From 0f62ab64dd5321dd1d92b0861da131f73c693feb Mon Sep 17 00:00:00 2001 From: amandaha8 Date: Mon, 29 Jun 2026 23:55:37 +0000 Subject: [PATCH 1/4] figuring out why rows dont match --- dla/iija/_script_utils.py | 27 +- dla/iija/run_script.ipynb | 955 +++++++++++++++++++++++++++++++++----- 2 files changed, 840 insertions(+), 142 deletions(-) diff --git a/dla/iija/_script_utils.py b/dla/iija/_script_utils.py index c7cfcff29f..b4fce08f63 100644 --- a/dla/iija/_script_utils.py +++ b/dla/iija/_script_utils.py @@ -71,26 +71,19 @@ def add_county_abbrev(df, county_name_col): ### read county data in from the shared_data catalog catalog = intake.open_catalog("../../_shared_utils/shared_utils/shared_data_catalog.yml") - # counties = to_snakecase((catalog.ca_counties.read()))[["name", "cnty_fips"]] - # counties.cnty_fips = counties.cnty_fips.astype(int) - - counties = to_snakecase((catalog.ca_counties.read()))[["name"]] + counties = to_snakecase((catalog.ca_counties.read())) county_codes = to_snakecase((pd.read_excel(f"{GCS_FILE_PATH}/CountyNameToCodeLookUp.xlsx"))) ### create dict to map - county_mapping = pd.merge(county_codes, counties, left_on ="county_name", right_on = "name",how = "inner") - county_mapping = county_mapping.drop(columns = ["name"]) + county_mapping = pd.merge(county_codes, counties, on = ["county_name"], how = "inner") county_mapping = county_mapping.rename(columns = {"rca_county_code":"county_name_abbrev"}) + # There are 2 county_codes now. + df = df.rename(columns = {"county_code":'og_county_code'}) df = pd.merge(df, county_mapping, on = ["county_name"], how = "left") - - # df = df.drop(columns = ["cnty_fips"]) - - ### map values to the df - #df[f"{county_name_col}_abbrev"] = df[county_name_col].map(county_mapping) - - #df[f"{county_name_col}_abbrev"] = df[f"{county_name_col}_abbrev"].fillna('NA') - + + df = df.drop(columns = ["county_code"]) + df = df.rename(columns = {"og_county_code":'county_code'}) return df @@ -583,7 +576,7 @@ def get_new_desc_title(df): #remove project method column values so that the title function wont double count proj_unique_cat.loc[proj_unique_cat['project_type'] == 'Project', 'project_method'] = "" - proj_unique_cat['project_type'] = proj_unique_cat['project_type'].replace('Project', np.NaN) + proj_unique_cat['project_type'] = proj_unique_cat['project_type'].replace('Project', np.nan) #update for the projects not in the first round of descriptions proj_unique_cat_title = add_description_4_no_match(proj_unique_cat, 'improvement_type_description') @@ -686,10 +679,10 @@ def get_clean_data(df, full_or_agg = ''): return df -def run_script_original(file_name, recipient_column, df_agg_level): +def run_script_original(file_name:str, sheet:str, recipient_column:str, df_agg_level:str): ### Read in data - proj_list = to_snakecase(pd.read_excel(f"{GCS_FILE_PATH}/{file_name}")) + proj_list = to_snakecase(pd.read_excel(f"{GCS_FILE_PATH}/{file_name}", sheet_name = sheet)) proj_list = proj_list.rename(columns = {"summary_recipient": "summary_recipient_defined_text_field_1_value"}) ### run function to get new program codes diff --git a/dla/iija/run_script.ipynb b/dla/iija/run_script.ipynb index de199b9383..8d73871043 100644 --- a/dla/iija/run_script.ipynb +++ b/dla/iija/run_script.ipynb @@ -34,6 +34,17 @@ { "cell_type": "code", "execution_count": 2, + "id": "5a3b874f-7eed-457e-92ec-7e2c8ec91225", + "metadata": {}, + "outputs": [], + "source": [ + "from calitp_data_analysis.gcs_geopandas import GCSGeoPandas\n", + "gcsgp = GCSGeoPandas()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, "id": "ce77f2af-baa1-4cc7-ad1a-64ec8d12e0e9", "metadata": { "tags": [] @@ -46,7 +57,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "c7995807-e85f-48fa-a4e8-db986f89778a", "metadata": { "tags": [] @@ -83,7 +94,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "50c0f7c4-0c73-47d8-b56e-2ae9111e248f", "metadata": { "tags": [] @@ -95,7 +106,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "e97910e0-80a7-4eb7-9c42-ab09e017157d", "metadata": { "tags": [] @@ -103,7 +114,7 @@ "outputs": [], "source": [ "# update this path to the latest IIJA data\n", - "my_file = \"IIJA_ToDDS_20260113.xlsx\"" + "my_file = \"IIJA_ToDDS_20260623.xlsx\"" ] }, { @@ -122,35 +133,36 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "id": "e104318c-bd90-42d6-9c1d-36a9e8ceb003", "metadata": { "tags": [] }, "outputs": [], "source": [ - "check_data = to_snakecase(pd.read_excel(f\"{GCS_FILE_PATH}/{my_file}\"))" + "check_data = to_snakecase(pd.read_excel(f\"{GCS_FILE_PATH}/{my_file}\", sheet_name=\"Sheet1\"))" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "0d841ce8-40fa-48f5-a1f6-12eba5035eaa", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Index(['fmis_transaction_date', 'program_code', 'program_code_description',\n", - " 'project_number', 'recipient_project_number', '_10_id', 'project_title',\n", - " 'county_code', 'congressional_district', 'project_status_description',\n", + "Index(['fmis_transaction_date', 'program_code', 'unnamed:_2',\n", + " 'program_code_description', 'project_number',\n", + " 'recipient_project_number', '_10_id', 'project_title', 'county_code',\n", + " 'unnamed:_9', 'congressional_district', 'project_status_description',\n", " 'project_description', 'improvement_type',\n", " 'improvement_type_description', 'total_cost_amount',\n", " 'obligations_amount', 'summary_recipient_defined_text_field_1_value'],\n", " dtype='object')" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -161,7 +173,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 10, "id": "720b2731-1646-414d-bb72-345a8fdc27ce", "metadata": { "tags": [] @@ -190,12 +202,14 @@ " \n", " fmis_transaction_date\n", " program_code\n", + " unnamed:_2\n", " program_code_description\n", " project_number\n", " recipient_project_number\n", " _10_id\n", " project_title\n", " county_code\n", + " unnamed:_9\n", " congressional_district\n", " project_status_description\n", " project_description\n", @@ -209,54 +223,56 @@ " \n", " \n", " 0\n", - " 2023-05-09\n", - " Y240\n", + " 2022-10-27\n", + " YS30\n", + " NaN\n", " SURFAC TRNSP BLK GRTS-FLX IIJA\n", " Q101398\n", " 0100000193S\n", " 0100000193\n", " IN DEL NORTE COUNTY NEAR CRESCENT CITY FROM 0.3 MILE SOUTH OF SMITH RIVER BRIDGE TO 0.4 MILE NORTH OF SMITH RIVER BRIDGE REPLACE BRIDGE\n", " 15\n", - " Cong Dist 2\n", + " NaN\n", + " Cong Dist 1\n", " Active\n", - " ON STATE ROUTE: 101. IN DEL NORTE COUNTY NEAR CRESCENT CITY FROM 0.3 MILE SOUTH OF SMITH RIVER BRIDGE TO 0.4 MILE NORTH OF SMITH RIVER BRIDGE REPLACE BRIDGE\n", - " 11\n", - " Bridge Replacement - No Added Capacity\n", - " 86547400.0\n", - " 75963900.0\n", - " S NON-MPO\n", + " SIXTEEN STOP-CONTROLLED INTERSECTIONS AT VARIOUS LOCATIONS SYSTEMICALLY IMPROVE MINOR STREET APPROACHES WITH A COMBINATION OF ADDITIONAL INTERSECTION WARNING/REGULATORY SIGNS, IMPROVED PAVEMENT MARKINGS, AND IMPROVED SIGHT TRIANGLES.