "32068-8410       1\n",
+       "94605-5840       1\n",
+       "31406-6939       1\n",
+       "34652-1766       1\n",
+       "55337-1032       1\n",
+       "83713-0934       1\n",
+       "90703-7359       1\n",
+       "30157-0677       1\n",
+       "32407-3648       1\n",
+       "32065-2543       1\n",
+       "92684-0734       1\n",
+       "08804-3510       1\n",
+       "29617-8007       1\n",
+       "45039-9612       1\n",
+       "27215-8106       1\n",
+       "76051-3526       1\n",
+       "31410-3125       1\n",
+       "48460-9634       1\n",
+       "55768-9616       1\n",
+       "27410-1813       1\n",
+       "30004-2311       1\n",
+       "49048-6693       1\n",
+       "29681-4390       1\n",
+       "48101-1313       1\n",
+       "99559-2407       1\n",
+       "45150-3072       1\n",
+       "92324-9244       1\n",
+       "28787-1802       1\n",
+       "78245-3074       1\n",
+       "95405-7441       1\n",
+       "93626-1222       1\n",
+       "77365-6510       1\n",
+       "85282-2724       1\n",
+       "V4T 2S5          1\n",
+       "01960-4253       1\n",
+       "49509-3057       1\n",
+       "34602-6221       1\n",
+       "31030-5250       1\n",
+       "70056-8100       1\n",
+       "95382-7470       1\n",
+       "L2J 1L6          1\n",
+       "76801-6646       1\n",
+       "06437-1237       1\n",
+       "8253 GN          1\n",
+       "33026-1359       1\n",
+       "462              1\n",
+       "46237-9033       1\n",
+       "32025-1414       1\n",
+       "97045-6746       1\n",
+       "28166-7618       1\n",
+       "98354-0608       1\n",
+       "86326-5419       1\n",
+       "85353-8729       1\n",
+       "31602-7117       1\n",
+       "91723-2916       1\n",
+       "97501-1214       1\n",
+       "96910-1504       1\n",
+       "98275-5129       1\n",
+       "60175-6554       1\n",
+       "01860-1110       1\n",
+       "72704-8638       1\n",
+       "80537-7830       1\n",
+       "96816-5735       1\n",
+       "CP 66635         1\n",
+       "47111-9027       1\n",
+       "84653-9319       1\n",
+       "84403-4733       1\n",
+       "42232-9738       1\n",
+       "37135-0204       1\n",
+       "99508-4965       1\n",
+       "48137-9671       1\n",
+       "33584-2669       1\n",
+       "79108-8008       1\n",
+       "34221-8514       1\n",
+       "84075-8599       1\n",
+       "43545-2012       1\n",
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+       "53235-4930       1\n",
+       "19446-5541       1\n",
+       "85209-2253       1\n",
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+       "85383-5310       1\n",
+       "85122-8276       1\n",
+       "78728-5750       1\n",
+       "85296-3816       1\n",
+       "47394-8499       1\n",
+       "95661-5827       1\n",
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+       "67110-8048       1\n",
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+       "84067-9181       1\n",
+       "29431-8433       1\n",
+       "54770-9491       1\n",
+       "98387-8711       1\n",
+       "20132-4109       1\n",
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+       "09354-3005       1\n",
+       "91598            1\n",
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+       "19904-1245       1\n",
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+       "35757-7586       1\n",
+       "73065-0866       1\n",
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+       "75035-6533       1\n",
+       "55076-2416       1\n",
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+       "98055-5961       1\n",
+       "76118-7508       1\n",
+       "59602-8801       1\n",
+       "32081-7033       1\n",
+       "78064-1911       1\n",
+       "85715-4549       1\n",
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+       "75205-1802       1\n",
+       "79601-8931       1\n",
+       "38611-7333       1\n",
+       "36303-6601       1\n",
+       "97236-1215       1\n",
+       "74108-5563       1\n",
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+       "75115-5487       1\n",
+       "415-707          1\n",
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+       "96797-4006       1\n",
+       "06415-1600       1\n",
+       "86303-4257       1\n",
+       "15701-9100       1\n",
+       "83443            1\n",
+       "98368-2811       1\n",
+       "93561-2195       1\n",
+       "75070-4210       1\n",
+       "55125-3372       1\n",
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+       "11417-1546       1\n",
+       "77581-6519       1\n",
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+       "96744-2241       1\n",
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+       "29706-1840       1\n",
+       "81521-7441       1\n",
+       "95826-5516       1\n",
+       "21015-4870       1\n",
+       "CP 78438         1\n",
+       "30176-1229       1\n",
+       "04084-6529       1\n",
+       "85207-6949       1\n",
+       "80138-4404       1\n",
+       "10463-4840       1\n",
+       "73003-6150       1\n",
+       "MK41 9HT         1\n",
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+       "97127-0453       1\n",
+       "71203-8861       1\n",
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+       "45373-9607       1\n",
+       "85143-5485       1\n",
+       "33196-1636       1\n",
+       "66043-1461       1\n",
+       "CP 45030         1\n",
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+       "85338-6161       1\n",
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+       "05495-7074       1\n",
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+       "36610-3374       1\n",
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+       "8701GX           1\n",
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+       "92507-6588       1\n",
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+       "01503-1308       1\n",
+       "30513-3131       1\n",
+       "16002-3826       1\n",
+       "32065-2270       1\n",
+       "EX33 1ND         1\n",
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+       "94330            1\n",
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+       "97236-2721       1\n",
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+       "64-224           1\n",
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+       "54494-9053       1\n",
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+       "85641-6520       1\n",
+       "35803-3102       1\n",
+       "29697-9768       1\n",
+       "75054-6684       1\n",
+       "11378-2612       1\n",
+       "33905-6226       1\n",
+       "39740-8702       1\n",
+       "20105-2653       1\n",
+       "75067-8205       1\n",
+       "49315-9368       1\n",
+       "48854-9208       1\n",
+       "01821-1445       1\n",
+       "92234-8421       1\n",
+       "54956-9431       1\n",
+       "56248-9602       1\n",
+       "91390-4564       1\n",
+       "32857-1006       1\n",
+       "31522-3747       1\n",
+       "98232-8608       1\n",
+       "75221            1\n",
+       "08016-4603       1\n",
+       "99201-7803       1\n",
+       "33050-0021       1\n",
+       "78240-5232       1\n",
+       "43232-4551       1\n",
+       "10010-8506       1\n",
+       "46204-2676       1\n",
+       "83301-0318       1\n",
+       "84037-6850       1\n",
+       "20175-5438       1\n",
+       "75048-2272       1\n",
+       "32250-7425       1\n",
+       "33130-5211       1\n",
+       "31406-7422       1\n",
+       "33609-3839       1\n",
+       "65109-5865       1\n",
+       "11201-3127       1\n",
+       "80503-7518       1\n",
+       "42301-5017       1\n",
+       "99507-1941       1\n",
+       "77494-1768       1\n",
+       "98248-1256       1\n",
+       "33178-2001       1\n",
+       "41051-8127       1\n",
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+       "20628-3308       1\n",
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+       "48170-3647       1\n",
+       "63301-4691       1\n",
+       "74011-6115       1\n",
+       "01952-1731       1\n",
+       "77007-6354       1\n",
+       "WA7 3AE          1\n",
+       "29625-6932       1\n",
+       "77382-1132       1\n",
+       "33142-4535       1\n",
+       "75189-8625       1\n",
