diff --git a/sb125_analyses/quick_mts_jobs/quick_mts_jobs.ipynb b/sb125_analyses/quick_mts_jobs/quick_mts_jobs.ipynb
index 8a0f54ae7..fcca1ee9c 100644
--- a/sb125_analyses/quick_mts_jobs/quick_mts_jobs.ipynb
+++ b/sb125_analyses/quick_mts_jobs/quick_mts_jobs.ipynb
@@ -60,6 +60,7 @@
    "cell_type": "markdown",
    "id": "cbb60432-979b-4727-b7d6-392d5ef393bb",
    "metadata": {
+    "jp-MarkdownHeadingCollapsed": true,
     "tags": []
    },
    "source": [
@@ -68,7 +69,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "id": "2dfaa4c9-fcc4-44e4-b2e8-af087d6b9b4d",
    "metadata": {},
    "outputs": [],
@@ -81,7 +82,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "id": "1a33d692-09ac-4851-bf2a-642f945ea826",
    "metadata": {},
    "outputs": [],
@@ -91,7 +92,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "id": "617ca48d-35d2-4da9-bd27-905399ed6b14",
    "metadata": {},
    "outputs": [],
@@ -101,19 +102,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "id": "f275434d-8a94-4c87-9057-7404a3e2dddc",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_352/3750344097.py:3: DtypeWarning: Columns (2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72) have mixed types. Specify dtype option on import or set low_memory=False.\n",
-      "  df2 = pd.read_csv(f)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "with zipfile.ZipFile('./DECENNIALPL2020.P1_2024-10-16T105517.zip', 'r') as myzip:\n",
     "    with myzip.open('DECENNIALPL2020.P1-Data.csv') as f:\n",
@@ -122,7 +114,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "id": "5b9e9f90-d997-4ddc-851e-55f9e94efde3",
    "metadata": {},
    "outputs": [],
@@ -132,7 +124,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "id": "6e74b3f9-1633-4646-bfda-c535f1074421",
    "metadata": {},
    "outputs": [],
@@ -142,7 +134,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "id": "df3bf725-177b-48eb-87d7-7d3cd7313ad7",
    "metadata": {},
    "outputs": [],
@@ -152,7 +144,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "id": "fb52c09c-f024-4118-85d4-3122485dc0d7",
    "metadata": {},
    "outputs": [],
@@ -162,194 +154,49 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "id": "ff8d931c-8dd2-48ad-ab72-d27a216146c8",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
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-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
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-       "\n",
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-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>GEO_ID</th>\n",
-       "      <th>NAME</th>\n",
-       "      <th>P1_001N</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>60014001001000</td>\n",
-       "      <td>Block 1000, Block Group 1, Census Tract 4001, ...</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>60014001001001</td>\n",
-       "      <td>Block 1001, Block Group 1, Census Tract 4001, ...</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>60014001001002</td>\n",
-       "      <td>Block 1002, Block Group 1, Census Tract 4001, ...</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "           GEO_ID                                               NAME  P1_001N\n",
-       "1  60014001001000  Block 1000, Block Group 1, Census Tract 4001, ...        0\n",
-       "2  60014001001001  Block 1001, Block Group 1, Census Tract 4001, ...        0\n",
-       "3  60014001001002  Block 1002, Block Group 1, Census Tract 4001, ...        0"
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df2 >> head(3)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "id": "354459c3-9be8-47db-bb4e-7878cbae5e15",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "GEO_ID      int64\n",
-       "NAME       object\n",
-       "P1_001N     int64\n",
-       "dtype: object"
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df2.dtypes"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": null,
    "id": "31d44c92-2be5-4851-91ba-71d37a1017ee",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
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-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
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-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>w_geocode</th>\n",
-       "      <th>C000</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>60014001001003</td>\n",
-       "      <td>23</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>60014001001010</td>\n",