\n", + " 4\n", + " 4R - No Added Capacity\n", + " 366560.0\n", + " 329904.0\n", + " L5425BCAG\n", " \n", " \n", "\n", "" ], "text/plain": [ - " fmis_transaction_date program_code program_code_description \\\n", - "0 2023-05-09 Y240 SURFAC TRNSP BLK GRTS-FLX IIJA \n", + " fmis_transaction_date program_code unnamed:_2 \\\n", + "0 2022-10-27 YS30 NaN \n", + "\n", + " program_code_description project_number recipient_project_number \\\n", + "0 SURFAC TRNSP BLK GRTS-FLX IIJA Q101398 0100000193S \n", "\n", - " project_number recipient_project_number _10_id \\\n", - "0 Q101398 0100000193S 0100000193 \n", + " _10_id \\\n", + "0 0100000193 \n", "\n", " project_title \\\n", "0 IN DEL NORTE COUNTY NEAR CRESCENT CITY FROM 0.3 MILE SOUTH OF SMITH RIVER BRIDGE TO 0.4 MILE NORTH OF SMITH RIVER BRIDGE REPLACE BRIDGE \n", "\n", - " county_code congressional_district project_status_description \\\n", - "0 15 Cong Dist 2 Active \n", + " county_code unnamed:_9 congressional_district project_status_description \\\n", + "0 15 NaN Cong Dist 1 Active \n", "\n", - " project_description \\\n", - "0 ON STATE ROUTE: 101. IN DEL NORTE COUNTY NEAR CRESCENT CITY FROM 0.3 MILE SOUTH OF SMITH RIVER BRIDGE TO 0.4 MILE NORTH OF SMITH RIVER BRIDGE REPLACE BRIDGE \n", + " project_description \\\n", + "0 SIXTEEN STOP-CONTROLLED INTERSECTIONS AT VARIOUS LOCATIONS SYSTEMICALLY IMPROVE MINOR STREET APPROACHES WITH A COMBINATION OF ADDITIONAL INTERSECTION WARNING/REGULATORY SIGNS, IMPROVED PAVEMENT MARKINGS, AND IMPROVED SIGHT TRIANGLES. \n", "\n", - " improvement_type improvement_type_description \\\n", - "0 11 Bridge Replacement - No Added Capacity \n", + " improvement_type improvement_type_description total_cost_amount \\\n", + "0 4 4R - No Added Capacity 366560.0 \n", "\n", - " total_cost_amount obligations_amount \\\n", - "0 86547400.0 75963900.0 \n", - "\n", - " summary_recipient_defined_text_field_1_value \n", - "0 S NON-MPO " + " obligations_amount summary_recipient_defined_text_field_1_value \n", + "0 329904.0 L5425BCAG " ] }, - "execution_count": 7, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -276,8 +292,8 @@ }, { "cell_type": "code", - "execution_count": 9, - "id": "442d0c4a-3578-4042-b042-9a279b75d459", + "execution_count": 48, + "id": "eadf322a-c66d-4156-8a36-042e1097119c", "metadata": { "tags": [] }, @@ -301,12 +317,65 @@ "output_type": "display_data" }, { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/jovyan/data-analyses/dla/iija/_script_utils.py:630: FutureWarning: The default value of regex will change from True to False in a future version.\n", - " df['implementing_agency_locode'] = df['implementing_agency_locode'].str.replace('.0', '')\n" - ] + "data": { + "text/plain": [ + "False" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = _script_utils.run_script_original(\n", + " file_name = my_file, \n", + " sheet = \"Sheet1\",\n", + " recipient_column = \"summary_recipient_defined_text_field_1_value\", \n", + " df_agg_level = \"agg\"\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "24d17f72-54b8-4036-8f91-0d51acffd076", + "metadata": {}, + "source": [ + "### Compare with January 2026" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "dbc61904-3b6d-44d5-95e4-70c83682bfd8", + "metadata": {}, + "outputs": [], + "source": [ + "jan_2026 = to_snakecase(pd.read_excel(\"gs://calitp-analytics-data/data-analyses/dla/dla-iija/IIJA_ToDDS_20260113.xlsx\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "67f31dcb-bed4-401b-a861-1c562d14f733", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['fmis_transaction_date', 'project_number', 'implementing_agency',\n", + " 'summary_recipient_defined_text_field_1_value', 'funding_type_code',\n", + " 'program_code', 'program_code_description', 'recipient_project_number',\n", + " 'improvement_type', 'improvement_type_description',\n", + " 'program_code_description_for_description', 'project_title',\n", + " 'obligations_amount', 'total_cost_amount', 'congressional_district',\n", + " 'district', 'county_code', 