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+       "92507-6090       1\n",
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+       "25443-3682       1\n",
+       "87540-9601       1\n",
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+       "95120-5729       1\n",
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+       "58267-9598       1\n",
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+       "67443-8815       1\n",
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+       "59911-6337       1\n",
+       "33139-3271       1\n",
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+       "76262-4901       1\n",
+       "80919-4522       1\n",
+       "55431-2030       1\n",
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+       "78248-2116       1\n",
+       "68105-2830       1\n",
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+       "99504-5307       1\n",
+       "49315-8469       1\n",
+       "37920-6484       1\n",
+       "05001-6104       1\n",
+       "48118-9126       1\n",
+       "10010-6346       1\n",
+       "48154-4836       1\n",
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+       "06468-1448       1\n",
+       "30165-9256       1\n",
+       "63390-1704       1\n",
+       "43230-6490       1\n",
+       "32059            1\n",
+       "35801-1661       1\n",
+       "80504-7318       1\n",
+       "14805-9780       1\n",
+       "92116-3171       1\n",
+       "78753-7303       1\n",
+       "30736-8333       1\n",
+       "53225-1308       1\n",
+       "60517-1611       1\n",
+       "28806-2187       1\n",
+       "79922-2114       1\n",
+       "32903-2922       1\n",
+       "82070-4505       1\n",
+       "60487-6163       1\n",
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+       "27526-9001       1\n",
+       "84604-3227       1\n",
+       "86001-6836       1\n",
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+       "77399-2059       1\n",
+       "99001-5270       1\n",
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+       "36362-2218       1\n",
+       "14857            1\n",
+       "80249-7501       1\n",
+       "94920-1636       1\n",
+       "OX5 1SH          1\n",
+       "34205-5710       1\n",
+       "80918-1655       1\n",
+       "78148-4458       1\n",
+       "34771-8423       1\n",
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+       "77385-3535       1\n",
+       "85266-1105       1\n",
+       "98006-6516       1\n",
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+       "46573-9772       1\n",
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+       "24502-4783       1\n",
+       "2450051          1\n",
+       "15237-6533       1\n",
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+       "4591             1\n",
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+       "55264            1\n",
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+       "80915-4233       1\n",
+       "98074-3616       1\n",
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+       "43123-1076       1\n",
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+       "77345-1951       1\n",
+       "84103-3256       1\n",
+       "97306-8946       1\n",
+       "34275-3465       1\n",
+       "62265-2024       1\n",
+       "90266-3929       1\n",
+       "91103-3823       1\n",
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+       "76008-1516       1\n",
+       "66030-2201       1\n",
+       "36054-0032       1\n",
+       "65590-5112       1\n",
+       "32803-6702       1\n",
+       "61373-0470       1\n",
+       "98391-5562       1\n",
+       "98070-6605       1\n",
+       "60543-6038       1\n",
+       "43230-6752       1\n",
+       "66061-6073       1\n",
+       "71485            1\n",
+       "39705-4401       1\n",
+       "37066-8785       1\n",
+       "10028-2900       1\n",
+       "78204            1\n",
+       "26508-1590       1\n",
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+       "32123            1\n",
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+       "50651-2011       1\n",
+       "75428-6442       1\n",
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+       "49048-7625       1\n",
+       "48302-0035       1\n",
+       "77362-2018       1\n",
+       "44321-2837       1\n",
+       "D-47495          1\n",
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+       "94025-1604       1\n",
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+       "96073-8643       1\n",
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+       "30080-5803       1\n",
+       "32266-3755       1\n",
+       "83402-1909       1\n",
+       "78501-5464       1\n",
+       "79015-5901       1\n",
+       "02740-1913       1\n",
+       "99037-8334       1\n",
+       "94010-7250       1\n",
+       "98225-5342       1\n",
+       "90723-3722       1\n",
+       "97504-6979       1\n",
+       "90067-2203       1\n",
+       "57110-6807       1\n",
+       "45387-9762       1\n",
+       "28804-1705       1\n",
+       "23185-3246       1\n",
+       "67420-1910       1\n",
+       "80249-7468       1\n",
+       "73025-2924       1\n",
+       "45106-1514       1\n",
+       "45385-9114       1\n",
+       "92336-5058       1\n",
+       "20109-5607       1\n",
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+       "30236-6215       1\n",
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+       "33154-1637       1\n",
+       "63366-3475       1\n",
+       "48128-1651       1\n",
+       "92504-4909       1\n",
+       "CP 64060         1\n",
+       "24538-3545       1\n",
+       "14127-2821       1\n",
+       "48625-9802       1\n",
+       "89135-2508       1\n",
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+       "37919-7213       1\n",
+       "54944-9240       1\n",
+       "93012-7782       1\n",
+       "78247-2838       1\n",
+       "82716-1211       1\n",
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+       "81001-4609       1\n",
+       "64079-9660       1\n",
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+       "18407            1\n",
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+       "20186-7463       1\n",
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+       "53027-2086       1\n",
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+       "8741             1\n",
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+       "77384-3268       1\n",
+       "93455-2346       1\n",
+       "33326-1008       1\n",
+       "12020-2336       1\n",
+       "CP 50009         1\n",
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+       "30512-4166       1\n",
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+       "04074-9173       1\n",
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+       "75057-4825       1\n",
+       "18914-2953       1\n",
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+       "77059-3106       1\n",
+       "46142-3714       1\n",
+       "62451-1409       1\n",
+       "76155-2539       1\n",
+       "23114-5171       1\n",
+       "76513-7611       1\n",
+       "97219-9303       1\n",
+       "41169-1138       1\n",
+       "20171-2028       1\n",
+       "74019-5397       1\n",
+       "07035-2234       1\n",
+       "30622-1671       1\n",
+       "80004-4723       1\n",
+       "52405-5002       1\n",
+       "95030-7545       1\n",
+       "48155            1\n",
+       "56701-1433       1\n",
+       "66801-8118       1\n",
+       "98501-9759       1\n",
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+       "97163            1\n",
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+       "46307-4845       1\n",
+       "23464-3303       1\n",
+       "56573-0391       1\n",
+       "1016 VB          1\n",
+       "46202-1926       1\n",
+       "23608-4559       1\n",
+       "53402-4627       1\n",
+       "35504-8542       1\n",
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+       "85743-7604       1\n",
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+       "50126-8456       1\n",
+       "23642            1\n",
+       "64804-3179       1\n",
+       "62294-1732       1\n",
+       "72016-5018       1\n",
+       "48188-1765       1\n",
+       "85748-6415       1\n",
+       "34769-7064       1\n",
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+       "28465-4911       1\n",
