From 0795ab3439fb8a3c405b0971f1b48804c23b2981 Mon Sep 17 00:00:00 2001
From: natam1 <natalielamberg@gmail.com>
Date: Fri, 31 May 2024 18:51:42 +0000
Subject: [PATCH] continue moving fx to utils

---
 sb125_analyses/corridor_study/_utils.py       |   22 +
 .../data_downloads_skirball.ipynb             | 1426 ++++++++---------
 2 files changed, 662 insertions(+), 786 deletions(-)

diff --git a/sb125_analyses/corridor_study/_utils.py b/sb125_analyses/corridor_study/_utils.py
index 5d84d4ba4..d93da68a2 100644
--- a/sb125_analyses/corridor_study/_utils.py
+++ b/sb125_analyses/corridor_study/_utils.py
@@ -80,6 +80,28 @@ def get_unique_agencies(agency_list):
     
     return df
 
+def get_agencies_occurances(df):
+    
+    ##get list of columns that have agency names
+    columns_to_keep = list(df.columns.values)
+    
+    ## remove columns that are not agency names
+    unwanted_cols = {'transit_agency', 'unique_agencies', 'primary_mode', 'transit_submode', 'n', 'agency_count', 'n_modes_taken' }
+    columns_to_keep = [e for e in columns_to_keep if e not in unwanted_cols]
+    
+    df_agencies = df.loc[:, columns_to_keep]
+    
+    ## transpose the df again
+    df_agencies = pd.DataFrame(df_agencies).transpose().reset_index().rename(columns={'index':'agency'})
+    
+    ##sum up the number of trips by agency
+    df_agencies['n_trips'] = df_agencies[list(df_agencies.columns)].sum(axis=1)
+    
+    ## filter df to only have two cols
+    df_agencies = df_agencies>>select(_.agency, _.n_trips)
+    
+    return df_agencies
+
 """
 Streetlight Analysis Utils
 """
diff --git a/sb125_analyses/corridor_study/data_downloads_skirball.ipynb b/sb125_analyses/corridor_study/data_downloads_skirball.ipynb
index 91b7ce9b1..eff178baf 100644
--- a/sb125_analyses/corridor_study/data_downloads_skirball.ipynb
+++ b/sb125_analyses/corridor_study/data_downloads_skirball.ipynb
@@ -19,7 +19,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/tmp/ipykernel_515/2202862553.py:12: DeprecationWarning: Importing display from IPython.core.display is deprecated since IPython 7.14, please import from IPython display\n",
+      "/tmp/ipykernel_469/2202862553.py:12: DeprecationWarning: Importing display from IPython.core.display is deprecated since IPython 7.14, please import from IPython display\n",
       "  from IPython.core.display import display\n"
      ]
     }
@@ -108,7 +108,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/tmp/ipykernel_515/2643890524.py:1: DtypeWarning: Columns (18,19,20,25,26,28,29,30,31,33,36,38,39,40,41,42,43) have mixed types. Specify dtype option on import or set low_memory=False.\n",
+      "/tmp/ipykernel_469/2643890524.py:1: DtypeWarning: Columns (18,19,20,25,26,28,29,30,31,33,36,38,39,40,41,42,43) have mixed types. Specify dtype option on import or set low_memory=False.\n",
       "  r_trips = to_snakecase(pd.read_csv(f\"{GCS_PATH}{replica_trips}\"))\n"
      ]
     }
@@ -223,23 +223,23 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>423350</th>\n",
-       "      <td>5926084662673022461</td>\n",
-       "      <td>1 (Tract 2643.05, Los Angeles, CA)</td>\n",
-       "      <td>2643.05 (Los Angeles, CA)</td>\n",
+       "      <th>314707</th>\n",
+       "      <td>8505387565750628825</td>\n",
+       "      <td>1 (Tract 1349.07, Los Angeles, CA)</td>\n",
+       "      <td>1349.07 (Los Angeles, CA)</td>\n",
        "      <td>Los Angeles County, CA</td>\n",
        "      <td>California</td>\n",
-       "      <td>3 (Tract 9105.01, Los Angeles, CA)</td>\n",
-       "      <td>9105.01 (Los Angeles, CA)</td>\n",
+       "      <td>4 (Tract 6037.02, Los Angeles, CA)</td>\n",
+       "      <td>6037.02 (Los Angeles, CA)</td>\n",
        "      <td>Los Angeles County, CA</td>\n",
        "      <td>California</td>\n",
        "      <td>private_auto</td>\n",
-       "      <td>work</td>\n",
+       "      <td>social</td>\n",
        "      <td>home</td>\n",
-       "      <td>14:57:00</td>\n",
-       "      <td>16:25:56</td>\n",
-       "      <td>88</td>\n",
-       "      <td>57.2</td>\n",
+       "      <td>13:31:00</td>\n",
+       "      <td>14:24:59</td>\n",
+       "      <td>53</td>\n",
+       "      <td>31.2</td>\n",
        "      <td>unknown_vehicle_type</td>\n",
        "      <td>other_non_bev</td>\n",
        "      <td>NaN</td>\n",
@@ -247,253 +247,253 @@
        "      <td>NaN</td>\n",
        "      <td>mixed_use</td>\n",
        "      <td>multi_family</td>\n",
-       "      <td>civic_institutional</td>\n",
-       "      <td>civic_institutional</td>\n",
-       "      <td>9280162199592818201</td>\n",
-       "      <td>3819422246701548245</td>\n",
-       "      <td>59.0</td>\n",
+       "      <td>single_family</td>\n",
+       "      <td>single_family</td>\n",
+       "      <td>13590816709645713585</td>\n",
+       "      <td>15626229210687624776</td>\n",
+       "      <td>63.0</td>\n",
        "      <td>male</td>\n",
        "      <td>white_not_hispanic_or_latino</td>\n",
        "      <td>employed</td>\n",
        "      <td>in_person</td>\n",
-       "      <td>297058.0</td>\n",
+       "      <td>7224.0</td>\n",
        "      <td>private_auto</td>\n",
        "      <td>2.0</td>\n",
-       "      <td>380443.0</td>\n",
+       "      <td>23805.0</td>\n",
        "      <td>two</td>\n",
        "      <td>core</td>\n",
-       "      <td>naics62</td>\n",
+       "      <td>naics713940</td>\n",
        "      <td>multiple_units</td>\n",
        "      <td>not_attending_school</td>\n",
-       "      <td>bachelors_degree</td>\n",
-       "      <td>owner</td>\n",
-       "      <td>english</td>\n",
-       "      <td>1 (Tract 2643.05, Los Angeles, CA)</td>\n",
-       "      <td>2643.05 (Los Angeles, CA)</td>\n",
+       "      <td>some_college</td>\n",
+       "      <td>renter</td>\n",
+       "      <td>indo_european</td>\n",
+       "      <td>1 (Tract 1349.07, Los Angeles, CA)</td>\n",
+       "      <td>1349.07 (Los Angeles, CA)</td>\n",
        "      <td>Los Angeles County, CA</td>\n",
        "      <td>California</td>\n",
-       "      <td>3 (Tract 9105.01, Los Angeles, CA)</td>\n",
-       "      <td>9105.01 (Los Angeles, CA)</td>\n",
+       "      <td>3 (Tract 7004, Los Angeles, CA)</td>\n",
+       "      <td>7004 (Los Angeles, CA)</td>\n",
        "      <td>Los Angeles County, CA</td>\n",
        "      <td>California</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>245631</th>\n",
-       "      <td>12533923940243185590</td>\n",
-       "      <td>2 (Tract 6203.03, Los Angeles, CA)</td>\n",
-       "      <td>6203.03 (Los Angeles, CA)</td>\n",
+       "      <th>101372</th>\n",
+       "      <td>12431969978777812348</td>\n",
+       "      <td>1 (Tract 1174.08, Los Angeles, CA)</td>\n",
+       "      <td>1174.08 (Los Angeles, CA)</td>\n",
        "      <td>Los Angeles County, CA</td>\n",
        "      <td>California</td>\n",
-       "      <td>1 (Tract 29.14, Santa Barbara, CA)</td>\n",
-       "      <td>29.14 (Santa Barbara, CA)</td>\n",
-       "      <td>Santa Barbara County, CA</td>\n",
+       "      <td>3 (Tract 2735.02, Los Angeles, CA)</td>\n",
+       "      <td>2735.02 (Los Angeles, CA)</td>\n",
+       "      <td>Los Angeles County, CA</td>\n",
        "      <td>California</td>\n",
        "      <td>private_auto</td>\n",
-       "      <td>home</td>\n",
        "      <td>shop</td>\n",
-       "      <td>17:30:40</td>\n",
-       "      <td>19:53:16</td>\n",
-       "      <td>142</td>\n",
-       "      <td>110.3</td>\n",
+       "      <td>home</td>\n",
+       "      <td>17:16:00</td>\n",
+       "      <td>18:01:55</td>\n",
+       "      <td>45</td>\n",
+       "      <td>20.4</td>\n",
        "      <td>unknown_vehicle_type</td>\n",
        "      <td>other_non_bev</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>single_family</td>\n",
+       "      <td>single_family</td>\n",
        "      <td>retail</td>\n",
        "      <td>retail</td>\n",
-       "      <td>multi_family</td>\n",
-       "      <td>multi_family</td>\n",
-       "      <td>15212051208025649622</td>\n",
-       "      <td>13620258903763937995</td>\n",
-       "      <td>69.0</td>\n",
-       "      <td>male</td>\n",
-       "      <td>white_not_hispanic_or_latino</td>\n",
+       "      <td>3550536633128717092</td>\n",
+       "      <td>6516243422276820403</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>female</td>\n",
+       "      <td>asian_not_hispanic_or_latino</td>\n",
        "      <td>employed</td>\n",
        "      <td>in_person</td>\n",
-       "      <td>46394.0</td>\n",
+       "      <td>27836.0</td>\n",
        "      <td>private_auto</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>46394.0</td>\n",
-       "      <td>one</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>110187.0</td>\n",
+       "      <td>two</td>\n",
        "      <td>core</td>\n",
-       "      <td>naics515210</td>\n",
-       "      <td>multiple_units</td>\n",
-       "      <td>not_attending_school</td>\n",
+       "      <td>naics621111</td>\n",
+       "      <td>single_family</td>\n",
+       "      <td>graduate</td>\n",
        "      <td>bachelors_degree</td>\n",
-       "      <td>renter</td>\n",
-       "      <td>english</td>\n",
-       "      <td>1 (Tract 29.14, Santa Barbara, CA)</td>\n",
-       "      <td>29.14 (Santa Barbara, CA)</td>\n",
-       "      <td>Santa Barbara County, CA</td>\n",
+       "      <td>owner</td>\n",
+       "      <td>other</td>\n",
+       "      <td>1 (Tract 1174.08, Los Angeles, CA)</td>\n",
+       "      <td>1174.08 (Los Angeles, CA)</td>\n",
+       "      <td>Los Angeles County, CA</td>\n",
        "      <td>California</td>\n",
-       "      <td>1 (Tract 6204, Los Angeles, CA)</td>\n",
-       "      <td>6204 (Los Angeles, CA)</td>\n",
+       "      <td>3 (Tract 5435.03, Los Angeles, CA)</td>\n",
+       "      <td>5435.03 (Los Angeles, CA)</td>\n",
        "      <td>Los Angeles County, CA</td>\n",
        "      <td>California</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>258108</th>\n",
-       "      <td>15822036852902980413</td>\n",
-       "      <td>1 (Tract 2643.06, Los Angeles, CA)</td>\n",
-       "      <td>2643.06 (Los Angeles, CA)</td>\n",
+       "      <th>237178</th>\n",
+       "      <td>1520438980495662157</td>\n",
+       "      <td>4 (Tract 1175.30, Los Angeles, CA)</td>\n",
+       "      <td>1175.30 (Los Angeles, CA)</td>\n",
        "      <td>Los Angeles County, CA</td>\n",
        "      <td>California</td>\n",
-       "      <td>1 (Tract 1043.21, Los Angeles, CA)</td>\n",
-       "      <td>1043.21 (Los Angeles, CA)</td>\n",
+       "      <td>1 (Tract 9800.28, Los Angeles, CA)</td>\n",
+       "      <td>9800.28 (Los Angeles, CA)</td>\n",
        "      <td>Los Angeles County, CA</td>\n",
        "      <td>California</td>\n",
        "      <td>private_auto</td>\n",
-       "      <td>home</td>\n",
        "      <td>work</td>\n",
-       "      <td>14:52:00</td>\n",
-       "      <td>15:40:55</td>\n",
-       "      <td>48</td>\n",
-       "      <td>19.9</td>\n",
+       "      <td>home</td>\n",
+       "      <td>07:19:00</td>\n",
+       "      <td>08:13:36</td>\n",
+       "      <td>54</td>\n",
+       "      <td>23.1</td>\n",
        "      <td>unknown_vehicle_type</td>\n",
        "      <td>other_non_bev</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>retail</td>\n",
-       "      <td>retail</td>\n",
        "      <td>multi_family</td>\n",
        "      <td>multi_family</td>\n",
-       "      <td>18024054114643477512</td>\n",
-       "      <td>4390175249257531498</td>\n",
-       "      <td>32.0</td>\n",
+       "      <td>industrial</td>\n",
+       "      <td>industrial</td>\n",
+       "      <td>8591229506040203519</td>\n",
+       "      <td>16428891936194534442</td>\n",
+       "      <td>24.0</td>\n",
        "      <td>male</td>\n",
        "      <td>hispanic_or_latino_origin</td>\n",
        "      <td>employed</td>\n",
        "      <td>in_person</td>\n",
-       "      <td>12507.0</td>\n",
+       "      <td>40595.0</td>\n",
        "      <td>private_auto</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>56284.0</td>\n",
-       "      <td>two</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>102068.0</td>\n",
+       "      <td>three_plus</td>\n",
        "      <td>core</td>\n",
-       "      <td>naics23</td>\n",
+       "      <td>naics44_45</td>\n",
        "      <td>multiple_units</td>\n",
        "      <td>not_attending_school</td>\n",
-       "      <td>k_12</td>\n",
+       "      <td>some_college</td>\n",
        "      <td>renter</td>\n",
        "      <td>spanish</td>\n",
-       "      <td>1 (Tract 1043.21, Los Angeles, CA)</td>\n",
-       "      <td>1043.21 (Los Angeles, CA)</td>\n",
+       "      <td>4 (Tract 1175.30, Los Angeles, CA)</td>\n",
+       "      <td>1175.30 (Los Angeles, CA)</td>\n",
        "      <td>Los Angeles County, CA</td>\n",
        "      <td>California</td>\n",
-       "      <td>1 (Tract 2643.06, Los Angeles, CA)</td>\n",
-       "      <td>2643.06 (Los Angeles, CA)</td>\n",
+       "      <td>1 (Tract 9800.28, Los Angeles, CA)</td>\n",
+       "      <td>9800.28 (Los Angeles, CA)</td>\n",
        "      <td>Los Angeles County, CA</td>\n",
        "      <td>California</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>146285</th>\n",