-       "      <td>5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>60014001001011</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "        w_geocode  C000\n",
-       "0  60014001001003    23\n",
-       "1  60014001001010     5\n",
-       "2  60014001001011     1"
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df >> head(3)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "id": "c3377ae1-6be9-468d-a765-578cdf688a94",
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "w_geocode    int64\n",
-       "C000         int64\n",
-       "dtype: object"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df.dtypes"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "id": "cef7a4bd-d13a-4387-9f1a-8f5faecbb547",
    "metadata": {},
    "outputs": [],
@@ -359,293 +206,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "id": "4c1c0e5a-7f70-43d5-ae05-cd0fe334ae4b",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
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-       "\n",
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-       "</style>\n",
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-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>GEO_ID</th>\n",
-       "      <th>NAME</th>\n",
-       "      <th>P1_001N</th>\n",
-       "      <th>w_geocode</th>\n",
-       "      <th>C000</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>60014001001003</td>\n",
-       "      <td>Block 1003, Block Group 1, Census Tract 4001, ...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>60014001001003</td>\n",
-       "      <td>23</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>60014001001010</td>\n",
-       "      <td>Block 1010, Block Group 1, Census Tract 4001, ...</td>\n",
-       "      <td>130</td>\n",
-       "      <td>60014001001010</td>\n",
-       "      <td>5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>60014001001011</td>\n",
-       "      <td>Block 1011, Block Group 1, Census Tract 4001, ...</td>\n",
-       "      <td>153</td>\n",
-       "      <td>60014001001011</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>60014001001013</td>\n",
-       "      <td>Block 1013, Block Group 1, Census Tract 4001, ...</td>\n",
-       "      <td>21</td>\n",
-       "      <td>60014001001013</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>60014001001015</td>\n",
-       "      <td>Block 1015, Block Group 1, Census Tract 4001, ...</td>\n",
-       "      <td>20</td>\n",
-       "      <td>60014001001015</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>252467</th>\n",
-       "      <td>61150411021031</td>\n",
-       "      <td>Block 1031, Block Group 1, Census Tract 411.02...</td>\n",
-       "      <td>200</td>\n",
-       "      <td>61150411021031</td>\n",
-       "      <td>5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>252468</th>\n",
-       "      <td>61150411021035</td>\n",
-       "      <td>Block 1035, Block Group 1, Census Tract 411.02...</td>\n",
-       "      <td>91</td>\n",
-       "      <td>61150411021035</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>252469</th>\n",
-       "      <td>61150411021037</td>\n",
-       "      <td>Block 1037, Block Group 1, Census Tract 411.02...</td>\n",
-       "      <td>21</td>\n",
-       "      <td>61150411021037</td>\n",
-       "      <td>9</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>252470</th>\n",
-       "      <td>61150411021039</td>\n",
-       "      <td>Block 1039, Block Group 1, Census Tract 411.02...</td>\n",
-       "      <td>54</td>\n",
-       "      <td>61150411021039</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>252471</th>\n",
-       "      <td>61150411021047</td>\n",
-       "      <td>Block 1047, Block Group 1, Census Tract 411.02...</td>\n",
-       "      <td>135</td>\n",
-       "      <td>61150411021047</td>\n",
-       "      <td>33</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>252472 rows × 5 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                GEO_ID                                               NAME  \\\n",
-       "0       60014001001003  Block 1003, Block Group 1, Census Tract 4001, ...   \n",
-       "1       60014001001010  Block 1010, Block Group 1, Census Tract 4001, ...   \n",
-       "2       60014001001011  Block 1011, Block Group 1, Census Tract 4001, ...   \n",
-       "3       60014001001013  Block 1013, Block Group 1, Census Tract 4001, ...   \n",
-       "4       60014001001015  Block 1015, Block Group 1, Census Tract 4001, ...   \n",