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+       "19130-3961       1\n",
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+       "46060-9207       1\n",
+       "02171-1548       1\n",
+       "30097-7887       1\n",
+       "92104-4408       1\n",
+       "34474-9828       1\n",
+       "89403-8536       1\n",
+       "79761-3130       1\n",
+       "44646-1988       1\n",
+       "74021-5130       1\n",
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+       "32507-3384       1\n",
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+       "80465-1428       1\n",
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+       "06812-2801       1\n",
+       "76087-3631       1\n",
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+       "23505-3334       1\n",
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+       "3314             1\n",
+       "11561-4470       1\n",
+       "81612-0188       1\n",
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+       "1382 LR          1\n",
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+       "95632-2643       1\n",
+       "32117-0053       1\n",
+       "10028-5611       1\n",
+       "37312-5142       1\n",
+       "95380-9781       1\n",
+       "76023-3804       1\n",
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+       "08097-1317       1\n",
+       "63303-3311       1\n",
+       "53406-2574       1\n",
+       "02888-1827       1\n",
+       "55075-1923       1\n",
+       "32225-6844       1\n",
+       "25832-0782       1\n",
+       "29180-8780       1\n",
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+       "90403-4582       1\n",
+       "35601-4827       1\n",
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+       "92346-2905       1\n",
+       "84074-8243       1\n",
+       "85281-3927       1\n",
+       "9444 PE          1\n",
+       "54616-8818       1\n",
+       "11050-2322       1\n",
+       "85364-2767       1\n",
+       "92592-7122       1\n",
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+       "77070-3851       1\n",
+       "76308-1815       1\n",
+       "78731-1138       1\n",
+       "4416CK           1\n",
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+       "07506-1224       1\n",
+       "48322-1658       1\n",
+       "95747-9172       1\n",
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+       "92021-3307       1\n",
+       "71203-8792       1\n",
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+       "08884-1038       1\n",
+       "27030-2933       1\n",
+       "92648-3235       1\n",
+       "31701-1858       1\n",
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+       "68106-2210       1\n",
+       "28001-8213       1\n",
+       "44270-9726       1\n",
+       "77077-2056       1\n",
+       "1981             1\n",
+       "87035-0704       1\n",
+       "22655-5669       1\n",
+       "85253-2693       1\n",
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+       "84606-1925       1\n",
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+       "87122-1042       1\n",
+       "49849-1719       1\n",
+       "81654-9310       1\n",
+       "Name: zip_code, dtype: int64"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# For the rest of the fields, look at field.value_counts() only if performing operations on field\n",
+    "# Doing that on fields such as first_name and last_name would result in lots of different groupings that don't make sense\n",
+    "# Operations need done on the zip_code field though, so we'll check that out here\n",
+    "\n",
+    "pd.set_option('display.max_rows', 800000) # this is so I can see full outputs printed in Jupyter\n",
+    "joined.zip_code.value_counts()\n",
+    "\n",
+    "# Okay, there are clearly lots of US 9-digit ZIPs, as well as some 5-digit ZIPs (it seems)\n",
+    "# But the shorter ZIPs could be accurate, because the pilot's address is in a country other than the US (see next cell)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "71be2bdf",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "USA                   908566\n",
+       "SAUDI ARABIA            3814\n",
+       "UNITED KINGDOM          3318\n",
+       "GERMANY                 3063\n",
+       "CHINA                   2628\n",
+       "JAPAN                   2610\n",
+       "CANADA                  2591\n",
+       "KOREA REPUBLIC OF       2347\n",
+       "TAIWAN                  2112\n",
+       "INDIA                   1581\n",
+       "MEXICO                  1276\n",
+       "NETHERLANDS             1216\n",
+       "COLOMBIA                1054\n",
+       "FRANCE                  1043\n",
+       "SWITZERLAND              971\n",
+       "AUSTRALIA                898\n",
+       "BRAZIL                   881\n",
+       "THAILAND                 798\n",
+       "SINGAPORE                785\n",
+       "HONG KONG                726\n",
+       "UNITED ARAB EMIRAT       677\n",
+       "BELGIUM                  657\n",
+       "PHILIPPINES              605\n",
+       "ITALY                    575\n",
+       "NIGERIA                  539\n",
+       "BAHAMAS                  467\n",
+       "MALAYSIA                 430\n",
+       "IRELAND                  429\n",
+       "SPAIN                    428\n",
+       "RUSSIA                   410\n",
+       "ISRAEL                   398\n",
+       "NORWAY                   392\n",
+       "EL SALVADOR              357\n",
+       "AUSTRIA                  353\n",
+       "COSTA RICA               332\n",
+       "PERU                     325\n",
+       "SOUTH AFRICA             310\n",
+       "ECUADOR                  274\n",
+       "EGYPT                    272\n",
+       "SWEDEN                   257\n",
+       "ICELAND                  247\n",
+       "PANAMA                   236\n",
+       "TRINIDAD & TOBAGO        235\n",
+       "TURKEY                   224\n",
+       "ARGENTINA                224\n",
+       "NEW ZEALAND              224\n",
+       "INDONESIA                215\n",
+       "GREECE                   213\n",
+       "CHILE                    172\n",
+       "GUATEMALA                170\n",
+       "JAMAICA                  165\n",
+       "BAHRAIN                  155\n",
+       "KENYA                    143\n",
+       "LUXEMBOURG               139\n",
+       "LEBANON                  138\n",
+       "VENEZUELA                133\n",
+       "VIETNAM                  131\n",
+       "CAYMAN ISLANDS           123\n",
+       "QATAR                    122\n",
+       "NETHERLANDS ANTILL       121\n",
+       "PORTUGAL                 120\n",
+       "ARUBA                    114\n",
+       "DENMARK                  113\n",
+       "PAKISTAN                 107\n",
+       "NEPAL                    102\n",
+       "SRI LANKA                 98\n",
+       "ALGERIA                   96\n",
+       "KUWAIT                    82\n",
+       "FINLAND                   77\n",
+       "SURINAME                  75\n",
+       "POLAND                    71\n",
+       "OMAN                      70\n",
+       "JORDAN                    66\n",
+       "CZECH REPUBLIC            62\n",
+       "ADEN                      62\n",
+       "GUYANA                    62\n",
+       "WEST INDIES               61\n",
+       "DOMINICAN REPUBLIC        57\n",
+       "GHANA                     53\n",
+       "BARBADOS                  52\n",
+       "ANTIGUA & BARBUDA         49\n",
+       "UKRAINE                   48\n",
+       "CYPRUS                    46\n",
+       "TURKS & CAICOS ISL        43\n",
+       "MALTA                     42\n",
+       "HUNGARY                   40\n",
+       "BERMUDA                   38\n",
+       "LATVIA                    37\n",
+       "ETHIOPIA                  36\n",
+       "MACAU                     36\n",
+       "HONDURAS                  35\n",
+       "BELIZE                    32\n",
+       "ZIMBABWE                  31\n",
+       "GERMANY BERLIN            31\n",
+       "ST LUCIA                  30\n",
+       "ROMANIA                   30\n",
+       "KAZAKHSTAN                28\n",
+       "CROATIA                   28\n",
+       "URUGUAY                   27\n",
+       "MONGOLIA                  27\n",
+       "UGANDA                    25\n",