-       "      <td>14712612269617851560</td>\n",
-       "      <td>1 (Tract 1112.01, Los Angeles, CA)</td>\n",
-       "      <td>1112.01 (Los Angeles, CA)</td>\n",
+       "      <th>31761</th>\n",
+       "      <td>11036673894851484580</td>\n",
+       "      <td>1 (Tract 6506.06, Los Angeles, CA)</td>\n",
+       "      <td>6506.06 (Los Angeles, CA)</td>\n",
        "      <td>Los Angeles County, CA</td>\n",
        "      <td>California</td>\n",
-       "      <td>1 (Tract 2653.01, Los Angeles, CA)</td>\n",
-       "      <td>2653.01 (Los Angeles, CA)</td>\n",
-       "      <td>Los Angeles County, CA</td>\n",
+       "      <td>2 (Tract 56, Kern, CA)</td>\n",
+       "      <td>56 (Kern, CA)</td>\n",
+       "      <td>Kern County, CA</td>\n",
        "      <td>California</td>\n",
        "      <td>private_auto</td>\n",
-       "      <td>school</td>\n",
-       "      <td>eat</td>\n",
-       "      <td>07:59:00</td>\n",
-       "      <td>08:49:01</td>\n",
-       "      <td>50</td>\n",
-       "      <td>17.9</td>\n",
+       "      <td>work</td>\n",
+       "      <td>social</td>\n",
+       "      <td>07:00:00</td>\n",
+       "      <td>09:53:47</td>\n",
+       "      <td>173</td>\n",
+       "      <td>142.9</td>\n",
        "      <td>unknown_vehicle_type</td>\n",
        "      <td>other_non_bev</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>multi_family</td>\n",
+       "      <td>multi_family</td>\n",
        "      <td>retail</td>\n",
        "      <td>retail</td>\n",
-       "      <td>education</td>\n",
-       "      <td>education</td>\n",
-       "      <td>6730005140840342218</td>\n",
-       "      <td>8465342313702012328</td>\n",
-       "      <td>20.0</td>\n",
-       "      <td>male</td>\n",
-       "      <td>hispanic_or_latino_origin</td>\n",
-       "      <td>not_in_labor_force</td>\n",
-       "      <td>unemployed_under_16_not_in_labor_force</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>other_travel_mode</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>5211.0</td>\n",
-       "      <td>two</td>\n",
+       "      <td>673878670446905249</td>\n",
+       "      <td>1964084087473365831</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>female</td>\n",
+       "      <td>asian_not_hispanic_or_latino</td>\n",
+       "      <td>employed</td>\n",
+       "      <td>in_person</td>\n",
+       "      <td>23942.0</td>\n",
+       "      <td>private_auto</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>80947.0</td>\n",
+       "      <td>one</td>\n",
        "      <td>core</td>\n",
-       "      <td>not_working</td>\n",
+       "      <td>naics23</td>\n",
        "      <td>multiple_units</td>\n",
-       "      <td>undergraduate</td>\n",
-       "      <td>some_college</td>\n",
+       "      <td>not_attending_school</td>\n",
+       "      <td>bachelors_degree</td>\n",
        "      <td>renter</td>\n",
-       "      <td>spanish</td>\n",
-       "      <td>1 (Tract 2653.04, Los Angeles, CA)</td>\n",
-       "      <td>2653.04 (Los Angeles, CA)</td>\n",
+       "      <td>asian_pacific</td>\n",
+       "      <td>1 (Tract 6506.06, Los Angeles, CA)</td>\n",
+       "      <td>6506.06 (Los Angeles, CA)</td>\n",
        "      <td>Los Angeles County, CA</td>\n",
        "      <td>California</td>\n",
-       "      <td>1 (Tract 2653.01, Los Angeles, CA)</td>\n",
-       "      <td>2653.01 (Los Angeles, CA)</td>\n",
-       "      <td>Los Angeles County, CA</td>\n",
+       "      <td>2 (Tract 56, Kern, CA)</td>\n",
+       "      <td>56 (Kern, CA)</td>\n",
+       "      <td>Kern County, CA</td>\n",
        "      <td>California</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>58235</th>\n",
-       "      <td>16619945285298383268</td>\n",
-       "      <td>1 (Tract 5436.07, Los Angeles, CA)</td>\n",
-       "      <td>5436.07 (Los Angeles, CA)</td>\n",
+       "      <th>193932</th>\n",
+       "      <td>7236618342537072261</td>\n",
+       "      <td>1 (Tract 2733, Los Angeles, CA)</td>\n",
+       "      <td>2733 (Los Angeles, CA)</td>\n",
        "      <td>Los Angeles County, CA</td>\n",
        "      <td>California</td>\n",
-       "      <td>1 (Tract 1321.02, Los Angeles, CA)</td>\n",
-       "      <td>1321.02 (Los Angeles, CA)</td>\n",
+       "      <td>1 (Tract 9800.08, Los Angeles, CA)</td>\n",
+       "      <td>9800.08 (Los Angeles, CA)</td>\n",
        "      <td>Los Angeles County, CA</td>\n",
        "      <td>California</td>\n",
-       "      <td>private_auto</td>\n",
+       "      <td>auto_passenger</td>\n",
        "      <td>work</td>\n",
-       "      <td>home</td>\n",
-       "      <td>12:39:00</td>\n",
-       "      <td>13:28:17</td>\n",
-       "      <td>49</td>\n",
-       "      <td>34.9</td>\n",
+       "      <td>eat</td>\n",
+       "      <td>09:19:07</td>\n",
+       "      <td>09:46:59</td>\n",
+       "      <td>27</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>unknown_vehicle_type</td>\n",
-       "      <td>other_non_bev</td>\n",
+       "      <td>unknown_fuel_type</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>single_family</td>\n",
-       "      <td>single_family</td>\n",
        "      <td>retail</td>\n",
        "      <td>retail</td>\n",
-       "      <td>14684325219070757087</td>\n",
-       "      <td>7566196984556086662</td>\n",
-       "      <td>64.0</td>\n",
-       "      <td>male</td>\n",
+       "      <td>mixed_use</td>\n",
+       "      <td>office</td>\n",
+       "      <td>2321481644760744007</td>\n",
+       "      <td>11390460785703966067</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>female</td>\n",
        "      <td>asian_not_hispanic_or_latino</td>\n",
        "      <td>employed</td>\n",
        "      <td>in_person</td>\n",
-       "      <td>83858.0</td>\n",
-       "      <td>private_auto</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>83858.0</td>\n",
-       "      <td>one</td>\n",
+       "      <td>27831.0</td>\n",
+       "      <td>public_transit</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>256361.0</td>\n",
+       "      <td>three_plus</td>\n",
        "      <td>core</td>\n",
-       "      <td>naics44_45</td>\n",
-       "      <td>several_units</td>\n",
+       "      <td>naics621493</td>\n",
+       "      <td>single_family</td>\n",
        "      <td>not_attending_school</td>\n",
-       "      <td>some_college</td>\n",
+       "      <td>bachelors_degree</td>\n",
        "      <td>owner</td>\n",
        "      <td>asian_pacific</td>\n",
-       "      <td>1 (Tract 5436.07, Los Angeles, CA)</td>\n",
-       "      <td>5436.07 (Los Angeles, CA)</td>\n",
+       "      <td>2 (Tract 1958.03, Los Angeles, CA)</td>\n",
+       "      <td>1958.03 (Los Angeles, CA)</td>\n",
        "      <td>Los Angeles County, CA</td>\n",
        "      <td>California</td>\n",
-       "      <td>1 (Tract 1321.02, Los Angeles, CA)</td>\n",
-       "      <td>1321.02 (Los Angeles, CA)</td>\n",
+       "      <td>1 (Tract 9800.08, Los Angeles, CA)</td>\n",
+       "      <td>9800.08 (Los Angeles, CA)</td>\n",
        "      <td>Los Angeles County, CA</td>\n",
        "      <td>California</td>\n",
        "    </tr>\n",
@@ -503,151 +503,151 @@
       ],
       "text/plain": [
        "                 activity_id                    origin_bgrp_2020  \\\n",
-       "423350   5926084662673022461  1 (Tract 2643.05, Los Angeles, CA)   \n",
-       "245631  12533923940243185590  2 (Tract 6203.03, Los Angeles, CA)   \n",
-       "258108  15822036852902980413  1 (Tract 2643.06, Los Angeles, CA)   \n",
-       "146285  14712612269617851560  1 (Tract 1112.01, Los Angeles, CA)   \n",
-       "58235   16619945285298383268  1 (Tract 5436.07, Los Angeles, CA)   \n",
+       "314707   8505387565750628825  1 (Tract 1349.07, Los Angeles, CA)   \n",
+       "101372  12431969978777812348  1 (Tract 1174.08, Los Angeles, CA)   \n",
+       "237178   1520438980495662157  4 (Tract 1175.30, Los Angeles, CA)   \n",
+       "31761   11036673894851484580  1 (Tract 6506.06, Los Angeles, CA)   \n",
+       "193932   7236618342537072261     1 (Tract 2733, Los Angeles, CA)   \n",
        "\n",
        "                 origin_trct_2020         origin_cty_2020 origin_st_2020  \\\n",
-       "423350  2643.05 (Los Angeles, CA)  Los Angeles County, CA     California   \n",
-       "245631  6203.03 (Los Angeles, CA)  Los Angeles County, CA     California   \n",
-       "258108  2643.06 (Los Angeles, CA)  Los Angeles County, CA     California   \n",
-       "146285  1112.01 (Los Angeles, CA)  Los Angeles County, CA     California   \n",
-       "58235   5436.07 (Los Angeles, CA)  Los Angeles County, CA     California   \n",
+       "314707  1349.07 (Los Angeles, CA)  Los Angeles County, CA     California   \n",
+       "101372  1174.08 (Los Angeles, CA)  Los Angeles County, CA     California   \n",
+       "237178  1175.30 (Los Angeles, CA)  Los Angeles County, CA     California   \n",
+       "31761   6506.06 (Los Angeles, CA)  Los Angeles County, CA     California   \n",
+       "193932     2733 (Los Angeles, CA)  Los Angeles County, CA     California   \n",
        "\n",
        "                     destination_bgrp_2020      destination_trct_2020  \\\n",
-       "423350  3 (Tract 9105.01, Los Angeles, CA)  9105.01 (Los Angeles, CA)   \n",
-       "245631  1 (Tract 29.14, Santa Barbara, CA)  29.14 (Santa Barbara, CA)   \n",
-       "258108  1 (Tract 1043.21, Los Angeles, CA)  1043.21 (Los Angeles, CA)   \n",
-       "146285  1 (Tract 2653.01, Los Angeles, CA)  2653.01 (Los Angeles, CA)   \n",
-       "58235   1 (Tract 1321.02, Los Angeles, CA)  1321.02 (Los Angeles, CA)   \n",
-       "\n",
-       "            destination_cty_2020 destination_st_2020  primary_mode  \\\n",
-       "423350    Los Angeles County, CA          California  private_auto   \n",
-       "245631  Santa Barbara County, CA          California  private_auto   \n",
-       "258108    Los Angeles County, CA          California  private_auto   \n",
-       "146285    Los Angeles County, CA          California  private_auto   \n",
-       "58235     Los Angeles County, CA          California  private_auto   \n",
+       "314707  4 (Tract 6037.02, Los Angeles, CA)  6037.02 (Los Angeles, CA)   \n",
+       "101372  3 (Tract 2735.02, Los Angeles, CA)  2735.02 (Los Angeles, CA)   \n",
+       "237178  1 (Tract 9800.28, Los Angeles, CA)  9800.28 (Los Angeles, CA)   \n",
+       "31761               2 (Tract 56, Kern, CA)              56 (Kern, CA)   \n",
+       "193932  1 (Tract 9800.08, Los Angeles, CA)  9800.08 (Los Angeles, CA)   \n",
+       "\n",
+       "          destination_cty_2020 destination_st_2020    primary_mode  \\\n",
+       "314707  Los Angeles County, CA          California    private_auto   \n",
+       "101372  Los Angeles County, CA          California    private_auto   \n",
+       "237178  Los Angeles County, CA          California    private_auto   \n",
+       "31761          Kern County, CA          California    private_auto   \n",
+       "193932  Los Angeles County, CA          California  auto_passenger   \n",
        "\n",
        "       trip_purpose previous_trip_purpose trip_start_time trip_end_time  \\\n",
-       "423350         work                  home        14:57:00      16:25:56   \n",
-       "245631         home                  shop        17:30:40      19:53:16   \n",
-       "258108         home                  work        14:52:00      15:40:55   \n",
-       "146285       school                   eat        07:59:00      08:49:01   \n",
-       "58235          work                  home        12:39:00      13:28:17   \n",
+       "314707       social                  home        13:31:00      14:24:59   \n",
+       "101372         shop                  home        17:16:00      18:01:55   \n",
+       "237178         work                  home        07:19:00      08:13:36   \n",
+       "31761          work                social        07:00:00      09:53:47   \n",
+       "193932         work                   eat        09:19:07      09:46:59   \n",
        "\n",
        "        trip_duration_minutes  trip_distance_miles          vehicle_type  \\\n",
-       "423350                     88                 57.2  unknown_vehicle_type   \n",
-       "245631                    142                110.3  unknown_vehicle_type   \n",
-       "258108                     48                 19.9  unknown_vehicle_type   \n",
-       "146285                     50                 17.9  unknown_vehicle_type   \n",
-       "58235                      49                 34.9  unknown_vehicle_type   \n",
-       "\n",
-       "       vehicle_fuel_type transit_submode transit_agency transit_route  \\\n",
-       "423350     other_non_bev             NaN            NaN           NaN   \n",
-       "245631     other_non_bev             NaN            NaN           NaN   \n",
-       "258108     other_non_bev             NaN            NaN           NaN   \n",
-       "146285     other_non_bev             NaN            NaN           NaN   \n",
-       "58235      other_non_bev             NaN            NaN           NaN   \n",
+       "314707                     53                 31.2  unknown_vehicle_type   \n",
+       "101372                     45                 20.4  unknown_vehicle_type   \n",