-       "...                ...                                                ...   \n",
-       "252467  61150411021031  Block 1031, Block Group 1, Census Tract 411.02...   \n",
-       "252468  61150411021035  Block 1035, Block Group 1, Census Tract 411.02...   \n",
-       "252469  61150411021037  Block 1037, Block Group 1, Census Tract 411.02...   \n",
-       "252470  61150411021039  Block 1039, Block Group 1, Census Tract 411.02...   \n",
-       "252471  61150411021047  Block 1047, Block Group 1, Census Tract 411.02...   \n",
-       "\n",
-       "        P1_001N       w_geocode  C000  \n",
-       "0             0  60014001001003    23  \n",
-       "1           130  60014001001010     5  \n",
-       "2           153  60014001001011     1  \n",
-       "3            21  60014001001013     4  \n",
-       "4            20  60014001001015     3  \n",
-       "...         ...             ...   ...  \n",
-       "252467      200  61150411021031     5  \n",
-       "252468       91  61150411021035     3  \n",
-       "252469       21  61150411021037     9  \n",
-       "252470       54  61150411021039     4  \n",
-       "252471      135  61150411021047    33  \n",
-       "\n",
-       "[252472 rows x 5 columns]"
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "joined"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
    "id": "07d88a37-eabe-4052-a223-7e41f9c68b3f",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>agency_primary</th>\n",
-       "      <th>agency_secondary</th>\n",
-       "      <th>hqta_type</th>\n",
-       "      <th>hqta_details</th>\n",
-       "      <th>route_id</th>\n",
-       "      <th>base64_url_primary</th>\n",
-       "      <th>base64_url_secondary</th>\n",
-       "      <th>org_id_primary</th>\n",
-       "      <th>org_id_secondary</th>\n",
-       "      <th>geometry</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Alameda-Contra Costa Transit District</td>\n",
-       "      <td>None</td>\n",
-       "      <td>hq_corridor_bus</td>\n",
-       "      <td>stop_along_hq_bus_corridor_single_operator</td>\n",
-       "      <td>10</td>\n",
-       "      <td>aHR0cHM6Ly9hcGkuNTExLm9yZy90cmFuc2l0L2RhdGFmZW...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>recOZgevYf7Jimm9L</td>\n",
-       "      <td>None</td>\n",
-       "      <td>MULTIPOLYGON (((-122.09630 37.66978, -122.0963...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>Alameda-Contra Costa Transit District</td>\n",
-       "      <td>None</td>\n",
-       "      <td>hq_corridor_bus</td>\n",
-       "      <td>stop_along_hq_bus_corridor_single_operator</td>\n",
-       "      <td>12</td>\n",
-       "      <td>aHR0cHM6Ly9hcGkuNTExLm9yZy90cmFuc2l0L2RhdGFmZW...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>recOZgevYf7Jimm9L</td>\n",
-       "      <td>None</td>\n",
-       "      <td>MULTIPOLYGON (((-122.28456 37.79937, -122.2844...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Alameda-Contra Costa Transit District</td>\n",
-       "      <td>None</td>\n",
-       "      <td>hq_corridor_bus</td>\n",
-       "      <td>stop_along_hq_bus_corridor_single_operator</td>\n",
-       "      <td>14</td>\n",
-       "      <td>aHR0cHM6Ly9hcGkuNTExLm9yZy90cmFuc2l0L2RhdGFmZW...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>recOZgevYf7Jimm9L</td>\n",
-       "      <td>None</td>\n",
-       "      <td>POLYGON ((-122.31124 37.80881, -122.31122 37.8...</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                          agency_primary agency_secondary        hqta_type  \\\n",
-       "0  Alameda-Contra Costa Transit District             None  hq_corridor_bus   \n",
-       "1  Alameda-Contra Costa Transit District             None  hq_corridor_bus   \n",
-       "2  Alameda-Contra Costa Transit District             None  hq_corridor_bus   \n",
-       "\n",
-       "                                 hqta_details route_id  \\\n",
-       "0  stop_along_hq_bus_corridor_single_operator       10   \n",
-       "1  stop_along_hq_bus_corridor_single_operator       12   \n",
-       "2  stop_along_hq_bus_corridor_single_operator       14   \n",
-       "\n",
-       "                                  base64_url_primary base64_url_secondary  \\\n",
-       "0  aHR0cHM6Ly9hcGkuNTExLm9yZy90cmFuc2l0L2RhdGFmZW...                 None   \n",
-       "1  aHR0cHM6Ly9hcGkuNTExLm9yZy90cmFuc2l0L2RhdGFmZW...                 None   \n",
-       "2  aHR0cHM6Ly9hcGkuNTExLm9yZy90cmFuc2l0L2RhdGFmZW...                 None   \n",