+       "BOLIVIA                   25\n",
+       "BANGLADESH                24\n",
+       "TANZANIA                  23\n",
+       "WEST GERMANY              23\n",
+       "MOROCCO                   23\n",
+       "BOTSWANA                  23\n",
+       "PARAGUAY                  23\n",
+       "CAPE VERDE                21\n",
+       "NICARAGUA                 18\n",
+       "MALDIVES                  17\n",
+       "SERBIA                    17\n",
+       "HONG KONG CHINA           17\n",
+       "RWANDA                    16\n",
+       "SLOVENIA                  16\n",
+       "ZAMBIA                    16\n",
+       "DEM REP CONGO             15\n",
+       "BRITISH VIRGIN IS         15\n",
+       "AZERBAIJAN                14\n",
+       "GUADELOUPE                14\n",
+       "CAMBODIA                  14\n",
+       "SENEGAL                   14\n",
+       "NAMIBIA                   12\n",
+       "IRAN                      12\n",
+       "ST VINCENT & GRENA        12\n",
+       "LITHUANIA                 11\n",
+       "CURACAO                   11\n",
+       "GRENADA                   11\n",
+       "TUNISIA                   11\n",
+       "MALAWI                    11\n",
+       "MONACO                    10\n",
+       "BULGARIA                  10\n",
+       "FRENCH POLYNESIA           9\n",
+       "BURKINA                    9\n",
+       "SUDAN                      9\n",
+       "CONGO                      9\n",
+       "YEMEN                      8\n",
+       "SLOVAKIA                   8\n",
+       "MAURITIUS                  8\n",
+       "JERSEY                     8\n",
+       "CHANNEL ISLES              8\n",
+       "BRITISH WST INDIES         8\n",
+       "ESTONIA                    8\n",
+       "IRAQ                       7\n",
+       "MARSHALL ISLANDS           7\n",
+       "ANGOLA                     7\n",
+       "SEYCHELLES                 7\n",
+       "PAPUA NEW GUINEA           7\n",
+       "AFGHANISTAN                7\n",
+       "CAMEROON                   7\n",
+       "LIBYA                      6\n",
+       "MARTINIQUE                 6\n",
+       "SAIPAN                     6\n",
+       "FRENCH WEST INDIES         6\n",
+       "FIJI                       5\n",
+       "MADAGASCAR                 5\n",
+       "ST KITTS AND NEVIS         5\n",
+       "MACEDONIA                  5\n",
+       "BHUTAN                     5\n",
+       "MALI                       5\n",
+       "GEORGIA                    5\n",
+       "BRUNEI                     5\n",
+       "MYANMAR                    5\n",
+       "MAURITANIA                 4\n",
+       "HAITI                      4\n",
+       "DOMINICA                   4\n",
+       "UAR                        4\n",
+       "BOSNIA & HERZEGOVI         4\n",
+       "EQUATORIAL GUINEA          3\n",
+       "UZBEKISTAN                 3\n",
+       "ALBANIA                    3\n",
+       "MOLDOVA                    3\n",
+       "BELARUS                    3\n",
+       "KYRGYZSTAN                 3\n",
+       "GIBRALTAR                  3\n",
+       "GAMBIA                     3\n",
+       "MONTENEGRO                 3\n",
+       "REUNION                    3\n",
+       "LIBERIA                    2\n",
+       "NEW GUINEA                 2\n",
+       "GABON                      2\n",
+       "VANUATU                    2\n",
+       "CHAD                       2\n",
+       "ST CHRIS AND NEVIS         2\n",
+       "ARMENIA                    2\n",
+       "FAROE ISLANDS              2\n",
+       "LIECHTENSTEIN              2\n",
+       "TRUST TERR PAC ISL         2\n",
+       "SIERRA LEONE               2\n",
+       "ANDORRA                    2\n",
+       "TONGA                      1\n",
+       "BURMA                      1\n",
+       "EUROPA ISLAND              1\n",
+       "FRENCH GUIANA              1\n",
+       "CANARY ISLANDS             1\n",
+       "MUSCAT AND OMAN            1\n",
+       "SYRIA                      1\n",
+       "CENTRAL AFRICAN RP         1\n",
+       "LESOTHO                    1\n",
+       "KOREA NORTH                1\n",
+       "MIDWAY ISLANDS             1\n",
+       "JOHNSTON ATOLL             1\n",
+       "SOLOMON ISLANDS            1\n",
+       "FED ST MICRONESIA          1\n",
+       "ST HELENA                  1\n",
+       "KIRIBATI                   1\n",
+       "TOGO                       1\n",
+       "SAMOA                      1\n",
+       "FALKLAND ISLANDS           1\n",
+       "MONTSERRAT                 1\n",
+       "PALAU                      1\n",
+       "KOSOVO                     1\n",
+       "TURKMENISTAN               1\n",
+       "GREENLAND                  1\n",
+       "DJIBOUTI                   1\n",
+       "YEMEN (SANAA)              1\n",
+       "COTE D'IVOIRE              1\n",
+       "Name: country, dtype: int64"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Checking the country column to see if there are countries other than the US\n",
+    "\n",
+    "pd.set_option('display.max_rows', 300) # there are 195 countries in the world so if it's more than 200, take a second look\n",
+    "joined.country.value_counts()\n",
+    "\n",
+    "# I first had the max_rows set to 200, but there were more than that. It's because in some cases, there are multiple\n",
+    "# islands or territories or other type of land, contained within one country\n",
+    "# For example: There are entries for the \"Channel Isles\" which are the Channel Islands - they're a part of the state of CA\n",
+    "# Another example is Saipan, which is the largest island in the Northern Mariana Islands, a US commonwealth\n",
+    "# There are a variety of different formats that non-US ZIPs come in"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "9d283156",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Creating a US 5-digit ZIP code field\n",
+    "# This will fill the uszip5 field with ZEROES where the country is not USA\n",
+    "\n",
+    "joined['uszip5'] = np.where(joined['country'] == 'USA', joined['zip_code'].astype(str).str[:5], '')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "79d071a8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# This is to be sure the 5-digit ZIPs that begin with leading 0s do have the leading 0s -\n",
+    "# Python strips them, and, when we export to .csv, they will not show up in Excel - so the ZIP 01234 would appear as 1234\n",
+    "# However, if you open the file in Sublime Text, the 0s are there\n",
+    "\n",
+    "joined['uszip5'] = joined['uszip5'].str.zfill(5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "64358ff6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1.0    164390\n",
+       "3.0    134981\n",
+       "2.0     67163\n",
+       "8.0         2\n",
+       "Name: med_class, dtype: int64"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Check ranges: Are numeric fields in ranges that make sense. Anything too high or too low? \n",
+    "# (For example: In voter registration data are the dates of birth too recent or too long ago?)\n",
+    "\n",
+    "# The only numeric fields in this dataset are the med_class, med_date, med_exp_date, basic_med_course_date and basic_med_cmec_date\n",
+    "# For med_class, the values should be either 1, 2 or 3, which reflect the three classes of medical licenses pilots can have\n",
+    "\n",
+    "# After running the below command, you'll notice one row (2, when deduping isn't done) has the value of 8.\n",
+    "\n",
+    "joined.med_class.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "305043f8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
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+       "71999.0         3\n",
+       "122002.0        3\n",
+       "92002.0         3\n",
+       "81996.0         3\n",
+       "11983.0         2\n",
+       "71986.0         2\n",
+       "21985.0         2\n",
+       "81986.0         2\n",
+       "91977.0         2\n",
+       "62002.0         2\n",
+       "31998.0         2\n",
+       "31999.0         2\n",
+       "82001.0         2\n",
+       "61986.0         2\n",
+       "31990.0         2\n",
+       "21997.0         2\n",
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+       "122000.0        2\n",
+       "81997.0         2\n",
+       "61987.0         2\n",
+       "41978.0         2\n",