+       "237178                     54                 23.1  unknown_vehicle_type   \n",
+       "31761                     173                142.9  unknown_vehicle_type   \n",
+       "193932                     27                 20.0  unknown_vehicle_type   \n",
+       "\n",
+       "        vehicle_fuel_type transit_submode transit_agency transit_route  \\\n",
+       "314707      other_non_bev             NaN            NaN           NaN   \n",
+       "101372      other_non_bev             NaN            NaN           NaN   \n",
+       "237178      other_non_bev             NaN            NaN           NaN   \n",
+       "31761       other_non_bev             NaN            NaN           NaN   \n",
+       "193932  unknown_fuel_type             NaN            NaN           NaN   \n",
        "\n",
        "       origin_land_use origin_building_use destination_land_use  \\\n",
-       "423350       mixed_use        multi_family  civic_institutional   \n",
-       "245631          retail              retail         multi_family   \n",
-       "258108          retail              retail         multi_family   \n",
-       "146285          retail              retail            education   \n",
-       "58235    single_family       single_family               retail   \n",
+       "314707       mixed_use        multi_family        single_family   \n",
+       "101372   single_family       single_family               retail   \n",
+       "237178    multi_family        multi_family           industrial   \n",
+       "31761     multi_family        multi_family               retail   \n",
+       "193932          retail              retail            mixed_use   \n",
        "\n",
        "       destination_building_use  trip_taker_person_id trip_taker_household_id  \\\n",
-       "423350      civic_institutional   9280162199592818201     3819422246701548245   \n",
-       "245631             multi_family  15212051208025649622    13620258903763937995   \n",
-       "258108             multi_family  18024054114643477512     4390175249257531498   \n",
-       "146285                education   6730005140840342218     8465342313702012328   \n",
-       "58235                    retail  14684325219070757087     7566196984556086662   \n",
+       "314707            single_family  13590816709645713585    15626229210687624776   \n",
+       "101372                   retail   3550536633128717092     6516243422276820403   \n",
+       "237178               industrial   8591229506040203519    16428891936194534442   \n",
+       "31761                    retail    673878670446905249     1964084087473365831   \n",
+       "193932                   office   2321481644760744007    11390460785703966067   \n",
        "\n",
        "        trip_taker_age trip_taker_sex     trip_taker_race_ethnicity  \\\n",
-       "423350            59.0           male  white_not_hispanic_or_latino   \n",
-       "245631            69.0           male  white_not_hispanic_or_latino   \n",
-       "258108            32.0           male     hispanic_or_latino_origin   \n",
-       "146285            20.0           male     hispanic_or_latino_origin   \n",
-       "58235             64.0           male  asian_not_hispanic_or_latino   \n",
-       "\n",
-       "       trip_taker_employment_status                          trip_taker_wfh  \\\n",
-       "423350                     employed                               in_person   \n",
-       "245631                     employed                               in_person   \n",
-       "258108                     employed                               in_person   \n",
-       "146285           not_in_labor_force  unemployed_under_16_not_in_labor_force   \n",
-       "58235                      employed                               in_person   \n",
+       "314707            63.0           male  white_not_hispanic_or_latino   \n",
+       "101372            62.0         female  asian_not_hispanic_or_latino   \n",
+       "237178            24.0           male     hispanic_or_latino_origin   \n",
+       "31761             42.0         female  asian_not_hispanic_or_latino   \n",
+       "193932            24.0         female  asian_not_hispanic_or_latino   \n",
+       "\n",
+       "       trip_taker_employment_status trip_taker_wfh  \\\n",
+       "314707                     employed      in_person   \n",
+       "101372                     employed      in_person   \n",
+       "237178                     employed      in_person   \n",
+       "31761                      employed      in_person   \n",
+       "193932                     employed      in_person   \n",
        "\n",
        "        trip_taker_individual_income trip_taker_commute_mode  \\\n",
-       "423350                      297058.0            private_auto   \n",
-       "245631                       46394.0            private_auto   \n",
-       "258108                       12507.0            private_auto   \n",
-       "146285                           0.0       other_travel_mode   \n",
-       "58235                        83858.0            private_auto   \n",
+       "314707                        7224.0            private_auto   \n",
+       "101372                       27836.0            private_auto   \n",
+       "237178                       40595.0            private_auto   \n",
+       "31761                        23942.0            private_auto   \n",
+       "193932                       27831.0          public_transit   \n",
        "\n",
        "        trip_taker_household_size  trip_taker_household_income  \\\n",
-       "423350                        2.0                     380443.0   \n",
-       "245631                        1.0                      46394.0   \n",
-       "258108                        2.0                      56284.0   \n",
-       "146285                        3.0                       5211.0   \n",
-       "58235                         1.0                      83858.0   \n",
+       "314707                        2.0                      23805.0   \n",
+       "101372                        4.0                     110187.0   \n",
+       "237178                        4.0                     102068.0   \n",
+       "31761                         2.0                      80947.0   \n",
+       "193932                        9.0                     256361.0   \n",
        "\n",
        "       trip_taker_available_vehicles trip_taker_resident_type  \\\n",
-       "423350                           two                     core   \n",
-       "245631                           one                     core   \n",
-       "258108                           two                     core   \n",
-       "146285                           two                     core   \n",
-       "58235                            one                     core   \n",
+       "314707                           two                     core   \n",
+       "101372                           two                     core   \n",
+       "237178                    three_plus                     core   \n",
+       "31761                            one                     core   \n",
+       "193932                    three_plus                     core   \n",
        "\n",
        "       trip_taker_industry trip_taker_building_type  \\\n",
-       "423350             naics62           multiple_units   \n",
-       "245631         naics515210           multiple_units   \n",
-       "258108             naics23           multiple_units   \n",
-       "146285         not_working           multiple_units   \n",
-       "58235           naics44_45            several_units   \n",
+       "314707         naics713940           multiple_units   \n",
+       "101372         naics621111            single_family   \n",
+       "237178          naics44_45           multiple_units   \n",
+       "31761              naics23           multiple_units   \n",
+       "193932         naics621493            single_family   \n",
        "\n",
        "       trip_taker_school_grade_attending trip_taker_education  \\\n",
-       "423350              not_attending_school     bachelors_degree   \n",
-       "245631              not_attending_school     bachelors_degree   \n",
-       "258108              not_attending_school                 k_12   \n",
-       "146285                     undergraduate         some_college   \n",
-       "58235               not_attending_school         some_college   \n",
+       "314707              not_attending_school         some_college   \n",
+       "101372                          graduate     bachelors_degree   \n",
+       "237178              not_attending_school         some_college   \n",
+       "31761               not_attending_school     bachelors_degree   \n",
+       "193932              not_attending_school     bachelors_degree   \n",
        "\n",
        "       trip_taker_tenure trip_taker_language  \\\n",
-       "423350             owner             english   \n",
-       "245631            renter             english   \n",
-       "258108            renter             spanish   \n",
-       "146285            renter             spanish   \n",
-       "58235              owner       asian_pacific   \n",
+       "314707            renter       indo_european   \n",
+       "101372             owner               other   \n",
+       "237178            renter             spanish   \n",
+       "31761             renter       asian_pacific   \n",
+       "193932             owner       asian_pacific   \n",
        "\n",
        "                 trip_taker_home_bgrp_2020  trip_taker_home_trct_2020  \\\n",
-       "423350  1 (Tract 2643.05, Los Angeles, CA)  2643.05 (Los Angeles, CA)   \n",
-       "245631  1 (Tract 29.14, Santa Barbara, CA)  29.14 (Santa Barbara, CA)   \n",
-       "258108  1 (Tract 1043.21, Los Angeles, CA)  1043.21 (Los Angeles, CA)   \n",
-       "146285  1 (Tract 2653.04, Los Angeles, CA)  2653.04 (Los Angeles, CA)   \n",
-       "58235   1 (Tract 5436.07, Los Angeles, CA)  5436.07 (Los Angeles, CA)   \n",
-       "\n",
-       "        trip_taker_home_cty_2020 trip_taker_home_st_2020  \\\n",
-       "423350    Los Angeles County, CA              California   \n",
-       "245631  Santa Barbara County, CA              California   \n",
-       "258108    Los Angeles County, CA              California   \n",
-       "146285    Los Angeles County, CA              California   \n",
-       "58235     Los Angeles County, CA              California   \n",
+       "314707  1 (Tract 1349.07, Los Angeles, CA)  1349.07 (Los Angeles, CA)   \n",
+       "101372  1 (Tract 1174.08, Los Angeles, CA)  1174.08 (Los Angeles, CA)   \n",
+       "237178  4 (Tract 1175.30, Los Angeles, CA)  1175.30 (Los Angeles, CA)   \n",
+       "31761   1 (Tract 6506.06, Los Angeles, CA)  6506.06 (Los Angeles, CA)   \n",
+       "193932  2 (Tract 1958.03, Los Angeles, CA)  1958.03 (Los Angeles, CA)   \n",
+       "\n",
+       "       trip_taker_home_cty_2020 trip_taker_home_st_2020  \\\n",
+       "314707   Los Angeles County, CA              California   \n",
+       "101372   Los Angeles County, CA              California   \n",
+       "237178   Los Angeles County, CA              California   \n",
+       "31761    Los Angeles County, CA              California   \n",
+       "193932   Los Angeles County, CA              California   \n",
        "\n",
        "                 trip_taker_work_bgrp_2020  trip_taker_work_trct_2020  \\\n",
-       "423350  3 (Tract 9105.01, Los Angeles, CA)  9105.01 (Los Angeles, CA)   \n",
-       "245631     1 (Tract 6204, Los Angeles, CA)     6204 (Los Angeles, CA)   \n",
-       "258108  1 (Tract 2643.06, Los Angeles, CA)  2643.06 (Los Angeles, CA)   \n",
-       "146285  1 (Tract 2653.01, Los Angeles, CA)  2653.01 (Los Angeles, CA)   \n",
-       "58235   1 (Tract 1321.02, Los Angeles, CA)  1321.02 (Los Angeles, CA)   \n",
+       "314707     3 (Tract 7004, Los Angeles, CA)     7004 (Los Angeles, CA)   \n",
+       "101372  3 (Tract 5435.03, Los Angeles, CA)  5435.03 (Los Angeles, CA)   \n",
+       "237178  1 (Tract 9800.28, Los Angeles, CA)  9800.28 (Los Angeles, CA)   \n",
+       "31761               2 (Tract 56, Kern, CA)              56 (Kern, CA)   \n",
+       "193932  1 (Tract 9800.08, Los Angeles, CA)  9800.08 (Los Angeles, CA)   \n",
        "\n",
        "       trip_taker_work_cty_2020 trip_taker_work_st_2020  \n",
-       "423350   Los Angeles County, CA              California  \n",
-       "245631   Los Angeles County, CA              California  \n",
-       "258108   Los Angeles County, CA              California  \n",
-       "146285   Los Angeles County, CA              California  \n",
-       "58235    Los Angeles County, CA              California  "
+       "314707   Los Angeles County, CA              California  \n",
+       "101372   Los Angeles County, CA              California  \n",
+       "237178   Los Angeles County, CA              California  \n",
+       "31761           Kern County, CA              California  \n",
+       "193932   Los Angeles County, CA              California  "
       ]
      },
      "execution_count": 8,
@@ -788,23 +788,23 @@
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+       "  #altair-viz-74044e48eac247a28cc75c432b635cf6.vega-embed details,\n",