'county_name', 'county_name_abbrev',\n", + " 'county_name_title', 'implementing_agency_locode', 'rtpa_name',\n", + " 'mpo_name'],\n", + " dtype='object')" + ] + }, + "metadata": {}, + "output_type": "display_data" }, { "data": { @@ -319,13 +388,200 @@ } ], "source": [ - "df = _script_utils.run_script_original(\n", - " file_name = my_file, \n", + "jan_2026_agg = _script_utils.run_script_original(\n", + " file_name = \"IIJA_ToDDS_20260113.xlsx\", \n", + " sheet = \"IIJA_ToDDS\",\n", " recipient_column = \"summary_recipient_defined_text_field_1_value\", \n", " df_agg_level = \"agg\"\n", ")" ] }, + { + "cell_type": "code", + "execution_count": 42, + "id": "9e4fc3f7-0279-4c32-b031-e7fc10a211e5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "project_number\n", + "5006912 34\n", + "P134040 20\n", + "6049028 18\n", + "0056349 18\n", + "6049030 17\n", + " ..\n", + "S198077 3\n", + "X029141 3\n", + "0055159 3\n", + "S033093 3\n", + "0054206 3\n", + "Name: count, Length: 700, dtype: int64" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "jan_2026.project_number.value_counts().head(700)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "8c1d5f4e-44fa-4e19-8fa3-04a9c71afbd5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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fmis_transaction_dateprogram_codeprogram_code_descriptionproject_numberrecipient_project_number_10_idproject_titlecounty_codecongressional_districtproject_status_descriptionproject_descriptionimprovement_typeimprovement_type_descriptiontotal_cost_amountobligations_amountsummary_recipient_defined_text_field_1_value
40482024-05-02Y240SURFAC TRNSP BLK GRTS-FLX IIJAS0330930618000051S0618000051IN AND NEAR FIREBAUGH FROM MORRIS KYLE DRIVE TO 0.6 MI NORTH OF CLYDE FANNON DRIVE ROADWAY REHABILITATION (3R)19Cong Dist 13ActiveON STATE ROUTE: 33. IN AND NEAR FIREBAUGH FROM MORRIS KYLE DRIVE TO 0.6 MI NORTH OF CLYDE FANNON DRIVE ROADWAY REHABILITATION (3R)64R - Restoration & Rehabilitation15892300.013896100.0S FCOG
40492024-05-02Y240SURFAC TRNSP BLK GRTS-FLX IIJAS0330930618000051S0618000051IN AND NEAR FIREBAUGH FROM MORRIS KYLE DRIVE TO 0.6 MI NORTH OF CLYDE FANNON DRIVE ROADWAY REHABILITATION (3R)19Cong Dist 13ActiveON STATE ROUTE: 33. IN AND NEAR FIREBAUGH FROM MORRIS KYLE DRIVE TO 0.6 MI NORTH OF CLYDE FANNON DRIVE ROADWAY REHABILITATION (3R)17Construction Engineering2800000.02478800.0S FCOG
40502024-05-02Y240SURFAC TRNSP BLK GRTS-FLX IIJAS0330930618000051S0618000051IN AND NEAR FIREBAUGH FROM MORRIS KYLE DRIVE TO 0.6 MI NORTH OF CLYDE FANNON DRIVE ROADWAY REHABILITATION (3R)19Cong Dist 13ActiveON STATE ROUTE: 33. IN AND NEAR FIREBAUGH FROM MORRIS KYLE DRIVE TO 0.6 MI NORTH OF CLYDE FANNON DRIVE ROADWAY REHABILITATION (3R)42Training1800.01500.0S FCOG
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" + ], + "text/plain": [ + " fmis_transaction_date program_code program_code_description \\\n", + "4048 2024-05-02 Y240 SURFAC TRNSP BLK GRTS-FLX IIJA \n", + "4049 2024-05-02 Y240 SURFAC TRNSP BLK GRTS-FLX IIJA \n", + "4050 2024-05-02 Y240 SURFAC TRNSP BLK GRTS-FLX IIJA \n", + "\n", + " project_number recipient_project_number _10_id \\\n", + "4048 S033093 0618000051S 0618000051 \n", + "4049 S033093 0618000051S 0618000051 \n", + "4050 S033093 0618000051S 0618000051 \n", + "\n", + " project_title \\\n", + "4048 IN AND NEAR FIREBAUGH FROM MORRIS KYLE DRIVE TO 0.6 MI NORTH OF CLYDE FANNON DRIVE ROADWAY REHABILITATION (3R) \n", + "4049 IN AND NEAR FIREBAUGH FROM MORRIS KYLE DRIVE TO 0.6 MI NORTH OF CLYDE FANNON DRIVE ROADWAY REHABILITATION (3R) \n", + "4050 IN AND NEAR FIREBAUGH FROM MORRIS KYLE DRIVE TO 0.6 MI NORTH