+       "71981.0         2\n",
+       "21983.0         2\n",
+       "111991.0        2\n",
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+       "32000.0         2\n",
+       "21993.0         2\n",
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+       "22003.0         2\n",
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+       "122001.0        2\n",
+       "61979.0         2\n",
+       "71987.0         2\n",
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+       "51988.0         2\n",
+       "11988.0         2\n",
+       "81989.0         2\n",
+       "61977.0         2\n",
+       "51977.0         2\n",
+       "81993.0         2\n",
+       "111990.0        2\n",
+       "31997.0         1\n",
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+       "92001.0         1\n",
+       "11990.0         1\n",
+       "91998.0         1\n",
+       "91994.0         1\n",
+       "61992.0         1\n",
+       "111996.0        1\n",
+       "61984.0         1\n",
+       "91996.0         1\n",
+       "91987.0         1\n",
+       "111998.0        1\n",
+       "21990.0         1\n",
+       "31987.0         1\n",
+       "11977.0         1\n",
+       "111978.0        1\n",
+       "41987.0         1\n",
+       "41996.0         1\n",
+       "11997.0         1\n",
+       "101989.0        1\n",
+       "81995.0         1\n",
+       "21992.0         1\n",
+       "Name: med_date, dtype: int64"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Check ranges: Are numeric fields in ranges that make sense. Anything too high or too low? \n",
+    "# For two of the remaining numeric fields, med_date and med_exp_date, the format is MYYYY or MMYYYY, depending on month\n",
+    "\n",
+    "pd.set_option('display.max_rows', 500) # this is so I can see the full list printed in Jupyter\n",
+    "joined.med_date.value_counts()\n",
+    "\n",
+    "# This range, and the numbers within it, look reasonable"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "a60eebff",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
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+       "31998.0         3\n",
+       "42000.0         2\n",
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+       "121998.0        2\n",
+       "61999.0         2\n",
+       "61995.0         2\n",
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+       "121993.0        2\n",
+       "111993.0        2\n",
+       "111995.0        2\n",
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+       "51993.0         2\n",
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+       "62000.0         2\n",
+       "21988.0         2\n",
+       "41983.0         2\n",
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+       "11984.0         2\n",
+       "21990.0         2\n",
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+       "112000.0        2\n",
+       "22003.0         2\n",
+       "92001.0         2\n",
+       "61978.0         2\n",
+       "21998.0         2\n",
+       "101971.0        2\n",
+       "61984.0         2\n",
+       "71986.0         2\n",
+       "121997.0        2\n",
+       "51982.0         2\n",
+       "41999.0         2\n",
+       "101991.0        1\n",
+       "41998.0         1\n",
+       "71987.0         1\n",
+       "41988.0         1\n",
+       "31988.0         1\n",
+       "32000.0         1\n",
+       "21991.0         1\n",
+       "91988.0         1\n",
+       "22005.0         1\n",
+       "121999.0        1\n",
+       "91999.0         1\n",
+       "92003.0         1\n",
+       "82004.0         1\n",
+       "81997.0         1\n",
+       "71998.0         1\n",
+       "61985.0         1\n",
+       "71991.0         1\n",
+       "51998.0         1\n",
+       "61997.0         1\n",
+       "51997.0         1\n",
+       "62003.0         1\n",
+       "11992.0         1\n",
+       "31999.0         1\n",
+       "81999.0         1\n",
+       "11982.0         1\n",
+       "92000.0         1\n",
+       "122002.0        1\n",
+       "102000.0        1\n",
+       "52000.0         1\n",
+       "21994.0         1\n",
+       "Name: med_exp_date, dtype: int64"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Check ranges: Are numeric fields in ranges that make sense. Anything too high or too low? \n",
+    "\n",
+    "pd.set_option('display.max_rows', 500) # this is so I can see the full list printed in Jupyter\n",
+    "joined.med_exp_date.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "791b9e87",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Create a field for the 'year' which reflects the year of the data. \n",
+    "# This was uploaded on 1/3/2023, so the year field here will be 2023\n",
+    "\n",
+    "joined['year'] = 2023"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "3f2d209f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# We need to approach these two fields differently based on if the month is a one- or two-digit month:\n",
+    "# To do that, we need to change the ints into strings \n",
+    "\n",
+    "joined = joined.astype({'med_date':'string','med_exp_date':'string'})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "9dcc5cac",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# When changing med_date to string, undesired string characters come along\n",
+    "# Let's remove them\n",
+    "# But first, to do that, fill the nan values with empty strings because otherwise errors will throw\n",
+    "\n",
+    "joined['med_date'].fillna(\"\", inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "622e4c8a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Stripping undesirable characters\n",
+    "\n",
+    "joined['med_date'] = joined['med_date'].map(lambda x: x.lstrip('b\\'').rstrip('.0\\''))\n",
+    "\n",
+    "# Note: med_exp_date for some reason did not get the undesired chars attached\n",
+    "# But it's still a good idea to check if these values are in an appropriate range\n",
+    "\n",
+    "# pd.set_option('display.max_rows', 500) # this is so I can see the full list printed in Jupyter\n",
+    "# joined.med_exp_date.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "1fad4adf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# List comprehension to get the med_date_month out of the med_date field\n",
+    "\n",
+    "joined['med_date_month'] = [x[:1] if len(x)<6 else x[:2] for x in joined['med_date']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "666ad689",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# In some instances, when Python performs operations, it changes datatypes to object\n",
+    "# So to make sure the month column k\n",
+    "\n",
+    "joined = joined.astype({'med_date':'string'})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "5f130bef",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Fill in leading zeroes for month\n",
+    "\n",
+    "joined['med_date_month'] = joined['med_date_month'].str.zfill(2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "ee79ccbd",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0         10\n",
+      "1         08\n",
+      "2         00\n",
+      "3         00\n",
+      "4         11\n",
+      "          ..\n",
+      "387964    00\n",
+      "387965    00\n",
+      "387966    00\n",
+      "387967    00\n",
+      "387968    00\n",
+      "Name: med_date_month, Length: 957444, dtype: object\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(joined['med_date_month'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "1acda92d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Create the med_date_year field out of med_date\n",
+    "\n",
+    "joined['med_date_year'] = joined.med_date.str[-4:]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "18ffdd69",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Now let's make a med_date field that is easier to read \n",
+    "\n",
+    "joined['med_date_revised'] = (joined['med_date_month'] + '/' + joined['med_date_year'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "08ca9b57",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# This step is cleaning up rows where the med_date_revised field shows just a / character using the mask method\n",
+    "# Remember, these are the non-pilot and pilot files, combined, so some of these people didn't have to take the exam\n",
+    "\n",