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        "  }\n",
        "</style>\n",
-       "<div id=\"altair-viz-1808a5fa7a21443a9eb83693e1a426bf\"></div>\n",
+       "<div id=\"altair-viz-74044e48eac247a28cc75c432b635cf6\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
        "  (function(spec, embedOpt){\n",
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-       "    if (outputDiv.id !== \"altair-viz-1808a5fa7a21443a9eb83693e1a426bf\") {\n",
-       "      outputDiv = document.getElementById(\"altair-viz-1808a5fa7a21443a9eb83693e1a426bf\");\n",
+       "    if (outputDiv.id !== \"altair-viz-74044e48eac247a28cc75c432b635cf6\") {\n",
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@@ -889,23 +889,23 @@
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        "\n",
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-       "  #altair-viz-7169bf2241b94ecd8983798ed54fbd3e.vega-embed {\n",
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        "</style>\n",
-       "<div id=\"altair-viz-7169bf2241b94ecd8983798ed54fbd3e\"></div>\n",
+       "<div id=\"altair-viz-72807181689b4639af5e22bb84b4cb35\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
        "  (function(spec, embedOpt){\n",
        "    let outputDiv = document.currentScript.previousElementSibling;\n",
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        "      \"vega\": \"https://cdn.jsdelivr.net/npm/vega@5?noext\",\n",
@@ -1219,23 +1219,23 @@
       "text/html": [
        "\n",
        "<style>\n",
-       "  #altair-viz-515ba9b215cc4d1dbdf4ff8247b64127.vega-embed {\n",
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        "    width: 100%;\n",
        "    display: flex;\n",
        "  }\n",
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        "  }\n",
        "</style>\n",
-       "<div id=\"altair-viz-515ba9b215cc4d1dbdf4ff8247b64127\"></div>\n",
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        "<script type=\"text/javascript\">\n",
        "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
        "  (function(spec, embedOpt){\n",
        "    let outputDiv = document.currentScript.previousElementSibling;\n",
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        "      \"vega\": \"https://cdn.jsdelivr.net/npm/vega@5?noext\",\n",
@@ -1524,57 +1524,57 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>9840</th>\n",
-       "      <td>6173213345915674679</td>\n",
-       "      <td>1 (Tract 2623.02, Los Angeles, CA)</td>\n",
-       "      <td>2623.02 (Los Angeles, CA)</td>\n",
+       "      <th>331444</th>\n",
+       "      <td>6855529122147408513</td>\n",
+       "      <td>1 (Tract 2327.01, Los Angeles, CA)</td>\n",
+       "      <td>2327.01 (Los Angeles, CA)</td>\n",
        "      <td>Los Angeles County, CA</td>\n",
        "      <td>California</td>\n",
-       "      <td>4 (Tract 1397.01, Los Angeles, CA)</td>\n",
-       "      <td>1397.01 (Los Angeles, CA)</td>\n",
+       "      <td>1 (Tract 1286.01, Los Angeles, CA)</td>\n",
+       "      <td>1286.01 (Los Angeles, CA)</td>\n",
        "      <td>Los Angeles County, CA</td>\n",
        "      <td>California</td>\n",
        "      <td>public_transit</td>\n",
-       "      <td>maintenance</td>\n",
+       "      <td>home</td>\n",
        "      <td>work</td>\n",
-       "      <td>14:40:00</td>\n",
-       "      <td>15:33:59</td>\n",
-       "      <td>53</td>\n",
-       "      <td>8.4</td>\n",
+       "      <td>16:00:00</td>\n",
+       "      <td>18:12:57</td>\n",
+       "      <td>132</td>\n",
+       "      <td>24.3</td>\n",
        "      <td>unknown_vehicle_type</td>\n",
        "      <td>unknown_fuel_type</td>\n",
-       "      <td>bus, bus</td>\n",
-       "      <td>Metro - Los Angeles, Metro - Los Angeles</td>\n",
-       "      <td>Metro Rapid Line, Metro Local Line</td>\n",
-       "      <td>retail</td>\n",
-       "      <td>retail</td>\n",
-       "      <td>office</td>\n",
-       "      <td>office</td>\n",
-       "      <td>12494188278555547507</td>\n",
-       "      <td>17394890304514850059</td>\n",
-       "      <td>43.0</td>\n",
+       "      <td>bus, light_rail, bus</td>\n",
+       "      <td>Metro - Los Angeles, Metro - Los Angeles, Metro - Los Angeles</td>\n",
+       "      <td>Metro Local Line, Metro E-Line, Metro Rapid Line</td>\n",
+       "      <td>civic_institutional</td>\n",
+       "      <td>civic_institutional</td>\n",
+       "      <td>single_family</td>\n",
+       "      <td>single_family</td>\n",
+       "      <td>6620640710695100638</td>\n",
+       "      <td>14743263179333375648</td>\n",
+       "      <td>62.0</td>\n",
        "      <td>male</td>\n",
        "      <td>white_not_hispanic_or_latino</td>\n",
        "      <td>employed</td>\n",
        "      <td>in_person</td>\n",
-       "      <td>106593.0</td>\n",
-       "      <td>private_auto</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>775763.0</td>\n",
-       "      <td>zero</td>\n",
+       "      <td>24516.0</td>\n",
+       "      <td>public_transit</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>49625.0</td>\n",
+       "      <td>two</td>\n",
        "      <td>core</td>\n",
-       "      <td>naics71</td>\n",
+       "      <td>naics62</td>\n",
        "      <td>single_family</td>\n",
        "      <td>not_attending_school</td>\n",
        "      <td>advanced_degree</td>\n",
-       "      <td>renter</td>\n",
+       "      <td>owner</td>\n",
        "      <td>indo_european</td>\n",
-       "      <td>2 (Tract 2754, Los Angeles, CA)</td>\n",
-       "      <td>2754 (Los Angeles, CA)</td>\n",
+       "      <td>1 (Tract 1286.01, Los Angeles, CA)</td>\n",
+       "      <td>1286.01 (Los Angeles, CA)</td>\n",
        "      <td>Los Angeles County, CA</td>\n",
        "      <td>California</td>\n",
-       "      <td>1 (Tract 2623.02, Los Angeles, CA)</td>\n",
-       "      <td>2623.02 (Los Angeles, CA)</td>\n",
+       "      <td>1 (Tract 2327.01, Los Angeles, CA)</td>\n",
+       "      <td>2327.01 (Los Angeles, CA)</td>\n",
        "      <td>Los Angeles County, CA</td>\n",
        "      <td>California</td>\n",
        "    </tr>\n",
@@ -1583,71 +1583,74 @@
        "</div>"
       ],
       "text/plain": [
-       "              activity_id                    origin_bgrp_2020  \\\n",
-       "9840  6173213345915674679  1 (Tract 2623.02, Los Angeles, CA)   \n",
+       "                activity_id                    origin_bgrp_2020  \\\n",
+       "331444  6855529122147408513  1 (Tract 2327.01, Los Angeles, CA)   \n",
        "\n",
-       "               origin_trct_2020         origin_cty_2020 origin_st_2020  \\\n",
-       "9840  2623.02 (Los Angeles, CA)  Los Angeles County, CA     California   \n",
+       "                 origin_trct_2020         origin_cty_2020 origin_st_2020  \\\n",
+       "331444  2327.01 (Los Angeles, CA)  Los Angeles County, CA     California   \n",
        "\n",
-       "                   destination_bgrp_2020      destination_trct_2020  \\\n",
-       "9840  4 (Tract 1397.01, Los Angeles, CA)  1397.01 (Los Angeles, CA)   \n",
+       "                     destination_bgrp_2020      destination_trct_2020  \\\n",
+       "331444  1 (Tract 1286.01, Los Angeles, CA)  1286.01 (Los Angeles, CA)   \n",
        "\n",
-       "        destination_cty_2020 destination_st_2020    primary_mode trip_purpose  \\\n",
-       "9840  Los Angeles County, CA          California  public_transit  maintenance   \n",
+       "          destination_cty_2020 destination_st_2020    primary_mode  \\\n",
+       "331444  Los Angeles County, CA          California  public_transit   \n",
        "\n",
-       "     previous_trip_purpose trip_start_time trip_end_time  \\\n",
-       "9840                  work        14:40:00      15:33:59   \n",
+       "       trip_purpose previous_trip_purpose trip_start_time trip_end_time  \\\n",
+       "331444         home                  work        16:00:00      18:12:57   \n",
        "\n",
-       "      trip_duration_minutes  trip_distance_miles          vehicle_type  \\\n",
-       "9840                     53                  8.4  unknown_vehicle_type   \n",
+       "        trip_duration_minutes  trip_distance_miles          vehicle_type  \\\n",
+       "331444                    132                 24.3  unknown_vehicle_type   \n",
        "\n",
-       "      vehicle_fuel_type transit_submode  \\\n",
-       "9840  unknown_fuel_type        bus, bus   \n",
+       "        vehicle_fuel_type       transit_submode  \\\n",
+       "331444  unknown_fuel_type  bus, light_rail, bus   \n",
        "\n",
-       "                                transit_agency  \\\n",
-       "9840  Metro - Los Angeles, Metro - Los Angeles   \n",
+       "                                                       transit_agency  \\\n",
+       "331444  Metro - Los Angeles, Metro - Los Angeles, Metro - Los Angeles   \n",
        "\n",
-       "                           transit_route origin_land_use origin_building_use  \\\n",
-       "9840  Metro Rapid Line, Metro Local Line          retail              retail   \n",
+       "                                           transit_route      origin_land_use  \\\n",
+       "331444  Metro Local Line, Metro E-Line, Metro Rapid Line  civic_institutional   \n",
        "\n",
-       "     destination_land_use destination_building_use  trip_taker_person_id  \\\n",
-       "9840               office                   office  12494188278555547507   \n",
+       "        origin_building_use destination_land_use destination_building_use  \\\n",
+       "331444  civic_institutional        single_family            single_family   \n",
        "\n",
-       "     trip_taker_household_id  trip_taker_age trip_taker_sex  \\\n",
-       "9840    17394890304514850059            43.0           male   \n",
+       "       trip_taker_person_id trip_taker_household_id  trip_taker_age  \\\n",
+       "331444  6620640710695100638    14743263179333375648            62.0   \n",
        "\n",
-       "         trip_taker_race_ethnicity trip_taker_employment_status  \\\n",
-       "9840  white_not_hispanic_or_latino                     employed   \n",
+       "       trip_taker_sex     trip_taker_race_ethnicity  \\\n",
+       "331444           male  white_not_hispanic_or_latino   \n",
        "\n",
-       "     trip_taker_wfh  trip_taker_individual_income trip_taker_commute_mode  \\\n",
-       "9840      in_person                      106593.0            private_auto   \n",
+       "       trip_taker_employment_status trip_taker_wfh  \\\n",
+       "331444                     employed      in_person   \n",
        "\n",
-       "      trip_taker_household_size  trip_taker_household_income  \\\n",
-       "9840                        2.0                     775763.0   \n",
+       "        trip_taker_individual_income trip_taker_commute_mode  \\\n",
+       "331444                       24516.0          public_transit   \n",
        "\n",
-       "     trip_taker_available_vehicles trip_taker_resident_type  \\\n",
-       "9840                          zero                     core   \n",
+       "        trip_taker_household_size  trip_taker_household_income  \\\n",
+       "331444                        3.0                      49625.0   \n",
        "\n",
-       "     trip_taker_industry trip_taker_building_type  \\\n",
-       "9840             naics71            single_family   \n",
+       "       trip_taker_available_vehicles trip_taker_resident_type  \\\n",
+       "331444                           two                     core   \n",
        "\n",
-       "     trip_taker_school_grade_attending trip_taker_education trip_taker_tenure  \\\n",
-       "9840              not_attending_school      advanced_degree            renter   \n",
+       "       trip_taker_industry trip_taker_building_type  \\\n",
+       "331444             naics62            single_family   \n",
        "\n",
-       "     trip_taker_language        trip_taker_home_bgrp_2020  \\\n",
-       "9840       indo_european  2 (Tract 2754, Los Angeles, CA)   \n",
+       "       trip_taker_school_grade_attending trip_taker_education  \\\n",
+       "331444              not_attending_school      advanced_degree   \n",
        "\n",
-       "     trip_taker_home_trct_2020 trip_taker_home_cty_2020  \\\n",
-       "9840    2754 (Los Angeles, CA)   Los Angeles County, CA   \n",
+       "       trip_taker_tenure trip_taker_language  \\\n",
+       "331444             owner       indo_european   \n",
+       "\n",
+       "                 trip_taker_home_bgrp_2020  trip_taker_home_trct_2020  \\\n",
+       "331444  1 (Tract 1286.01, Los Angeles, CA)  1286.01 (Los Angeles, CA)   \n",
        "\n",
-       "     trip_taker_home_st_2020           trip_taker_work_bgrp_2020  \\\n",
-       "9840              California  1 (Tract 2623.02, Los Angeles, CA)   \n",
+       "       trip_taker_home_cty_2020 trip_taker_home_st_2020  \\\n",
+       "331444   Los Angeles County, CA              California   \n",
        "\n",
-       "      trip_taker_work_trct_2020 trip_taker_work_cty_2020  \\\n",
-       "9840  2623.02 (Los Angeles, CA)   Los Angeles County, CA   \n",
+       "                 trip_taker_work_bgrp_2020  trip_taker_work_trct_2020  \\\n",
+       "331444  1 (Tract 2327.01, Los Angeles, CA)  2327.01 (Los Angeles, CA)   \n",