-       "\n",
-       "      org_id_primary org_id_secondary  \\\n",
-       "0  recOZgevYf7Jimm9L             None   \n",
-       "1  recOZgevYf7Jimm9L             None   \n",
-       "2  recOZgevYf7Jimm9L             None   \n",
-       "\n",
-       "                                            geometry  \n",
-       "0  MULTIPOLYGON (((-122.09630 37.66978, -122.0963...  \n",
-       "1  MULTIPOLYGON (((-122.28456 37.79937, -122.2844...  \n",
-       "2  POLYGON ((-122.31124 37.80881, -122.31122 37.8...  "
-      ]
-     },
-     "execution_count": 21,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "hqta >> head(3)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": null,
    "id": "12463b53-68e3-4908-86d3-29cc3f3ad6e3",
    "metadata": {},
    "outputs": [],
@@ -655,7 +236,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": null,
    "id": "9251e399-0c2d-4de3-a35f-da563d95bdb5",
    "metadata": {},
    "outputs": [],
@@ -665,7 +246,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": null,
    "id": "68ab1dd0-f08c-4431-9ba9-6abd09af35cf",
    "metadata": {},
    "outputs": [],
@@ -675,7 +256,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": null,
    "id": "8e695d25-5850-4517-911c-70155efd6efc",
    "metadata": {},
    "outputs": [],
@@ -685,7 +266,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": null,
    "id": "f807f1ff-7716-4942-b719-1858dd821b52",
    "metadata": {},
    "outputs": [],
@@ -695,236 +276,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": null,
    "id": "1647e255-f72a-4fb5-b209-f90850ad00cf",
    "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>GEO_ID</th>\n",
-       "      <th>POP20</th>\n",
-       "      <th>HOUSING20</th>\n",
-       "      <th>geometry</th>\n",
-       "      <th>NAME</th>\n",
-       "      <th>P1_001N</th>\n",
-       "      <th>w_geocode</th>\n",
-       "      <th>C000</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
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-       "      <td>165</td>\n",
-       "      <td>40</td>\n",
-       "      <td>POLYGON ((-117.59180 33.97054, -117.59059 33.9...</td>\n",
-       "      <td>Block 2004, Block Group 2, Census Tract 406.11...</td>\n",
-       "      <td>165</td>\n",
-       "      <td>60650406112004</td>\n",
-       "      <td>4</td>\n",
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-       "    <tr>\n",
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-       "      <td>POLYGON ((-121.53676 38.58855, -121.53421 38.5...</td>\n",
-       "      <td>Block 2011, Block Group 2, Census Tract 101.03...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>61130101032011</td>\n",
-       "      <td>503</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>61130115001002</td>\n",
-       "      <td>25</td>\n",
-       "      <td>18</td>\n",
-       "      <td>POLYGON ((-122.25881 38.90023, -122.25799 38.8...</td>\n",
-       "      <td>Block 1002, Block Group 1, Census Tract 115, Y...</td>\n",
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-       "      <td>61130115001002</td>\n",
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-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>61130107041021</td>\n",
-       "      <td>67</td>\n",
-       "      <td>20</td>\n",
-       "      <td>POLYGON ((-121.75876 38.54680, -121.75874 38.5...</td>\n",
-       "      <td>Block 1021, Block Group 1, Census Tract 107.04...</td>\n",
-       "      <td>67</td>\n",
-       "      <td>61130107041021</td>\n",
-       "      <td>7</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>61130112071032</td>\n",
-       "      <td>17</td>\n",
-       "      <td>7</td>\n",
-       "      <td>POLYGON ((-121.82142 38.63702, -121.82142 38.6...</td>\n",
-       "      <td>Block 1032, Block Group 1, Census Tract 112.07...</td>\n",
-       "      <td>17</td>\n",
-       "      <td>61130112071032</td>\n",
-       "      <td>18</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>252467</th>\n",
-       "      <td>60890123012008</td>\n",
-       "      <td>138</td>\n",
-       "      <td>61</td>\n",
-       "      <td>POLYGON ((-122.38878 40.49293, -122.38834 40.4...</td>\n",
-       "      <td>Block 2008, Block Group 2, Census Tract 123.01...</td>\n",
-       "      <td>138</td>\n",
-       "      <td>60890123012008</td>\n",
-       "      <td>10</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>252468</th>\n",
-       "      <td>60770011011017</td>\n",