+    "mask = joined['med_date_revised'].str.len() < 4\n",
+    "joined.loc[mask, 'med_date_revised'] = joined.loc[mask, 'med_date_revised'].str.replace('/', '')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "beba1e5a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# The med_date_revised field is the one to keep — dropping the others to avoid confusion\n",
+    "\n",
+    "joined = joined.drop(columns = ['med_date','med_date_month', 'med_date_year'], axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "9987def3",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 957444 entries, 0 to 387968\n",
+      "Data columns (total 17 columns):\n",
+      " #   Column                 Non-Null Count   Dtype  \n",
+      "---  ------                 --------------   -----  \n",
+      " 0   uniqueid               957444 non-null  object \n",
+      " 1   first_name             957388 non-null  object \n",
+      " 2   last_name              957444 non-null  object \n",
+      " 3   street_1               957444 non-null  object \n",
+      " 4   street_2               957444 non-null  object \n",
+      " 5   city                   957444 non-null  object \n",
+      " 6   state                  957444 non-null  object \n",
+      " 7   zip_code               957444 non-null  object \n",
+      " 8   country                957444 non-null  object \n",
+      " 9   region                 957444 non-null  object \n",
+      " 10  med_class              366536 non-null  float64\n",
+      " 11  med_exp_date           366536 non-null  string \n",
+      " 12  basic_med_course_date  57136 non-null   float64\n",
+      " 13  basic_med_cmec_date    57136 non-null   float64\n",
+      " 14  uszip5                 957444 non-null  object \n",
+      " 15  year                   957444 non-null  int64  \n",
+      " 16  med_date_revised       957444 non-null  string \n",
+      "dtypes: float64(3), int64(1), object(11), string(2)\n",
+      "memory usage: 131.5+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "joined.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "df854d33",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Removing the values that are just '00' — those are the records that did not have a med_date value\n",
+    "\n",
+    "joined = joined.astype({'med_date_revised':'string'})\n",
+    "joined.replace('00', '', inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "d1bfb21e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Convert the med_exp_date col, which is currently a string, to float for formatting purposes\n",
+    "\n",
+    "joined['med_exp_date'] = pd.to_numeric(joined['med_exp_date'], downcast='float')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "c131adae",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# That's all, folks!\n",
+    "\n",
+    "joined.to_csv('pilots_2023.csv', index=False, float_format='%.0f')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "23e4b3d4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# As of 1/6/23, this script combines and cleans the PILOT_BASIC.csv and NONPILOT_BASIC.csv files\n",
+    "# With further work, the script could also combine those two files with the PILOT_CERT.csv and NONPILOT_CERT.csv files"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ff96f6ab",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Below this line is code I wrote to break up the med_date, etc., fields\n",
+    "# As well as a line of code that puts non-US ZIPs in their own column\n",
+    "# After discussing with the TAP team we realized this isn't useful \n",
+    "# But I kept it here just in case we for some reason need it one day, and in case the code is useful for something else."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4aabbf0d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "joined.info()\n",
+    "\n",
+    "# Checking to make sure astype worked as expected"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 193,
+   "id": "f40756ae",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Fill the nan values with empty strings because otherwise errors will throw\n",
+    "\n",
+    "joined['med_exp_date'].fillna(\"\", inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 194,
+   "id": "9a022c66",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Because float-string conversion, we need to strip the .0\n",
+    "\n",
+    "joined['med_exp_date'] = joined['med_exp_date'].map(lambda x: x.rstrip('.0\\''))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 195,
+   "id": "547f2b2c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# List comprehension to get the med_exp_date_month out of the med_exp_date field\n",
+    "\n",
+    "joined['med_exp_date_month'] = [x[:1] if len(x)<6 else x[:2] for x in joined['med_exp_date']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 196,
+   "id": "9b4c5307",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Create the med_exp_date_year field out of med_exp_date\n",
+    "\n",
+    "joined['med_date_exp_year'] = joined.med_exp_date.str[-4:]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 197,
+   "id": "d685cbaf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# For the other two remaining date fields, basic_med_course_date and basic_med_cmec_date the format is YYYYMMDD consistently\n",
+    "# Change these into strings to slice and get year, month, date into separate fields\n",
+    "\n",
+    "joined = joined.astype({'basic_med_course_date':'string','basic_med_cmec_date':'string'})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 198,
+   "id": "79238897",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Now creating the year, month, date fields using slicing\n",
+    "\n",
+    "joined['basic_med_course_date_year'] = joined.basic_med_course_date.str[:4]\n",
+    "joined['basic_med_course_date_month'] = joined.basic_med_course_date.str[4:6]\n",
+    "joined['basic_med_course_date_day'] = joined.basic_med_course_date.str[6:8]\n",
+    "\n",
+    "joined['basic_med_cmec_date_year'] = joined.basic_med_cmec_date.str[:4]\n",
+    "joined['basic_med_cmec_date_month'] = joined.basic_med_cmec_date.str[4:6]\n",
+    "joined['basic_med_cmec_date_day'] = joined.basic_med_cmec_date.str[6:8]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 175,
+   "id": "51528d86",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Creating a non-US ZIP code field\n",
+    "\n",
+    "# joined['nonuszip'] = np.where(joined['country'] != 'USA', joined['zip_code'], '')"
+   ]
+  }
+ ],
+ "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": "3.11.1"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/national/faa_pilots/faa-pilots-py/pilots.py b/national/faa_pilots/faa-pilots-py/pilots.py
new file mode 100644
index 00000000..ae360d30
--- /dev/null
+++ b/national/faa_pilots/faa-pilots-py/pilots.py
@@ -0,0 +1,458 @@
+#!/usr/bin/env python
+# coding: utf-8
+
+# In[2]:
+
+
+# Importing packages
+
+import pandas as pd
+from zipfile import ZipFile
+import os
+import math
+import numpy as np
+
+
+# In[3]:
+
+
+# Set relative filepaths
+# Download link: https://www.faa.gov/licenses_certificates/airmen_certification/releasable_airmen_download/
+# Docs link: https://www.faa.gov/licenses_certificates/airmen_certification/media/HelpComm.pdf
+
+__file__ = 'os.path.abspath('')'
+
+script_dir = os.path.dirname(__file__) 
+ # rel_path = './data/faa/pilots/CS122022.zip' # December 2022 data
+rel_path = './data/faa/pilots/CS012023.zip'
+abs_file_path = os.path.join(script_dir, rel_path)
+
+
+# In[4]:
+
+
+# Read zipfile
+
+zf = ZipFile(abs_file_path) 
+
+
+# In[5]:
+
+
+# Load the .csv files we need from the zipfile - PILOT_BASIC and NONPILOT_BASIC
+
+pilot = pd.read_csv(zf.open('PILOT_BASIC.csv'))
+nonpilot = pd.read_csv(zf.open('NONPILOT_BASIC.csv'))
+
+
+# In[6]:
+
+
+# Make sure the data loaded into dataframes properly (if working in Jupyter)
+
+pilot.info()
+
+
+# In[7]:
+
+
+# Check to make sure the data loaded into dataframes properly (if working in Jupyter)
+
+nonpilot.info()
+
+
+# In[8]:
+
+
+# Drop the empty columns at the end of each file (the 'Unnamed: 15' fields)
+
+pilot.drop('Unnamed: 15', inplace=True, axis=1)
+nonpilot.drop('Unnamed: 15', inplace=True, axis=1)
+
+
+# In[9]:
+
+
+# Merging the two dataframes together 
+
+joined = pd.concat([pilot, nonpilot], axis=0)
+
+
+# In[10]:
+
+
+# How many records are in the database?