        "\n",
-       "     trip_taker_work_st_2020  \n",
-       "9840              California  "
+       "       trip_taker_work_cty_2020 trip_taker_work_st_2020  \n",
+       "331444   Los Angeles County, CA              California  "
       ]
      },
      "execution_count": 30,
@@ -2211,23 +2214,23 @@
       "text/html": [
        "\n",
        "<style>\n",
-       "  #altair-viz-12fafbdec72145dda5e35373a4d30d6b.vega-embed {\n",
+       "  #altair-viz-d40ae011bb3e4dab994ab39b5702b020.vega-embed {\n",
        "    width: 100%;\n",
        "    display: flex;\n",
        "  }\n",
        "\n",
-       "  #altair-viz-12fafbdec72145dda5e35373a4d30d6b.vega-embed details,\n",
-       "  #altair-viz-12fafbdec72145dda5e35373a4d30d6b.vega-embed details summary {\n",
+       "  #altair-viz-d40ae011bb3e4dab994ab39b5702b020.vega-embed details,\n",
+       "  #altair-viz-d40ae011bb3e4dab994ab39b5702b020.vega-embed details summary {\n",
        "    position: relative;\n",
        "  }\n",
        "</style>\n",
-       "<div id=\"altair-viz-12fafbdec72145dda5e35373a4d30d6b\"></div>\n",
+       "<div id=\"altair-viz-d40ae011bb3e4dab994ab39b5702b020\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
        "  (function(spec, embedOpt){\n",
        "    let outputDiv = document.currentScript.previousElementSibling;\n",
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-       "      outputDiv = document.getElementById(\"altair-viz-12fafbdec72145dda5e35373a4d30d6b\");\n",
+       "    if (outputDiv.id !== \"altair-viz-d40ae011bb3e4dab994ab39b5702b020\") {\n",
+       "      outputDiv = document.getElementById(\"altair-viz-d40ae011bb3e4dab994ab39b5702b020\");\n",
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        "    const paths = {\n",
        "      \"vega\": \"https://cdn.jsdelivr.net/npm/vega@5?noext\",\n",
@@ -2340,23 +2343,23 @@
       "text/html": [
        "\n",
        "<style>\n",
-       "  #altair-viz-615fcf6ab5b0485986c855a2300fd551.vega-embed {\n",
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        "    width: 100%;\n",
        "    display: flex;\n",
        "  }\n",
        "\n",
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        "    position: relative;\n",
        "  }\n",
        "</style>\n",
-       "<div id=\"altair-viz-615fcf6ab5b0485986c855a2300fd551\"></div>\n",
+       "<div id=\"altair-viz-5a1fc505469e4d3db566aa278632fe6f\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
        "  (function(spec, embedOpt){\n",
        "    let outputDiv = document.currentScript.previousElementSibling;\n",
-       "    if (outputDiv.id !== \"altair-viz-615fcf6ab5b0485986c855a2300fd551\") {\n",
-       "      outputDiv = document.getElementById(\"altair-viz-615fcf6ab5b0485986c855a2300fd551\");\n",
+       "    if (outputDiv.id !== \"altair-viz-5a1fc505469e4d3db566aa278632fe6f\") {\n",
+       "      outputDiv = document.getElementById(\"altair-viz-5a1fc505469e4d3db566aa278632fe6f\");\n",
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        "    const paths = {\n",
        "      \"vega\": \"https://cdn.jsdelivr.net/npm/vega@5?noext\",\n",
@@ -2581,7 +2584,7 @@
    "outputs": [],
    "source": [
     "### making a copy of the ptt_agency_count\n",
-    "df = r_trips.copy()"
+    "# df = r_trips.copy()"
    ]
   },
   {
@@ -2615,8 +2618,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "agency_indv_count = (df>>filter(_.primary_mode==\"public_transit\")>>select(_.transit_agency))\n",
-    "agency_indv_count['transit_agency'] = agency_indv_count['transit_agency'].astype(str)"
+    "# agency_indv_count = (df>>filter(_.primary_mode==\"public_transit\")>>select(_.transit_agency))\n",
+    "# agency_indv_count['transit_agency'] = agency_indv_count['transit_agency'].astype(str)"
    ]
   },
   {
@@ -2624,105 +2627,9 @@
    "execution_count": 47,
    "id": "33c93185-2e76-4257-840e-c7634f3cae05",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>transit_agency</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>1826</th>\n",
-       "      <td>Big Blue Bus, Metro - Los Angeles</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2525</th>\n",
-       "      <td>Metro - Los Angeles, Metro - Los Angeles, Metro - Los Angeles</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2683</th>\n",
-       "      <td>Metro - Los Angeles, Metro - Los Angeles</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2716</th>\n",
-       "      <td>Metro - Los Angeles, Metro - Los Angeles</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2955</th>\n",
-       "      <td>Metro - Los Angeles, Metro - Los Angeles, Metro - Los Angeles</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>462880</th>\n",
-       "      <td>Metro - Los Angeles, Metro - Los Angeles, Metro - Los Angeles</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>463218</th>\n",
-       "      <td>Metro - Los Angeles, LADOTMVN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>463291</th>\n",
-       "      <td>Metro - Los Angeles, Metro - Los Angeles</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>464170</th>\n",
-       "      <td>LADOTMVN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>465684</th>\n",
-       "      <td>Metro - Los Angeles, Metro - Los Angeles</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>2211 rows × 1 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                       transit_agency\n",
-       "1826                                Big Blue Bus, Metro - Los Angeles\n",
-       "2525    Metro - Los Angeles, Metro - Los Angeles, Metro - Los Angeles\n",
-       "2683                         Metro - Los Angeles, Metro - Los Angeles\n",
-       "2716                         Metro - Los Angeles, Metro - Los Angeles\n",
-       "2955    Metro - Los Angeles, Metro - Los Angeles, Metro - Los Angeles\n",
-       "...                                                               ...\n",
-       "462880  Metro - Los Angeles, Metro - Los Angeles, Metro - Los Angeles\n",
-       "463218                                  Metro - Los Angeles, LADOTMVN\n",
-       "463291                       Metro - Los Angeles, Metro - Los Angeles\n",
-       "464170                                                       LADOTMVN\n",
-       "465684                       Metro - Los Angeles, Metro - Los Angeles\n",
-       "\n",
-       "[2211 rows x 1 columns]"
-      ]
-     },
-     "execution_count": 47,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "agency_indv_count"
+    "# agency_indv_count"
    ]
   },
   {
@@ -2751,137 +2658,17 @@
     "df = _utils.get_dummies_by_agency(agencies_test, \"transit_agency\")"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 49,
-   "id": "cefbf215-185b-423d-b154-731fb0fa6a39",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "agency_indv_count = _utils.get_dummies_by_agency(agency_indv_count, \"transit_agency\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 50,
-   "id": "cbc9e090-d0d0-4632-9de7-4f225c61b6a4",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>transit_agency</th>\n",
-       "      <th>Santa Clarita Transit</th>\n",
-       "      <th>Big Blue Bus</th>\n",
-       "      <th>LADOTMVS</th>\n",
-       "      <th>Metro - Los Angeles</th>\n",
-       "      <th>Long Beach Transit</th>\n",
-       "      <th>Metrolink Trains</th>\n",
-       "      <th>GTrans</th>\n",
-       "      <th>LA Go Bus</th>\n",
-       "      <th>LADOTMVN</th>\n",
-       "      <th>Amtrak</th>\n",
-       "      <th>AVTA</th>\n",
-       "      <th>Culver CityBus</th>\n",
-       "      <th>Beach Cities Transit-City of Redondo Beach</th>\n",
-       "      <th>LADOT126</th>\n",
-       "      <th>Foothill Transit</th>\n",
-       "      <th>LADOTDT</th>\n",
-       "      <th>unique_agencies</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>58512</th>\n",
-       "      <td>Metro - Los Angeles, Metro - Los Angeles, Metro - Los Angeles, Metro - Los Angeles</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>Metro - Los Angeles</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                                           transit_agency  \\\n",
-       "58512  Metro - Los Angeles, Metro - Los Angeles, Metro - Los Angeles, Metro - Los Angeles   \n",
-       "\n",
-       "       Santa Clarita Transit  Big Blue Bus  LADOTMVS  Metro - Los Angeles  \\\n",
-       "58512                      0             0         0                    4   \n",
-       "\n",
-       "       Long Beach Transit  Metrolink Trains  GTrans  LA Go Bus  LADOTMVN  \\\n",
-       "58512                   0                 0       0          0         0   \n",
-       "\n",
-       "       Amtrak  AVTA  Culver CityBus  \\\n",
-       "58512       0     0               0   \n",
-       "\n",
-       "       Beach Cities Transit-City of Redondo Beach  LADOT126  Foothill Transit  \\\n",
-       "58512                                           0         0                 0   \n",
-       "\n",
-       "       LADOTDT      unique_agencies  \n",
-       "58512        0  Metro - Los Angeles  "
-      ]
-     },
-     "execution_count": 50,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "agency_indv_count.sample()"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d2176b49-640b-418d-9c62-ffbb4078f930",
+   "id": "ca4b0345-f196-40cc-8b26-f42abb58f199",
    "metadata": {},
    "outputs": [],
    "source": []
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "941dbff8-a45b-404c-826b-0f696f91c5a0",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 49,
    "id": "97bc34c4-636f-46ca-a257-95e4af242584",
    "metadata": {},
    "outputs": [],
@@ -2891,7 +2678,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 50,
    "id": "46856b31-47ac-408c-903e-19d8b04283f7",
    "metadata": {},
    "outputs": [],
@@ -2901,7 +2688,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 51,
    "id": "2603e7e0-389a-49fb-93e9-5dc1d52c6012",
    "metadata": {
     "tags": []
@@ -2927,7 +2714,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": 52,
    "id": "149ed63c-436c-45fe-a526-5b1bf9f3d6fb",
    "metadata": {},
    "outputs": [],
@@ -2945,7 +2732,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 53,
    "id": "7228c540-3033-4023-8145-91f8aee23eeb",
    "metadata": {},
    "outputs": [
@@ -2954,23 +2741,23 @@
       "text/html": [
        "\n",
        "<style>\n",
-       "  #altair-viz-00398ea7fb3e4b1daf97488aeb87c6f1.vega-embed {\n",
+       "  #altair-viz-c2ec15e6181641068698da2037161206.vega-embed {\n",
        "    width: 100%;\n",
        "    display: flex;\n",
        "  }\n",
        "\n",
-       "  #altair-viz-00398ea7fb3e4b1daf97488aeb87c6f1.vega-embed details,\n",
-       "  #altair-viz-00398ea7fb3e4b1daf97488aeb87c6f1.vega-embed details summary {\n",
+       "  #altair-viz-c2ec15e6181641068698da2037161206.vega-embed details,\n",
+       "  #altair-viz-c2ec15e6181641068698da2037161206.vega-embed details summary {\n",
        "    position: relative;\n",
        "  }\n",
        "</style>\n",
-       "<div id=\"altair-viz-00398ea7fb3e4b1daf97488aeb87c6f1\"></div>\n",
+       "<div id=\"altair-viz-c2ec15e6181641068698da2037161206\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
        "  (function(spec, embedOpt){\n",
        "    let outputDiv = document.currentScript.previousElementSibling;\n",
-       "    if (outputDiv.id !== \"altair-viz-00398ea7fb3e4b1daf97488aeb87c6f1\") {\n",
-       "      outputDiv = document.getElementById(\"altair-viz-00398ea7fb3e4b1daf97488aeb87c6f1\");\n",
+       "    if (outputDiv.id !== \"altair-viz-c2ec15e6181641068698da2037161206\") {\n",
+       "      outputDiv = document.getElementById(\"altair-viz-c2ec15e6181641068698da2037161206\");\n",
        "    }\n",
        "    const paths = {\n",
        "      \"vega\": \"https://cdn.jsdelivr.net/npm/vega@5?noext\",\n",
@@ -3016,14 +2803,14 @@
        "        .catch(showError)\n",
        "        .then(() => displayChart(vegaEmbed));\n",
        "    }\n",