-       "      <td>94</td>\n",
-       "      <td>34</td>\n",
-       "      <td>POLYGON ((-121.32608 37.97434, -121.32569 37.9...</td>\n",
-       "      <td>Block 1017, Block Group 1, Census Tract 11.01,...</td>\n",
-       "      <td>94</td>\n",
-       "      <td>60770011011017</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>252469</th>\n",
-       "      <td>60014402001014</td>\n",
-       "      <td>43</td>\n",
-       "      <td>16</td>\n",
-       "      <td>POLYGON ((-122.01943 37.60060, -122.01904 37.6...</td>\n",
-       "      <td>Block 1014, Block Group 1, Census Tract 4402, ...</td>\n",
-       "      <td>43</td>\n",
-       "      <td>60014402001014</td>\n",
-       "      <td>5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>252470</th>\n",
-       "      <td>60590630072015</td>\n",
-       "      <td>119</td>\n",
-       "      <td>54</td>\n",
-       "      <td>POLYGON ((-117.86737 33.63054, -117.86736 33.6...</td>\n",
-       "      <td>Block 2015, Block Group 2, Census Tract 630.07...</td>\n",
-       "      <td>119</td>\n",
-       "      <td>60590630072015</td>\n",
-       "      <td>5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>252471</th>\n",
-       "      <td>60376013033003</td>\n",
-       "      <td>440</td>\n",
-       "      <td>221</td>\n",
-       "      <td>POLYGON ((-118.36499 33.97686, -118.36407 33.9...</td>\n",
-       "      <td>Block 3003, Block Group 3, Census Tract 6013.0...</td>\n",
-       "      <td>440</td>\n",
-       "      <td>60376013033003</td>\n",
-       "      <td>33</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>252472 rows × 8 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                GEO_ID  POP20  HOUSING20  \\\n",
-       "0       60650406112004    165         40   \n",
-       "1       61130101032011      0          0   \n",
-       "2       61130115001002     25         18   \n",
-       "3       61130107041021     67         20   \n",
-       "4       61130112071032     17          7   \n",
-       "...                ...    ...        ...   \n",
-       "252467  60890123012008    138         61   \n",
-       "252468  60770011011017     94         34   \n",
-       "252469  60014402001014     43         16   \n",
-       "252470  60590630072015    119         54   \n",
-       "252471  60376013033003    440        221   \n",
-       "\n",
-       "                                                 geometry  \\\n",
-       "0       POLYGON ((-117.59180 33.97054, -117.59059 33.9...   \n",
-       "1       POLYGON ((-121.53676 38.58855, -121.53421 38.5...   \n",
-       "2       POLYGON ((-122.25881 38.90023, -122.25799 38.8...   \n",
-       "3       POLYGON ((-121.75876 38.54680, -121.75874 38.5...   \n",
-       "4       POLYGON ((-121.82142 38.63702, -121.82142 38.6...   \n",
-       "...                                                   ...   \n",
-       "252467  POLYGON ((-122.38878 40.49293, -122.38834 40.4...   \n",
-       "252468  POLYGON ((-121.32608 37.97434, -121.32569 37.9...   \n",
-       "252469  POLYGON ((-122.01943 37.60060, -122.01904 37.6...   \n",
-       "252470  POLYGON ((-117.86737 33.63054, -117.86736 33.6...   \n",
-       "252471  POLYGON ((-118.36499 33.97686, -118.36407 33.9...   \n",
-       "\n",
-       "                                                     NAME  P1_001N  \\\n",
-       "0       Block 2004, Block Group 2, Census Tract 406.11...      165   \n",
-       "1       Block 2011, Block Group 2, Census Tract 101.03...        0   \n",
-       "2       Block 1002, Block Group 1, Census Tract 115, Y...       25   \n",
-       "3       Block 1021, Block Group 1, Census Tract 107.04...       67   \n",
-       "4       Block 1032, Block Group 1, Census Tract 112.07...       17   \n",
-       "...                                                   ...      ...   \n",
-       "252467  Block 2008, Block Group 2, Census Tract 123.01...      138   \n",
-       "252468  Block 1017, Block Group 1, Census Tract 11.01,...       94   \n",
-       "252469  Block 1014, Block Group 1, Census Tract 4402, ...       43   \n",
-       "252470  Block 2015, Block Group 2, Census Tract 630.07...      119   \n",
-       "252471  Block 3003, Block Group 3, Census Tract 6013.0...      440   \n",
-       "\n",
-       "             w_geocode  C000  \n",
-       "0       60650406112004     4  \n",
-       "1       61130101032011   503  \n",
-       "2       61130115001002     1  \n",
-       "3       61130107041021     7  \n",