+# Are any records missing?
+
+# More than half of the rows do not have med_class, med_date, med_exp_date
+# Less than 100k rows have basic_med_course_date and basic_med_cmec_date
+# The FAA website states explicitly that this database is not the authoritative source for medical data
+# Annd some of these records pertain to non-pilots
+
+joined.info() 
+
+
+# In[11]:
+
+
+# Rename columns — all but UNIQUE ID have a space before the text begins, in the raw data
+
+joined.rename(columns={"UNIQUE ID": "uniqueid", " FIRST NAME": "first_name", " LAST NAME": "last_name", " STREET 1": "street_1", " STREET 2": "street_2", " CITY": "city", " STATE": "state", " ZIP CODE": "zip_code", " COUNTRY": "country", " REGION": "region", " MED CLASS": "med_class", " MED DATE": "med_date", " MED EXP DATE": "med_exp_date", " BASIC MED COURSE DATE": "basic_med_course_date", " BASIC MED CMEC DATE": "basic_med_cmec_date"},inplace=True)
+
+
+# In[12]:
+
+
+# Putting all of the duplicate rows into a dataframe of their own
+
+joined2 = joined[joined.duplicated()]
+
+
+# In[13]:
+
+
+joined['uniqueid'].nunique()
+
+
+# In[14]:
+
+
+# As of 12/19/22, there were 954,997 total records in the joined dataframe and 887,356 unique unique-ids
+# There are 67,641 records in this dataframe, which shows the duplicate rows
+# 954,997 - 887,356 = 67,641
+
+# As of 1/18/23, there were 957,444 total records in the joined dataframe and 887,913 unique unique-ids
+# There are 69,531 records in this dataframe, which shows the duplicate rows
+# 957,444 - 887,913 = 69,531
+
+print(joined2.info())
+
+
+# In[15]:
+
+
+# Drops duplicate rows from the dataframe
+# If not done, there are duplicate records
+
+# joined = joined.drop_duplicates()
+
+
+# In[16]:
+
+
+# Does it seem to be in the correct range?
+# Let's check each column to see what the values look like
+
+# For the first field, uniqueid, these values should appear twice at the most — if the pilot is listed in both files
+# It appears no uniqueid is listed more than twice
+
+joined.uniqueid.value_counts()
+
+
+# In[17]:
+
+
+# For the rest of the fields, look at field.value_counts() only if performing operations on field
+# Doing that on fields such as first_name and last_name would result in lots of different groupings that don't make sense
+# Operations need done on the zip_code field though, so we'll check that out here
+
+pd.set_option('display.max_rows', 800000) # this is so I can see full outputs printed in Jupyter
+joined.zip_code.value_counts()
+
+# Okay, there are clearly lots of US 9-digit ZIPs, as well as some 5-digit ZIPs (it seems)
+# But the shorter ZIPs could be accurate, because the pilot's address is in a country other than the US (see next cell)
+
+
+# In[18]:
+
+
+# Checking the country column to see if there are countries other than the US
+
+pd.set_option('display.max_rows', 300) # there are 195 countries in the world so if it's more than 200, take a second look
+joined.country.value_counts()
+
+# I first had the max_rows set to 200, but there were more than that. It's because in some cases, there are multiple
+# islands or territories or other type of land, contained within one country
+# For example: There are entries for the "Channel Isles" which are the Channel Islands - they're a part of the state of CA
+# Another example is Saipan, which is the largest island in the Northern Mariana Islands, a US commonwealth
+# There are a variety of different formats that non-US ZIPs come in
+
+
+# In[19]:
+
+
+# Creating a US 5-digit ZIP code field
+# This will fill the uszip5 field with ZEROES where the country is not USA
+
+joined['uszip5'] = np.where(joined['country'] == 'USA', joined['zip_code'].astype(str).str[:5], '')
+
+
+# In[20]:
+
+
+# This is to be sure the 5-digit ZIPs that begin with leading 0s do have the leading 0s -
+# Python strips them, and, when we export to .csv, they will not show up in Excel - so the ZIP 01234 would appear as 1234
+# However, if you open the file in Sublime Text, the 0s are there
+
+joined['uszip5'] = joined['uszip5'].str.zfill(5)
+
+
+# In[21]:
+
+
+# Check ranges: Are numeric fields in ranges that make sense. Anything too high or too low? 
+# (For example: In voter registration data are the dates of birth too recent or too long ago?)
+
+# The only numeric fields in this dataset are the med_class, med_date, med_exp_date, basic_med_course_date and basic_med_cmec_date
+# For med_class, the values should be either 1, 2 or 3, which reflect the three classes of medical licenses pilots can have
+
+# After running the below command, you'll notice one row (2, when deduping isn't done) has the value of 8.
+
+joined.med_class.value_counts()
+
+
+# In[22]:
+
+
+# Check ranges: Are numeric fields in ranges that make sense. Anything too high or too low? 