OF CLYDE FANNON DRIVE ROADWAY REHABILITATION (3R) \n", + "\n", + " county_code congressional_district project_status_description \\\n", + "4048 19 Cong Dist 13 Active \n", + "4049 19 Cong Dist 13 Active \n", + "4050 19 Cong Dist 13 Active \n", + "\n", + " project_description \\\n", + "4048 ON STATE ROUTE: 33. IN AND NEAR FIREBAUGH FROM MORRIS KYLE DRIVE TO 0.6 MI NORTH OF CLYDE FANNON DRIVE ROADWAY REHABILITATION (3R) \n", + "4049 ON STATE ROUTE: 33. IN AND NEAR FIREBAUGH FROM MORRIS KYLE DRIVE TO 0.6 MI NORTH OF CLYDE FANNON DRIVE ROADWAY REHABILITATION (3R) \n", + "4050 ON STATE ROUTE: 33. IN AND NEAR FIREBAUGH FROM MORRIS KYLE DRIVE TO 0.6 MI NORTH OF CLYDE FANNON DRIVE ROADWAY REHABILITATION (3R) \n", + "\n", + " improvement_type improvement_type_description total_cost_amount \\\n", + "4048 6 4R - Restoration & Rehabilitation 15892300.0 \n", + "4049 17 Construction Engineering 2800000.0 \n", + "4050 42 Training 1800.0 \n", + "\n", + " obligations_amount summary_recipient_defined_text_field_1_value \n", + "4048 13896100.0 S FCOG \n", + "4049 2478800.0 S FCOG \n", + "4050 1500.0 S FCOG " + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "jan_2026.loc[jan_2026.project_number == \"S033093\"]" + ] + }, { "cell_type": "markdown", "id": "30325e4e-1bd0-4176-be6a-92aecd143e49", @@ -338,7 +594,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "id": "73fa7f51-7e07-414a-95a8-385a2649a67d", "metadata": { "tags": [] @@ -347,10 +603,10 @@ { "data": { "text/plain": [ - "True" + "False" ] }, - "execution_count": 11, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -361,7 +617,82 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, + "id": "16c2f31f-5474-45f5-9bb8-da55866b81b3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "5331" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "d221958e-3006-4d25-bbb3-e57446a33c5f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3451" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "check_data.project_number.nunique()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "3c95e0e4-e3ab-48ca-b7e0-02926eac76cb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "project_number\n", + "5006912 34\n", + "P134040 20\n", + "6049028 18\n", + "0056349 18\n", + "6049032 17\n", + " ..\n", + "P170006 3\n", + "P099659 3\n", + "0804339 3\n", + "P162045 3\n", + "P020204 3\n", + "Name: count, Length: 600, dtype: int64" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "check_data.project_number.value_counts().head(600)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, "id": "279b6d00-a71d-4f3d-b427-dad70ef8b888", "metadata": { "tags": [] @@ -370,16 +701,17 @@ { "data": { "text/plain": [ - "Index(['fmis_transaction_date', 'program_code', 'program_code_description',\n", - " 'project_number', 'recipient_project_number', '_10_id', 'project_title',\n", - " 'county_code', 'congressional_district', 'project_status_description',\n", + "Index(['fmis_transaction_date', 'program_code', 'unnamed:_2',\n", + " 'program_code_description', 'project_number',\n", + " 'recipient_project_number', '_10_id', 'project_title', 'county_code',\n", + " 'unnamed:_9', 'congressional_district', 'project_status_description',\n", " 'project_description', 'improvement_type',\n", " 'improvement_type_description', 'total_cost_amount',\n", " 'obligations_amount', 'summary_recipient_defined_text_field_1_value'],\n", " dtype='object')" ] }, - "execution_count": 12, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -390,33 +722,319 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 52, "id": "0994fbb3-c566-47fa-853a-0126d6ae8eba", "metadata": { + "scrolled": true, "tags": [] }, "outputs": [ { "data": { + "text/html": [ + "