-       "  })({\"config\": {\"view\": {\"continuousWidth\": 300, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-a895a14dba8cc38710f07dfb5ccab89f\"}, \"mark\": {\"type\": \"bar\"}, \"encoding\": {\"color\": {\"field\": \"n_modes_taken\", \"scale\": {\"range\": [\"#B9D6DF\", \"#8CBCCB\", \"#2EA8CE\", \"#136C97\", \"#0B405B\"]}, \"title\": \"Number of Trips\", \"type\": \"quantitative\"}, \"tooltip\": [{\"field\": \"transit_submode\", \"type\": \"nominal\"}, {\"field\": \"unique_agencies\", \"type\": \"nominal\"}, {\"field\": \"n\", \"type\": \"quantitative\"}, {\"field\": \"n_modes_taken\", \"type\": \"quantitative\"}], \"x\": {\"field\": \"unique_agencies\", \"title\": \"Agency\", \"type\": \"nominal\"}, \"y\": {\"field\": \"n\", \"title\": \"Number of Modes taken\", \"type\": \"quantitative\"}}, \"height\": 500, \"title\": \"Transit Trips With Only One Agency\", \"width\": 800, \"$schema\": \"https://vega.github.io/schema/vega-lite/v5.14.1.json\", \"datasets\": {\"data-a895a14dba8cc38710f07dfb5ccab89f\": [{\"primary_mode\": \"public_transit\", \"transit_submode\": \"bus, bus\", \"transit_agency\": \"Metro - Los Angeles, Metro - Los Angeles\", \"n\": 501, \"agency_count\": 1, \"n_modes_taken\": 2, \"Santa Clarita Transit\": 0, \"Big Blue Bus\": 0, \"Long Beach Transit\": 0, \"Metro - Los Angeles\": 2, \"LADOTMVS\": 0, \"Metrolink Trains\": 0, \"GTrans\": 0, \"LA Go Bus\": 0, \"LADOTMVN\": 0, \"Amtrak\": 0, \"AVTA\": 0, \"Culver CityBus\": 0, \"Beach Cities Transit-City of Redondo Beach\": 0, \"LADOT126\": 0, \"Foothill Transit\": 0, \"LADOTDT\": 0, \"unique_agencies\": \"Metro - Los Angeles\"}, {\"primary_mode\": \"public_transit\", \"transit_submode\": \"bus, bus, bus\", \"transit_agency\": \"Metro - Los Angeles, Metro - Los Angeles, Metro - Los Angeles\", \"n\": 375, \"agency_count\": 1, \"n_modes_taken\": 3, \"Santa Clarita Transit\": 0, \"Big Blue Bus\": 0, \"Long Beach Transit\": 0, \"Metro - Los Angeles\": 3, \"LADOTMVS\": 0, \"Metrolink Trains\": 0, \"GTrans\": 0, \"LA Go Bus\": 0, \"LADOTMVN\": 0, \"Amtrak\": 0, \"AVTA\": 0, \"Culver CityBus\": 0, \"Beach Cities Transit-City of Redondo Beach\": 0, \"LADOT126\": 0, \"Foothill Transit\": 0, \"LADOTDT\": 0, \"unique_agencies\": \"Metro - Los Angeles\"}, {\"primary_mode\": \"public_transit\", \"transit_submode\": \"bus\", \"transit_agency\": \"Metro - Los Angeles\", \"n\": 145, \"agency_count\": 1, \"n_modes_taken\": 1, \"Santa Clarita Transit\": 0, \"Big Blue Bus\": 0, \"Long Beach Transit\": 0, \"Metro - Los Angeles\": 1, \"LADOTMVS\": 0, \"Metrolink Trains\": 0, \"GTrans\": 0, \"LA Go Bus\": 0, \"LADOTMVN\": 0, \"Amtrak\": 0, \"AVTA\": 0, \"Culver CityBus\": 0, \"Beach Cities Transit-City of Redondo Beach\": 0, \"LADOT126\": 0, \"Foothill Transit\": 0, \"LADOTDT\": 0, \"unique_agencies\": \"Metro - Los Angeles\"}, {\"primary_mode\": \"public_transit\", \"transit_submode\": \"bus, light_rail, bus\", \"transit_agency\": \"Metro - Los Angeles, Metro - Los Angeles, Metro - Los Angeles\", \"n\": 93, \"agency_count\": 1, \"n_modes_taken\": 3, \"Santa Clarita Transit\": 0, \"Big Blue Bus\": 0, \"Long Beach Transit\": 0, \"Metro - Los Angeles\": 3, \"LADOTMVS\": 0, \"Metrolink Trains\": 0, \"GTrans\": 0, \"LA Go Bus\": 0, \"LADOTMVN\": 0, \"Amtrak\": 0, \"AVTA\": 0, \"Culver CityBus\": 0, \"Beach Cities Transit-City of Redondo Beach\": 0, \"LADOT126\": 0, \"Foothill Transit\": 0, \"LADOTDT\": 0, \"unique_agencies\": \"Metro - Los Angeles\"}, {\"primary_mode\": \"public_transit\", \"transit_submode\": \"light_rail, bus\", \"transit_agency\": \"Metro - Los Angeles, Metro - Los Angeles\", \"n\": 55, \"agency_count\": 1, \"n_modes_taken\": 2, \"Santa Clarita Transit\": 0, \"Big Blue Bus\": 0, \"Long Beach Transit\": 0, \"Metro - Los Angeles\": 2, \"LADOTMVS\": 0, \"Metrolink Trains\": 0, \"GTrans\": 0, \"LA Go Bus\": 0, \"LADOTMVN\": 0, \"Amtrak\": 0, \"AVTA\": 0, \"Culver CityBus\": 0, \"Beach Cities Transit-City of Redondo Beach\": 0, \"LADOT126\": 0, \"Foothill Transit\": 0, \"LADOTDT\": 0, \"unique_agencies\": \"Metro - Los Angeles\"}, {\"primary_mode\": \"public_transit\", \"transit_submode\": \"bus, bus, bus, bus\", \"transit_agency\": \"Metro - Los Angeles, Metro - Los Angeles, Metro - Los Angeles, Metro - Los Angeles\", \"n\": 33, \"agency_count\": 1, \"n_modes_taken\": 4, \"Santa Clarita Transit\": 0, \"Big Blue Bus\": 0, \"Long Beach Transit\": 0, \"Metro - Los Angeles\": 4, \"LADOTMVS\": 0, \"Metrolink Trains\": 0, \"GTrans\": 0, \"LA Go Bus\": 0, \"LADOTMVN\": 0, \"Amtrak\": 0, \"AVTA\": 0, \"Culver CityBus\": 0, \"Beach Cities Transit-City of Redondo Beach\": 0, \"LADOT126\": 0, \"Foothill Transit\": 0, \"LADOTDT\": 0, \"unique_agencies\": \"Metro - Los Angeles\"}, {\"primary_mode\": \"public_transit\", \"transit_submode\": \"light_rail, bus, bus\", \"transit_agency\": \"Metro - Los Angeles, Metro - Los Angeles, Metro - Los Angeles\", \"n\": 19, \"agency_count\": 1, \"n_modes_taken\": 3, \"Santa Clarita Transit\": 0, \"Big Blue Bus\": 0, \"Long Beach Transit\": 0, \"Metro - Los Angeles\": 3, \"LADOTMVS\": 0, \"Metrolink Trains\": 0, \"GTrans\": 0, \"LA Go Bus\": 0, \"LADOTMVN\": 0, \"Amtrak\": 0, \"AVTA\": 0, \"Culver CityBus\": 0, \"Beach Cities Transit-City of Redondo Beach\": 0, \"LADOT126\": 0, \"Foothill Transit\": 0, \"LADOTDT\": 0, \"unique_agencies\": \"Metro - Los Angeles\"}, {\"primary_mode\": \"public_transit\", \"transit_submode\": \"bus\", \"transit_agency\": \"LADOTMVN\", \"n\": 16, \"agency_count\": 1, \"n_modes_taken\": 1, \"Santa Clarita Transit\": 0, \"Big Blue Bus\": 0, \"Long Beach Transit\": 0, \"Metro - Los Angeles\": 0, \"LADOTMVS\": 0, \"Metrolink Trains\": 0, \"GTrans\": 0, \"LA Go Bus\": 0, \"LADOTMVN\": 1, \"Amtrak\": 0, \"AVTA\": 0, \"Culver CityBus\": 0, \"Beach Cities Transit-City of Redondo Beach\": 0, \"LADOT126\": 0, \"Foothill Transit\": 0, \"LADOTDT\": 0, \"unique_agencies\": \"LADOTMVN\"}, {\"primary_mode\": \"public_transit\", \"transit_submode\": \"light_rail, light_rail, bus\", \"transit_agency\": \"Metro - Los Angeles, Metro - Los Angeles, Metro - Los Angeles\", \"n\": 12, \"agency_count\": 1, \"n_modes_taken\": 3, \"Santa Clarita Transit\": 0, \"Big Blue Bus\": 0, \"Long Beach Transit\": 0, \"Metro - Los Angeles\": 3, \"LADOTMVS\": 0, \"Metrolink Trains\": 0, \"GTrans\": 0, \"LA Go Bus\": 0, \"LADOTMVN\": 0, \"Amtrak\": 0, \"AVTA\": 0, \"Culver CityBus\": 0, \"Beach Cities Transit-City of Redondo Beach\": 0, \"LADOT126\": 0, \"Foothill Transit\": 0, \"LADOTDT\": 0, \"unique_agencies\": \"Metro - Los Angeles\"}, {\"primary_mode\": \"public_transit\", \"transit_submode\": \"bus, light_rail, bus, bus\", \"transit_agency\": \"Metro - Los Angeles, Metro - Los Angeles, Metro - Los Angeles, Metro - Los Angeles\", \"n\": 10, \"agency_count\": 1, \"n_modes_taken\": 4, \"Santa Clarita Transit\": 0, \"Big Blue Bus\": 0, \"Long Beach Transit\": 0, \"Metro - Los Angeles\": 4, \"LADOTMVS\": 0, \"Metrolink Trains\": 0, \"GTrans\": 0, \"LA Go Bus\": 0, \"LADOTMVN\": 0, \"Amtrak\": 0, \"AVTA\": 0, \"Culver CityBus\": 0, \"Beach Cities Transit-City of Redondo Beach\": 0, \"LADOT126\": 0, \"Foothill Transit\": 0, \"LADOTDT\": 0, \"unique_agencies\": \"Metro - Los Angeles\"}, {\"primary_mode\": \"public_transit\", \"transit_submode\": \"bus, bus, subway\", \"transit_agency\": \"Metro - Los Angeles, Metro - Los Angeles, Metro - Los Angeles\", \"n\": 6, \"agency_count\": 1, \"n_modes_taken\": 3, \"Santa Clarita Transit\": 0, \"Big Blue Bus\": 0, \"Long Beach Transit\": 0, \"Metro - Los Angeles\": 3, \"LADOTMVS\": 0, \"Metrolink Trains\": 0, \"GTrans\": 0, \"LA Go Bus\": 0, \"LADOTMVN\": 0, \"Amtrak\": 0, \"AVTA\": 0, \"Culver CityBus\": 0, \"Beach Cities Transit-City of Redondo Beach\": 0, \"LADOT126\": 0, \"Foothill Transit\": 0, \"LADOTDT\": 0, \"unique_agencies\": \"Metro - Los Angeles\"}, {\"primary_mode\": \"public_transit\", \"transit_submode\": \"bus, bus\", \"transit_agency\": \"Santa Clarita Transit, Santa Clarita Transit\", \"n\": 3, \"agency_count\": 1, \"n_modes_taken\": 2, \"Santa Clarita Transit\": 2, \"Big Blue Bus\": 0, \"Long Beach Transit\": 0, \"Metro - Los Angeles\": 0, \"LADOTMVS\": 0, \"Metrolink Trains\": 0, \"GTrans\": 0, \"LA Go Bus\": 0, \"LADOTMVN\": 0, \"Amtrak\": 0, \"AVTA\": 0, \"Culver CityBus\": 0, \"Beach Cities Transit-City of Redondo Beach\": 0, \"LADOT126\": 0, \"Foothill Transit\": 0, \"LADOTDT\": 0, \"unique_agencies\": \"Santa Clarita Transit\"}, {\"primary_mode\": \"public_transit\", \"transit_submode\": \"bus\", \"transit_agency\": \"Santa Clarita Transit\", \"n\": 2, \"agency_count\": 1, \"n_modes_taken\": 1, \"Santa Clarita Transit\": 1, \"Big Blue Bus\": 0, \"Long Beach Transit\": 0, \"Metro - Los Angeles\": 0, \"LADOTMVS\": 0, \"Metrolink Trains\": 0, \"GTrans\": 0, \"LA Go Bus\": 0, \"LADOTMVN\": 0, \"Amtrak\": 0, \"AVTA\": 0, \"Culver CityBus\": 0, \"Beach Cities Transit-City of Redondo Beach\": 0, \"LADOT126\": 0, \"Foothill Transit\": 0, \"LADOTDT\": 0, \"unique_agencies\": \"Santa Clarita Transit\"}, {\"primary_mode\": \"public_transit\", \"transit_submode\": \"bus, bus, bus\", \"transit_agency\": \"Santa Clarita Transit, Santa Clarita Transit, Santa Clarita Transit\", \"n\": 2, \"agency_count\": 1, \"n_modes_taken\": 3, \"Santa Clarita Transit\": 3, \"Big Blue Bus\": 0, \"Long Beach Transit\": 0, \"Metro - Los Angeles\": 0, \"LADOTMVS\": 0, \"Metrolink Trains\": 0, \"GTrans\": 0, \"LA Go Bus\": 0, \"LADOTMVN\": 0, \"Amtrak\": 0, \"AVTA\": 0, \"Culver CityBus\": 0, \"Beach Cities Transit-City of Redondo Beach\": 0, \"LADOT126\": 0, \"Foothill Transit\": 0, \"LADOTDT\": 0, \"unique_agencies\": \"Santa Clarita Transit\"}, {\"primary_mode\": \"public_transit\", \"transit_submode\": \"bus, bus\", \"transit_agency\": \"LADOTMVN, LADOTMVN\", \"n\": 1, \"agency_count\": 1, \"n_modes_taken\": 2, \"Santa Clarita Transit\": 0, \"Big Blue Bus\": 0, \"Long Beach Transit\": 0, \"Metro - Los Angeles\": 0, \"LADOTMVS\": 0, \"Metrolink Trains\": 0, \"GTrans\": 0, \"LA Go Bus\": 0, \"LADOTMVN\": 2, \"Amtrak\": 0, \"AVTA\": 0, \"Culver CityBus\": 0, \"Beach Cities Transit-City of Redondo Beach\": 0, \"LADOT126\": 0, \"Foothill Transit\": 0, \"LADOTDT\": 0, \"unique_agencies\": \"LADOTMVN\"}, {\"primary_mode\": \"public_transit\", \"transit_submode\": \"bus, bus, light_rail\", \"transit_agency\": \"Metro - Los Angeles, Metro - Los Angeles, Metro - Los Angeles\", \"n\": 1, \"agency_count\": 1, \"n_modes_taken\": 3, \"Santa Clarita Transit\": 0, \"Big Blue Bus\": 0, \"Long Beach Transit\": 0, \"Metro - Los Angeles\": 3, \"LADOTMVS\": 0, \"Metrolink Trains\": 0, \"GTrans\": 0, \"LA Go Bus\": 0, \"LADOTMVN\": 0, \"Amtrak\": 0, \"AVTA\": 0, \"Culver CityBus\": 0, \"Beach Cities Transit-City of Redondo Beach\": 0, \"LADOT126\": 0, \"Foothill Transit\": 0, \"LADOTDT\": 0, \"unique_agencies\": \"Metro - Los Angeles\"}, {\"primary_mode\": \"public_transit\", \"transit_submode\": \"bus, bus, light_rail, bus\", \"transit_agency\": \"Metro - Los Angeles, Metro - Los Angeles, Metro - Los Angeles, Metro - Los Angeles\", \"n\": 1, \"agency_count\": 1, \"n_modes_taken\": 4, \"Santa Clarita Transit\": 0, \"Big Blue Bus\": 0, \"Long Beach Transit\": 0, \"Metro - Los Angeles\": 4, \"LADOTMVS\": 0, \"Metrolink Trains\": 0, \"GTrans\": 0, \"LA Go Bus\": 0, \"LADOTMVN\": 0, \"Amtrak\": 0, \"AVTA\": 0, \"Culver CityBus\": 0, \"Beach Cities Transit-City of Redondo Beach\": 0, \"LADOT126\": 0, \"Foothill Transit\": 0, \"LADOTDT\": 0, \"unique_agencies\": \"Metro - Los Angeles\"}, {\"primary_mode\": \"public_transit\", \"transit_submode\": \"light_rail, bus, bus, bus\", \"transit_agency\": \"Metro - Los Angeles, Metro - Los Angeles, Metro - Los Angeles, Metro - Los Angeles\", \"n\": 1, \"agency_count\": 1, \"n_modes_taken\": 4, \"Santa Clarita Transit\": 0, \"Big Blue Bus\": 0, \"Long Beach Transit\": 0, \"Metro - Los Angeles\": 4, \"LADOTMVS\": 0, \"Metrolink Trains\": 0, \"GTrans\": 0, \"LA Go Bus\": 0, \"LADOTMVN\": 0, \"Amtrak\": 0, \"AVTA\": 0, \"Culver CityBus\": 0, \"Beach Cities Transit-City of Redondo Beach\": 0, \"LADOT126\": 0, \"Foothill Transit\": 0, \"LADOTDT\": 0, \"unique_agencies\": \"Metro - 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Los Angeles\"}]}}, {\"mode\": \"vega-lite\"});\n",
+       "  })({\"config\": {\"view\": {\"continuousWidth\": 300, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-a895a14dba8cc38710f07dfb5ccab89f\"}, \"mark\": {\"type\": \"bar\"}, \"encoding\": {\"color\": {\"field\": \"n_modes_taken\", \"scale\": {\"range\": [\"#B9D6DF\", \"#8CBCCB\", \"#2EA8CE\", \"#136C97\", \"#0B405B\"]}, \"title\": \"Number of Trips\", \"type\": \"quantitative\"}, \"tooltip\": [{\"field\": \"transit_submode\", \"type\": \"nominal\"}, {\"field\": \"unique_agencies\", \"type\": \"nominal\"}, {\"field\": \"n\", \"type\": \"quantitative\"}, {\"field\": \"n_modes_taken\", \"type\": \"quantitative\"}], \"x\": {\"field\": \"unique_agencies\", \"title\": \"Agency\", \"type\": \"nominal\"}, \"y\": {\"field\": \"n\", \"title\": \"Number of Modes taken\", \"type\": \"quantitative\"}}, \"height\": 500, \"title\": \"Transit Trips With Only One Agency\", \"width\": 800, \"$schema\": \"https://vega.github.io/schema/vega-lite/v5.14.1.json\", \"datasets\": {\"data-a895a14dba8cc38710f07dfb5ccab89f\": [{\"primary_mode\": \"public_transit\", \"transit_submode\": \"bus, bus\", \"transit_agency\": \"Metro - 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Los Angeles\"}, {\"primary_mode\": \"public_transit\", \"transit_submode\": \"subway, bus\", \"transit_agency\": \"Metro - Los Angeles, Metro - Los Angeles\", \"n\": 1, \"agency_count\": 1, \"n_modes_taken\": 2, \"Culver CityBus\": 0, \"Foothill Transit\": 0, \"LA Go Bus\": 0, \"Metro - Los Angeles\": 2, \"Amtrak\": 0, \"AVTA\": 0, \"GTrans\": 0, \"Metrolink Trains\": 0, \"LADOTMVN\": 0, \"Long Beach Transit\": 0, \"Santa Clarita Transit\": 0, \"LADOTDT\": 0, \"Big Blue Bus\": 0, \"LADOT126\": 0, \"LADOTMVS\": 0, \"Beach Cities Transit-City of Redondo Beach\": 0, \"unique_agencies\": \"Metro - Los Angeles\"}, {\"primary_mode\": \"public_transit\", \"transit_submode\": \"subway, bus, bus\", \"transit_agency\": \"Metro - Los Angeles, Metro - Los Angeles, Metro - Los Angeles\", \"n\": 1, \"agency_count\": 1, \"n_modes_taken\": 3, \"Culver CityBus\": 0, \"Foothill Transit\": 0, \"LA Go Bus\": 0, \"Metro - Los Angeles\": 3, \"Amtrak\": 0, \"AVTA\": 0, \"GTrans\": 0, \"Metrolink Trains\": 0, \"LADOTMVN\": 0, \"Long Beach Transit\": 0, \"Santa Clarita Transit\": 0, \"LADOTDT\": 0, \"Big Blue Bus\": 0, \"LADOT126\": 0, \"LADOTMVS\": 0, \"Beach Cities Transit-City of Redondo Beach\": 0, \"unique_agencies\": \"Metro - Los Angeles\"}]}}, {\"mode\": \"vega-lite\"});\n",
        "</script>"
       ],
       "text/plain": [
        "alt.Chart(...)"