+# For two of the remaining numeric fields, med_date and med_exp_date, the format is MYYYY or MMYYYY, depending on month
+
+pd.set_option('display.max_rows', 500) # this is so I can see the full list printed in Jupyter
+joined.med_date.value_counts()
+
+# This range, and the numbers within it, look reasonable
+
+
+# In[23]:
+
+
+# Check ranges: Are numeric fields in ranges that make sense. Anything too high or too low? 
+
+pd.set_option('display.max_rows', 500) # this is so I can see the full list printed in Jupyter
+joined.med_exp_date.value_counts()
+
+
+# In[24]:
+
+
+# Create a field for the 'year' which reflects the year of the data. 
+# This was uploaded on 1/3/2023, so the year field here will be 2023
+
+joined['year'] = 2023
+
+
+# In[25]:
+
+
+# We need to approach these two fields differently based on if the month is a one- or two-digit month:
+# To do that, we need to change the ints into strings 
+
+joined = joined.astype({'med_date':'string','med_exp_date':'string'})
+
+
+# In[26]:
+
+
+# When changing med_date to string, undesired string characters come along
+# Let's remove them
+# But first, to do that, fill the nan values with empty strings because otherwise errors will throw
+
+joined['med_date'].fillna("", inplace=True)
+
+
+# In[27]:
+
+
+# Stripping undesirable characters
+
+joined['med_date'] = joined['med_date'].map(lambda x: x.lstrip('b\'').rstrip('.0\''))
+
+# Note: med_exp_date for some reason did not get the undesired chars attached
+# But it's still a good idea to check if these values are in an appropriate range
+
+# pd.set_option('display.max_rows', 500) # this is so I can see the full list printed in Jupyter
+# joined.med_exp_date.value_counts()
+
+
+# In[28]:
+
+
+# List comprehension to get the med_date_month out of the med_date field
+
+joined['med_date_month'] = [x[:1] if len(x)<6 else x[:2] for x in joined['med_date']]
+
+
+# In[29]:
+
+
+# In some instances, when Python performs operations, it changes datatypes to object
+# So to make sure the month column k
+
+joined = joined.astype({'med_date':'string'})
+
+
+# In[30]:
+
+
+# Fill in leading zeroes for month
+
+joined['med_date_month'] = joined['med_date_month'].str.zfill(2)
+
+
+# In[31]:
+
+
+print(joined['med_date_month'])
+
+
+# In[32]:
+
+
+# Create the med_date_year field out of med_date
+
+joined['med_date_year'] = joined.med_date.str[-4:]
+
+
+# In[33]:
+
+
+# Now let's make a med_date field that is easier to read 
+
+joined['med_date_revised'] = (joined['med_date_month'] + '/' + joined['med_date_year'])
+
+
+# In[34]:
+
+
+# This step is cleaning up rows where the med_date_revised field shows just a / character using the mask method
+# Remember, these are the non-pilot and pilot files, combined, so some of these people didn't have to take the exam
+
+mask = joined['med_date_revised'].str.len() < 4
+joined.loc[mask, 'med_date_revised'] = joined.loc[mask, 'med_date_revised'].str.replace('/', '')
+
+
+# In[35]:
+
+
+# The med_date_revised field is the one to keep — dropping the others to avoid confusion
+
+joined = joined.drop(columns = ['med_date','med_date_month', 'med_date_year'], axis=1)
+
+
+# In[36]:
+
+
+joined.info()
+
+
+# In[37]:
+
+
+# Removing the values that are just '00' — those are the records that did not have a med_date value
+
+joined = joined.astype({'med_date_revised':'string'})
+joined.replace('00', '', inplace=True)
+
+
+# In[43]:
+
+
+# Convert the med_exp_date col, which is currently a string, to float for formatting purposes
+
+joined['med_exp_date'] = pd.to_numeric(joined['med_exp_date'], downcast='float')
+
+
+# In[44]:
+
+
+# That's all, folks!
+
+joined.to_csv('pilots_2023.csv', index=False, float_format='%.0f')
+
+
+# In[ ]:
+
+
+# As of 1/6/23, this script combines and cleans the PILOT_BASIC.csv and NONPILOT_BASIC.csv files
+# With further work, the script could also combine those two files with the PILOT_CERT.csv and NONPILOT_CERT.csv files
+
+
+# In[ ]:
+
+
+# Below this line is code I wrote to break up the med_date, etc., fields
+# As well as a line of code that puts non-US ZIPs in their own column
+# After discussing with the TAP team we realized this isn't useful 
+# But I kept it here just in case we for some reason need it one day, and in case the code is useful for something else.
+
+
+# In[ ]:
+
+
+joined.info()
+
+# Checking to make sure astype worked as expected
+
+
+# In[193]:
+
+
+# Fill the nan values with empty strings because otherwise errors will throw
+
+joined['med_exp_date'].fillna("", inplace=True)
+
+
+# In[194]:
+
+
+# Because float-string conversion, we need to strip the .0
+
+joined['med_exp_date'] = joined['med_exp_date'].map(lambda x: x.rstrip('.0\''))
+
+
+# In[195]:
+
+
+# List comprehension to get the med_exp_date_month out of the med_exp_date field
+
+joined['med_exp_date_month'] = [x[:1] if len(x)<6 else x[:2] for x in joined['med_exp_date']]
+
+
+# In[196]:
+
+
+# Create the med_exp_date_year field out of med_exp_date
+
+joined['med_date_exp_year'] = joined.med_exp_date.str[-4:]
+
+
+# In[197]:
+
+
+# For the other two remaining date fields, basic_med_course_date and basic_med_cmec_date the format is YYYYMMDD consistently
+# Change these into strings to slice and get year, month, date into separate fields
+
+joined = joined.astype({'basic_med_course_date':'string','basic_med_cmec_date':'string'})
+
+
+# In[198]:
+
+
+# Now creating the year, month, date fields using slicing
+
+joined['basic_med_course_date_year'] = joined.basic_med_course_date.str[:4]
+joined['basic_med_course_date_month'] = joined.basic_med_course_date.str[4:6]
+joined['basic_med_course_date_day'] = joined.basic_med_course_date.str[6:8]
+
+joined['basic_med_cmec_date_year'] = joined.basic_med_cmec_date.str[:4]
+joined['basic_med_cmec_date_month'] = joined.basic_med_cmec_date.str[4:6]
+joined['basic_med_cmec_date_day'] = joined.basic_med_cmec_date.str[6:8]
+
+
+# In[175]:
+
+
+# Creating a non-US ZIP code field
+
+# joined['nonuszip'] = np.where(joined['country'] != 'USA', joined['zip_code'], '')
+
diff --git a/national/faa_pilots/faa-pilots-py/requirements.txt b/national/faa_pilots/faa-pilots-py/requirements.txt
new file mode 100644
index 00000000..bd6193b2
--- /dev/null
+++ b/national/faa_pilots/faa-pilots-py/requirements.txt
@@ -0,0 +1,89 @@
+anyio==3.6.2
+argon2-cffi==21.3.0
+argon2-cffi-bindings==21.2.0
+arrow==1.2.3
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