-       "4       61130112071032    18  \n",
-       "...                ...   ...  \n",
-       "252467  60890123012008    10  \n",
-       "252468  60770011011017     1  \n",
-       "252469  60014402001014     5  \n",
-       "252470  60590630072015     5  \n",
-       "252471  60376013033003    33  \n",
-       "\n",
-       "[252472 rows x 8 columns]"
-      ]
-     },
-     "execution_count": 34,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "joined"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": null,
    "id": "389cd2e2-9141-4944-842d-472efa097d89",
    "metadata": {},
    "outputs": [],
@@ -935,7 +297,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": null,
    "id": "8f5c9d53-17f1-43b0-871d-4f6d3d443915",
    "metadata": {},
    "outputs": [],
@@ -945,7 +307,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": null,
    "id": "ec2f1f5e-797e-41bf-892b-7d0816d651cb",
    "metadata": {},
    "outputs": [],
@@ -965,7 +327,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 5,
    "id": "83a114dc-7c0c-499a-8dd2-d8fc22598bf7",
    "metadata": {},
    "outputs": [],
@@ -975,7 +337,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 6,
    "id": "8b7f2f62-b63a-4ca4-95b4-fddd169b4cb6",
    "metadata": {},
    "outputs": [
@@ -1048,7 +410,7 @@
        "2  POLYGON ((-122.25881 38.90023, -122.25799 38.8...  "
       ]
      },
-     "execution_count": 39,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1059,7 +421,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 7,
    "id": "aaabeb5d-80f2-4c58-ba37-e6e580792013",
    "metadata": {},
    "outputs": [],
@@ -1069,7 +431,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 8,
    "id": "d945c5b5-b836-44e2-9a18-5a1fce9e377e",
    "metadata": {},
    "outputs": [],
@@ -1079,7 +441,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 9,
    "id": "3618e30f-e55c-452d-b73b-152e85a31261",
    "metadata": {},
    "outputs": [],
@@ -1089,7 +451,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 10,
    "id": "8cab1c45-9271-468c-a926-4a5641a95c70",
    "metadata": {},
    "outputs": [],
@@ -1099,7 +461,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 11,
    "id": "18d6c363-0373-4692-bba4-7a56b078ef49",
    "metadata": {},
    "outputs": [],
@@ -1109,7 +471,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 12,
    "id": "f267f605-034e-4bb7-983f-5112dab47bb0",
    "metadata": {},
    "outputs": [],
@@ -1119,7 +481,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 13,
    "id": "3775a378-f75c-4a38-8eaa-3443399e9694",
    "metadata": {},
    "outputs": [
@@ -1336,7 +698,7 @@
        "[4478470 rows x 9 columns]"
       ]
      },
-     "execution_count": 46,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1347,7 +709,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 14,
    "id": "624a8b6d-12e6-4c06-8c5f-e56176002f71",
    "metadata": {},
    "outputs": [],
@@ -1357,7 +719,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 15,
    "id": "e5ef48a1-006f-43af-8557-96f26e4e4a44",
    "metadata": {},
    "outputs": [
@@ -1537,7 +899,7 @@
        "[4478470 rows x 7 columns]"
       ]
      },
-     "execution_count": 48,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1548,7 +910,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 16,
    "id": "021be2a9-f51d-48ff-81d8-950eccbe722d",
    "metadata": {},
    "outputs": [],
@@ -1562,7 +924,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 17,
    "id": "88d408e3-3dba-4f1f-a606-bdb46f9fabef",
    "metadata": {},
    "outputs": [
@@ -1742,7 +1104,7 @@
        "[49227 rows x 7 columns]"
       ]
      },
-     "execution_count": 50,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1753,7 +1115,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 18,
    "id": "17791638-a6a9-4c40-80bc-0fa1cd9315d7",
    "metadata": {},
    "outputs": [
@@ -1919,7 +1281,7 @@
        "4       5220.0      15627.0     32754.00  "
       ]
      },
-     "execution_count": 51,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1941,7 +1303,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 19,
    "id": "faf99aef-67e3-48cc-9ccc-f89b9b0fedff",
    "metadata": {},
    "outputs": [
@@ -2267,7 +1629,7 @@
        "[288 rows x 17 columns]"
       ]
      },
-     "execution_count": 52,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2289,7 +1651,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 20,
    "id": "b37541b1-a5b7-4c5e-8a1b-ed619c1d7241",
    "metadata": {},
    "outputs": [],