       ]
      },
-     "execution_count": 55,
+     "execution_count": 53,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3046,7 +2833,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 54,
    "id": "60df338f-801f-49a1-a26f-0be5e03bddf3",
    "metadata": {},
    "outputs": [
@@ -3120,7 +2907,7 @@
        "1                                             Metro - Los Angeles"
       ]
      },
-     "execution_count": 56,
+     "execution_count": 54,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3149,102 +2936,179 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
-   "id": "8af03d60-4537-44d3-b82f-d857625e47c3",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "columns_to_keep = [\"AVTA\",\n",
-    "                   \"Beach Cities Transit-City of Redondo Beach\",\n",
-    "                   \"LADOT126\",\n",
-    "                   \"Metro - Los Angeles\",\n",
-    "                   \"LA Go Bus\",\n",
-    "                   \"LADOTDT\",\n",
-    "                   \"Amtrak\",\n",
-    "                   \"Big Blue Bus\",\n",
-    "                   \"GTrans\",\n",
-    "                   \"LADOTMVN\",\n",
-    "                   \"Long Beach Transit\",\n",
-    "                   \"Santa Clarita Transit\",\n",
-    "                   \"Foothill Transit\",\n",
-    "                   \"Culver CityBus\",\n",
-    "                   \"Metrolink Trains\",\n",
-    "                   \"LADOTMVS\"\n",
-    "                  ]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 58,
-   "id": "6951b590-cef8-44bd-b27d-0b18893609c5",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# agency_indv_count.sample()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 59,
-   "id": "cca56d58-5e3f-430c-adde-15ca665d46f8",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "df_agencies = agency_indv_count.loc[:, columns_to_keep]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 60,
-   "id": "814dde3a-d303-4044-9df1-464e408bf460",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "df_agencies = pd.DataFrame(df_agencies).transpose().reset_index().rename(columns={'index':'agency'})"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 61,
-   "id": "84174911-2243-430c-ab73-1fecb2552094",
+   "execution_count": null,
+   "id": "febd910a-2f1d-4b99-bb3b-76adb11f0b63",
    "metadata": {},
    "outputs": [],
-   "source": [
-    "# df_agencies"
-   ]
+   "source": []
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
-   "id": "202923d2-b869-4a72-8a02-ce229a65d815",
+   "execution_count": 55,
+   "id": "96b794f2-bcfd-4afb-9ce5-8793c15fe199",
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/tmp/ipykernel_515/2517619377.py:1: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError.  Select only valid columns before calling the reduction.\n",
+      "/home/jovyan/data-analyses/sb125_analyses/corridor_study/_utils.py:98: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError.  Select only valid columns before calling the reduction.\n",
       "  df_agencies['n_trips'] = df_agencies[list(df_agencies.columns)].sum(axis=1)\n"
      ]
     }
    ],
    "source": [
-    "df_agencies['n_trips'] = df_agencies[list(df_agencies.columns)].sum(axis=1)"
+    "df_agencies = _utils.get_agencies_occurances(df)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
-   "id": "2b31eb23-e1e6-43c6-8b0e-ccb3802cd09d",
+   "execution_count": 56,
+   "id": "80cbffde-6686-4921-b543-84e52f97a0c5",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>agency</th>\n",
+       "      <th>n_trips</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Culver CityBus</td>\n",
+       "      <td>28</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Foothill Transit</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>LA Go Bus</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Metro - Los Angeles</td>\n",
+       "      <td>195</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Amtrak</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>AVTA</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>GTrans</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Metrolink Trains</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>LADOTMVN</td>\n",
+       "      <td>54</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Long Beach Transit</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Santa Clarita Transit</td>\n",
+       "      <td>28</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>LADOTDT</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Big Blue Bus</td>\n",
+       "      <td>37</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>LADOT126</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>LADOTMVS</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Beach Cities Transit-City of Redondo Beach</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                        agency  n_trips\n",
+       "0                               Culver CityBus       28\n",
+       "1                             Foothill Transit        1\n",
+       "2                                    LA Go Bus        1\n",
+       "3                          Metro - Los Angeles      195\n",
+       "4                                       Amtrak        8\n",
+       "5                                         AVTA        4\n",
+       "6                                       GTrans        1\n",
+       "7                             Metrolink Trains        1\n",
+       "8                                     LADOTMVN       54\n",
+       "9                           Long Beach Transit        1\n",
+       "10                       Santa Clarita Transit       28\n",
+       "11                                     LADOTDT        3\n",
+       "12                                Big Blue Bus       37\n",
+       "13                                    LADOT126        4\n",
+       "14                                    LADOTMVS        4\n",
+       "15  Beach Cities Transit-City of Redondo Beach        2"
+      ]
+     },
+     "execution_count": 56,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "df_agencies = df_agencies>>select(_.agency, _.n_trips)"
+    "df_agencies"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 57,
    "id": "f98c76b9-b83f-42c3-aa12-702ade72ac38",
    "metadata": {},
    "outputs": [],
@@ -3254,17 +3118,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
-   "id": "f1267faf-e28c-4208-ae79-43b31f67f705",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# df_agencies"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": 59,
    "id": "bf160b81-1bc2-4374-9529-6400252d5e4f",
    "metadata": {},
    "outputs": [
@@ -3273,23 +3127,23 @@
       "text/html": [
        "\n",
        "<style>\n",
-       "  #altair-viz-7f6541b28f504b7b9bbd5448dd603065.vega-embed {\n",
+       "  #altair-viz-dcf93322723b47f2bd000ecf88f5a4c9.vega-embed {\n",
        "    width: 100%;\n",
        "    display: flex;\n",
        "  }\n",
        "\n",
-       "  #altair-viz-7f6541b28f504b7b9bbd5448dd603065.vega-embed details,\n",
-       "  #altair-viz-7f6541b28f504b7b9bbd5448dd603065.vega-embed details summary {\n",
+       "  #altair-viz-dcf93322723b47f2bd000ecf88f5a4c9.vega-embed details,\n",
+       "  #altair-viz-dcf93322723b47f2bd000ecf88f5a4c9.vega-embed details summary {\n",
        "    position: relative;\n",
        "  }\n",
        "</style>\n",
-       "<div id=\"altair-viz-7f6541b28f504b7b9bbd5448dd603065\"></div>\n",
+       "<div id=\"altair-viz-dcf93322723b47f2bd000ecf88f5a4c9\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
        "  (function(spec, embedOpt){\n",
        "    let outputDiv = document.currentScript.previousElementSibling;\n",
-       "    if (outputDiv.id !== \"altair-viz-7f6541b28f504b7b9bbd5448dd603065\") {\n",
-       "      outputDiv = document.getElementById(\"altair-viz-7f6541b28f504b7b9bbd5448dd603065\");\n",
+       "    if (outputDiv.id !== \"altair-viz-dcf93322723b47f2bd000ecf88f5a4c9\") {\n",
+       "      outputDiv = document.getElementById(\"altair-viz-dcf93322723b47f2bd000ecf88f5a4c9\");\n",
        "    }\n",
        "    const paths = {\n",
        "      \"vega\": \"https://cdn.jsdelivr.net/npm/vega@5?noext\",\n",
@@ -3335,14 +3189,14 @@
        "        .catch(showError)\n",
        "        .then(() => displayChart(vegaEmbed));\n",
        "    }\n",
-       "  })({\"config\": {\"view\": {\"continuousWidth\": 300, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-7e733dc305568106654c63ab2dcb0c98\"}, \"mark\": {\"type\": \"bar\"}, \"encoding\": {\"color\": {\"field\": \"n_trips\", \"scale\": {\"range\": [\"#B9D6DF\", \"#8CBCCB\", \"#2EA8CE\", \"#136C97\", \"#0B405B\"]}, \"type\": \"quantitative\"}, \"tooltip\": [{\"field\": \"agency\", \"type\": \"nominal\"}, {\"field\": \"n_trips\", \"type\": \"quantitative\"}], \"x\": {\"field\": \"agency\", \"title\": \"Agency Name\", \"type\": \"nominal\"}, \"y\": {\"field\": \"n_trips\", \"title\": \"Number of boardings reported for trips (One person taking two LA Metro trips will count as 2)\", \"type\": \"quantitative\"}}, \"height\": 500, \"title\": \"Number of Times an Agency was used for Trip Taking\", \"width\": 800, \"$schema\": \"https://vega.github.io/schema/vega-lite/v5.14.1.json\", \"datasets\": {\"data-7e733dc305568106654c63ab2dcb0c98\": [{\"agency\": \"AVTA\", \"n_trips\": 4}, {\"agency\": \"Beach Cities Transit-City of Redondo Beach\", \"n_trips\": 2}, {\"agency\": \"LADOT126\", \"n_trips\": 8}, {\"agency\": \"Metro - Los Angeles\", \"n_trips\": 4372}, {\"agency\": \"LA Go Bus\", \"n_trips\": 2}, {\"agency\": \"LADOTDT\", \"n_trips\": 15}, {\"agency\": \"Amtrak\", \"n_trips\": 10}, {\"agency\": \"Big Blue Bus\", \"n_trips\": 587}, {\"agency\": \"GTrans\", \"n_trips\": 1}, {\"agency\": \"LADOTMVN\", \"n_trips\": 370}, {\"agency\": \"Long Beach Transit\", \"n_trips\": 6}, {\"agency\": \"Santa Clarita Transit\", \"n_trips\": 51}, {\"agency\": \"Foothill Transit\", \"n_trips\": 1}, {\"agency\": \"Culver CityBus\", \"n_trips\": 89}, {\"agency\": \"Metrolink Trains\", \"n_trips\": 1}, {\"agency\": \"LADOTMVS\", \"n_trips\": 4}]}}, {\"mode\": \"vega-lite\"});\n",
+       "  })({\"config\": {\"view\": {\"continuousWidth\": 300, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-6cfa15d3c8df0476b57aaffa7540b56d\"}, \"mark\": {\"type\": \"bar\"}, \"encoding\": {\"color\": {\"field\": \"n_trips\", \"scale\": {\"range\": [\"#B9D6DF\", \"#8CBCCB\", \"#2EA8CE\", \"#136C97\", \"#0B405B\"]}, \"type\": \"quantitative\"}, \"tooltip\": [{\"field\": \"agency\", \"type\": \"nominal\"}, {\"field\": \"n_trips\", \"type\": \"quantitative\"}], \"x\": {\"field\": \"agency\", \"title\": \"Agency Name\", \"type\": \"nominal\"}, \"y\": {\"field\": \"n_trips\", \"title\": \"Number of boardings reported for trips (One person taking two LA Metro trips will count as 2)\", \"type\": \"quantitative\"}}, \"height\": 500, \"title\": \"Number of Times an Agency was used for Trip Taking\", \"width\": 800, \"$schema\": \"https://vega.github.io/schema/vega-lite/v5.14.1.json\", \"datasets\": {\"data-6cfa15d3c8df0476b57aaffa7540b56d\": [{\"agency\": \"Culver CityBus\", \"n_trips\": 28}, {\"agency\": \"Foothill Transit\", \"n_trips\": 1}, {\"agency\": \"LA Go Bus\", \"n_trips\": 1}, {\"agency\": \"Metro - Los Angeles\", \"n_trips\": 195}, {\"agency\": \"Amtrak\", \"n_trips\": 8}, {\"agency\": \"AVTA\", \"n_trips\": 4}, {\"agency\": \"GTrans\", \"n_trips\": 1}, {\"agency\": \"Metrolink Trains\", \"n_trips\": 1}, {\"agency\": \"LADOTMVN\", \"n_trips\": 54}, {\"agency\": \"Long Beach Transit\", \"n_trips\": 1}, {\"agency\": \"Santa Clarita Transit\", \"n_trips\": 28}, {\"agency\": \"LADOTDT\", \"n_trips\": 3}, {\"agency\": \"Big Blue Bus\", \"n_trips\": 37}, {\"agency\": \"LADOT126\", \"n_trips\": 4}, {\"agency\": \"LADOTMVS\", \"n_trips\": 4}, {\"agency\": \"Beach Cities Transit-City of Redondo Beach\", \"n_trips\": 2}]}}, {\"mode\": \"vega-lite\"});\n",
        "</script>"
       ],
       "text/plain": [
        "alt.Chart(...)"
       ]
      },
-     "execution_count": 66,
+     "execution_count": 59,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3372,7 +3226,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": 60,
    "id": "16b45917-adc3-44d0-8d76-15ccd4083d26",
    "metadata": {},
    "outputs": [
@@ -3395,7 +3249,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": 61,
    "id": "5163926e-82bd-4c25-9486-45229d09a0d1",
    "metadata": {},
    "outputs": [],
@@ -3408,7 +3262,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": 62,
    "id": "636e7771-0ba7-42e9-af1d-e3e998ff8599",
    "metadata": {},
    "outputs": [
@@ -3531,7 +3385,7 @@
        "11  public_transit                  visitor            56"
       ]
      },
-     "execution_count": 69,
+     "execution_count": 62,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3542,7 +3396,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 63,
    "id": "90c5d683-91c5-4663-accd-4e45027a3e49",
    "metadata": {},
    "outputs": [
@@ -3551,23 +3405,23 @@
       "text/html": [
        "\n",
        "<style>\n",
-       "  #altair-viz-a464c337749d41708c1c308433138137.vega-embed {\n",
+       "  #altair-viz-aa42cc7695364031862bbb2d87a61be0.vega-embed {\n",
        "    width: 100%;\n",
        "    display: flex;\n",
        "  }\n",
        "\n",
-       "  #altair-viz-a464c337749d41708c1c308433138137.vega-embed details,\n",
-       "  #altair-viz-a464c337749d41708c1c308433138137.vega-embed details summary {\n",
+       "  #altair-viz-aa42cc7695364031862bbb2d87a61be0.vega-embed details,\n",
+       "  #altair-viz-aa42cc7695364031862bbb2d87a61be0.vega-embed details summary {\n",
        "    position: relative;\n",
        "  }\n",
        "</style>\n",
-       "<div id=\"altair-viz-a464c337749d41708c1c308433138137\"></div>\n",
+       "<div id=\"altair-viz-aa42cc7695364031862bbb2d87a61be0\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
        "  (function(spec, embedOpt){\n",
        "    let outputDiv = document.currentScript.previousElementSibling;\n",
-       "    if (outputDiv.id !== \"altair-viz-a464c337749d41708c1c308433138137\") {\n",
-       "      outputDiv = document.getElementById(\"altair-viz-a464c337749d41708c1c308433138137\");\n",
+       "    if (outputDiv.id !== \"altair-viz-aa42cc7695364031862bbb2d87a61be0\") {\n",
+       "      outputDiv = document.getElementById(\"altair-viz-aa42cc7695364031862bbb2d87a61be0\");\n",
        "    }\n",
        "    const paths = {\n",
        "      \"vega\": \"https://cdn.jsdelivr.net/npm/vega@5?noext\",\n",
@@ -3620,7 +3474,7 @@
        "alt.Chart(...)"
       ]
      },
-     "execution_count": 70,
+     "execution_count": 63,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3653,7 +3507,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
+   "execution_count": 64,
    "id": "878c5c8e-18c3-456a-b641-67ad010f5101",
    "metadata": {},
    "outputs": [
@@ -3676,7 +3530,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
+   "execution_count": 65,
    "id": "2a31bf27-ccc4-4ce3-8b6a-31dbd14caaf2",
    "metadata": {},
    "outputs": [
@@ -3783,7 +3637,7 @@
        "[267304 rows x 2 columns]"
       ]
      },
-     "execution_count": 72,
+     "execution_count": 65,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3794,7 +3648,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": 66,
    "id": "eb9780a3-b996-45af-9cc3-b41629ec0e55",
    "metadata": {},
    "outputs": [
@@ -3817,7 +3671,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": 67,
    "id": "6fc3be54-b8dc-4cf8-893e-565ffa02934d",
    "metadata": {},
    "outputs": [
@@ -3905,23 +3759,23 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>181477</th>\n",
-       "      <td>17788616141918607061</td>\n",
+       "      <th>40159</th>\n",
+       "      <td>7958386252736501273</td>\n",
        "      <td>1 (Tract 2623.01, Los Angeles, CA)</td>\n",
        "      <td>2623.01 (Los Angeles, CA)</td>\n",
        "      <td>Los Angeles County, CA</td>\n",
        "      <td>California</td>\n",
-       "      <td>1 (Tract 2679.01, Los Angeles, CA)</td>\n",
-       "      <td>2679.01 (Los Angeles, CA)</td>\n",
-       "      <td>Los Angeles County, CA</td>\n",
+       "      <td>1 (Tract 69, Ventura, CA)</td>\n",
+       "      <td>69 (Ventura, CA)</td>\n",
+       "      <td>Ventura County, CA</td>\n",
        "      <td>California</td>\n",
        "      <td>private_auto</td>\n",
-       "      <td>shop</td>\n",
+       "      <td>eat</td>\n",
        "      <td>home</td>\n",
-       "      <td>18:43:00</td>\n",
-       "      <td>19:00:47</td>\n",
-       "      <td>17</td>\n",
-       "      <td>9.4</td>\n",
+       "      <td>11:18:00</td>\n",
+       "      <td>12:03:59</td>\n",
+       "      <td>45</td>\n",
+       "      <td>29.6</td>\n",
        "      <td>unknown_vehicle_type</td>\n",
        "      <td>other_non_bev</td>\n",
        "      <td>NaN</td>\n",
@@ -3929,22 +3783,22 @@
        "      <td>NaN</td>\n",
        "      <td>single_family</td>\n",
        "      <td>single_family</td>\n",
-       "      <td>mixed_use</td>\n",
-       "      <td>office</td>\n",
-       "      <td>14673592671547908751</td>\n",
+       "      <td>retail</td>\n",
+       "      <td>retail</td>\n",
+       "      <td>8423484308586815884</td>\n",
        "      <td>9146817053558612433</td>\n",
-       "      <td>18.0</td>\n",
+       "      <td>32.0</td>\n",
        "      <td>female</td>\n",
-       "      <td>hispanic_or_latino_origin</td>\n",
+       "      <td>asian_not_hispanic_or_latino</td>\n",
        "      <td>employed</td>\n",
-       "      <td>employed_not_working</td>\n",
-       "      <td>17101.0</td>\n",
+       "      <td>in_person</td>\n",
+       "      <td>17261.0</td>\n",
        "      <td>private_auto</td>\n",
        "      <td>11.0</td>\n",
        "      <td>318660.0</td>\n",
        "      <td>three_plus</td>\n",
        "      <td>core</td>\n",
-       "      <td>naics72</td>\n",
+       "      <td>naics812199</td>\n",
        "      <td>single_family</td>\n",
        "      <td>not_attending_school</td>\n",
        "      <td>some_college</td>\n",
@@ -3954,8 +3808,8 @@
        "      <td>2623.01 (Los Angeles, CA)</td>\n",
        "      <td>Los Angeles County, CA</td>\n",
        "      <td>California</td>\n",
-       "      <td>1 (Tract 2163.02, Los Angeles, CA)</td>\n",
-       "      <td>2163.02 (Los Angeles, CA)</td>\n",
+       "      <td>1 (Tract 7010, Los Angeles, CA)</td>\n",
+       "      <td>7010 (Los Angeles, CA)</td>\n",
        "      <td>Los Angeles County, CA</td>\n",
        "      <td>California</td>\n",
        "    </tr>\n",
@@ -3964,71 +3818,71 @@
        "</div>"
       ],
       "text/plain": [
-       "                 activity_id                    origin_bgrp_2020  \\\n",
-       "181477  17788616141918607061  1 (Tract 2623.01, Los Angeles, CA)   \n",
+       "               activity_id                    origin_bgrp_2020  \\\n",
+       "40159  7958386252736501273  1 (Tract 2623.01, Los Angeles, CA)   \n",
        "\n",
-       "                 origin_trct_2020         origin_cty_2020 origin_st_2020  \\\n",
-       "181477  2623.01 (Los Angeles, CA)  Los Angeles County, CA     California   \n",
+       "                origin_trct_2020         origin_cty_2020 origin_st_2020  \\\n",
+       "40159  2623.01 (Los Angeles, CA)  Los Angeles County, CA     California   \n",
        "\n",
-       "                     destination_bgrp_2020      destination_trct_2020  \\\n",
-       "181477  1 (Tract 2679.01, Los Angeles, CA)  2679.01 (Los Angeles, CA)   \n",
+       "           destination_bgrp_2020 destination_trct_2020 destination_cty_2020  \\\n",
+       "40159  1 (Tract 69, Ventura, CA)      69 (Ventura, CA)   Ventura County, CA   \n",
        "\n",
-       "          destination_cty_2020 destination_st_2020  primary_mode trip_purpose  \\\n",
-       "181477  Los Angeles County, CA          California  private_auto         shop   \n",
+       "      destination_st_2020  primary_mode trip_purpose previous_trip_purpose  \\\n",
+       "40159          California  private_auto          eat                  home   \n",
        "\n",
-       "       previous_trip_purpose trip_start_time trip_end_time  \\\n",
-       "181477                  home        18:43:00      19:00:47   \n",
+       "      trip_start_time trip_end_time  trip_duration_minutes  \\\n",
+       "40159        11:18:00      12:03:59                     45   \n",
        "\n",
-       "        trip_duration_minutes  trip_distance_miles          vehicle_type  \\\n",
-       "181477                     17                  9.4  unknown_vehicle_type   \n",
+       "       trip_distance_miles          vehicle_type vehicle_fuel_type  \\\n",
+       "40159                 29.6  unknown_vehicle_type     other_non_bev   \n",
        "\n",
-       "       vehicle_fuel_type transit_submode transit_agency transit_route  \\\n",
-       "181477     other_non_bev             NaN            NaN           NaN   \n",
+       "      transit_submode transit_agency transit_route origin_land_use  \\\n",
+       "40159             NaN            NaN           NaN   single_family   \n",
        "\n",
-       "       origin_land_use origin_building_use destination_land_use  \\\n",
-       "181477   single_family       single_family            mixed_use   \n",
+       "      origin_building_use destination_land_use destination_building_use  \\\n",
+       "40159       single_family               retail                   retail   \n",
        "\n",
-       "       destination_building_use  trip_taker_person_id trip_taker_household_id  \\\n",
-       "181477                   office  14673592671547908751     9146817053558612433   \n",
+       "      trip_taker_person_id trip_taker_household_id  trip_taker_age  \\\n",
+       "40159  8423484308586815884     9146817053558612433            32.0   \n",
        "\n",
-       "        trip_taker_age trip_taker_sex  trip_taker_race_ethnicity  \\\n",
-       "181477            18.0         female  hispanic_or_latino_origin   \n",
+       "      trip_taker_sex     trip_taker_race_ethnicity  \\\n",
+       "40159         female  asian_not_hispanic_or_latino   \n",
        "\n",
-       "       trip_taker_employment_status        trip_taker_wfh  \\\n",
-       "181477                     employed  employed_not_working   \n",
+       "      trip_taker_employment_status trip_taker_wfh  \\\n",
+       "40159                     employed      in_person   \n",
        "\n",
-       "        trip_taker_individual_income trip_taker_commute_mode  \\\n",
-       "181477                       17101.0            private_auto   \n",
+       "       trip_taker_individual_income trip_taker_commute_mode  \\\n",
+       "40159                       17261.0            private_auto   \n",
        "\n",
-       "        trip_taker_household_size  trip_taker_household_income  \\\n",
-       "181477                       11.0                     318660.0   \n",
+       "       trip_taker_household_size  trip_taker_household_income  \\\n",
+       "40159                       11.0                     318660.0   \n",
        "\n",
-       "       trip_taker_available_vehicles trip_taker_resident_type  \\\n",
-       "181477                    three_plus                     core   \n",
+       "      trip_taker_available_vehicles trip_taker_resident_type  \\\n",
+       "40159                    three_plus                     core   \n",
        "\n",
-       "       trip_taker_industry trip_taker_building_type  \\\n",
-       "181477             naics72            single_family   \n",
+       "      trip_taker_industry trip_taker_building_type  \\\n",
+       "40159         naics812199            single_family   \n",
        "\n",
-       "       trip_taker_school_grade_attending trip_taker_education  \\\n",
-       "181477              not_attending_school         some_college   \n",
+       "      trip_taker_school_grade_attending trip_taker_education  \\\n",
+       "40159              not_attending_school         some_college   \n",
        "\n",
-       "       trip_taker_tenure trip_taker_language  \\\n",
-       "181477             owner       asian_pacific   \n",
+       "      trip_taker_tenure trip_taker_language  \\\n",
+       "40159             owner       asian_pacific   \n",
        "\n",
-       "                 trip_taker_home_bgrp_2020  trip_taker_home_trct_2020  \\\n",
-       "181477  1 (Tract 2623.01, Los Angeles, CA)  2623.01 (Los Angeles, CA)   \n",
+       "                trip_taker_home_bgrp_2020  trip_taker_home_trct_2020  \\\n",
+       "40159  1 (Tract 2623.01, Los Angeles, CA)  2623.01 (Los Angeles, CA)   \n",
        "\n",
-       "       trip_taker_home_cty_2020 trip_taker_home_st_2020  \\\n",
-       "181477   Los Angeles County, CA              California   \n",
+       "      trip_taker_home_cty_2020 trip_taker_home_st_2020  \\\n",
+       "40159   Los Angeles County, CA              California   \n",
        "\n",
-       "                 trip_taker_work_bgrp_2020  trip_taker_work_trct_2020  \\\n",
-       "181477  1 (Tract 2163.02, Los Angeles, CA)  2163.02 (Los Angeles, CA)   \n",
+       "             trip_taker_work_bgrp_2020 trip_taker_work_trct_2020  \\\n",
+       "40159  1 (Tract 7010, Los Angeles, CA)    7010 (Los Angeles, CA)   \n",
        "\n",
-       "       trip_taker_work_cty_2020 trip_taker_work_st_2020  \n",
-       "181477   Los Angeles County, CA              California  "
+       "      trip_taker_work_cty_2020 trip_taker_work_st_2020  \n",
+       "40159   Los Angeles County, CA              California  "
       ]
      },
-     "execution_count": 74,
+     "execution_count": 67,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4040,7 +3894,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 75,
+   "execution_count": 68,
    "id": "4eccfdf8-429e-43df-899e-f7d77e051831",
    "metadata": {},
    "outputs": [
@@ -4153,7 +4007,7 @@
        "6                       11.0  1  "
       ]
      },
-     "execution_count": 75,
+     "execution_count": 68,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4182,7 +4036,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 76,
+   "execution_count": 69,
    "id": "1483249f-602c-4805-bcc4-d55e018022ad",
    "metadata": {},
    "outputs": [
@@ -4205,7 +4059,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 77,
+   "execution_count": 70,
    "id": "5c1894f0-bd42-4014-89d4-6e8d43809319",
    "metadata": {},
    "outputs": [
@@ -4267,7 +4121,7 @@
        "3                      NaN            1"
       ]
      },
-     "execution_count": 77,
+     "execution_count": 70,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4286,7 +4140,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 78,
+   "execution_count": 71,
    "id": "2e4bd058-9c4d-4989-a5fc-db6cf6130bf2",
    "metadata": {
     "tags": []
@@ -4466,7 +4320,7 @@
        "9  39.824844  "
       ]
      },
-     "execution_count": 78,
+     "execution_count": 71,
      "metadata": {},
      "output_type": "execute_result"
     }