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fmis_transaction_dateproject_numberimplementing_agencysummary_recipient_defined_text_field_1_valuefunding_type_codeprogram_codeprogram_code_descriptionrecipient_project_numberimprovement_typeimprovement_type_descriptionold_project_title_descobligations_amounttotal_cost_amountcongressional_districtdistrictcounty_codecounty_namecounty_name_abbrevimplementing_agency_locodertpa_namempo_namenew_project_titlenew_description_col
28652025-08-15S033093Los Angeles County Metropolitan Transportation AuthorityL6065SCAGIIJA-FY400Congestion Mitigation & Air Quality Improvement Program0618000051S23TransitIN AND NEAR FIREBAUGH FROM MORRIS KYLE DRIVE TO 0.6 MI NORTH OF CLYDE FANNON DRIVE ROADWAY REHABILITATION (3R)30000003000000|38|42|43||07|19Los Angeles County|LA|6065Los Angeles County Metropolitan Transportation Auth.Southern California Association Of GovernmentsRoad Rehabiliation in the Los Angeles County Metropolitan Transportation Authority RegionRoad Rehabiliation in the Los Angeles County Metropolitan Transportation Authority Region, part of the Congestion Mitigation & Air Quality Improvement Program. (Federal Project ID: S033093).
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" + ], + "text/plain": [ + " fmis_transaction_date project_number \\\n", + "2865 2025-08-15 S033093 \n", + "\n", + " implementing_agency \\\n", + "2865 Los Angeles County Metropolitan Transportation Authority \n", + "\n", + " summary_recipient_defined_text_field_1_value funding_type_code \\\n", + "2865 L6065SCAG IIJA-F \n", + "\n", + " program_code program_code_description \\\n", + "2865 Y400 Congestion Mitigation & Air Quality Improvement Program \n", + "\n", + " recipient_project_number improvement_type improvement_type_description \\\n", + "2865 0618000051S 23 Transit \n", + "\n", + " old_project_title_desc \\\n", + "2865 IN AND NEAR FIREBAUGH FROM MORRIS KYLE DRIVE TO 0.6 MI NORTH OF CLYDE FANNON DRIVE ROADWAY REHABILITATION (3R) \n", + "\n", + " obligations_amount total_cost_amount congressional_district district \\\n", + "2865 3000000 3000000 |38|42|43| |07| \n", + "\n", + " county_code county_name county_name_abbrev \\\n", + "2865 19 Los Angeles County |LA| \n", + "\n", + " implementing_agency_locode \\\n", + "2865 6065 \n", + "\n", + " rtpa_name \\\n", + "2865 Los Angeles County Metropolitan Transportation Auth. \n", + "\n", + " mpo_name \\\n", + "2865 Southern California Association Of Governments \n", + "\n", + " new_project_title \\\n", + "2865 Road Rehabiliation in the Los Angeles County Metropolitan Transportation Authority Region \n", + "\n", + " new_description_col \n", + "2865 Road Rehabiliation in the Los Angeles County Metropolitan Transportation Authority Region, part of the Congestion Mitigation & Air Quality Improvement Program. (Federal Project ID: S033093). " + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.loc[df.project_number == \"S033093\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4b4b3074-f288-40d6-a12d-e891341a1ba2", + "metadata": {}, + "outputs": [], + "source": [ + "df.loc[df.project_number == \"S033093\"]" ] }, { @@ -429,7 +1047,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "id": "6652683c-2ea1-456e-918a-bffb7da2de0a", "metadata": {}, "outputs": [], @@ -440,7 +1058,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 21, "id": "0c492d4d-d6d3-49f5-a65c-e1d18ea4a5d1", "metadata": { "tags": [] @@ -460,7 +1078,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 22, "id": "a403da00-9cbe-4f7c-af98-eef5824ec951", "metadata": {}, "outputs": [], @@ -470,7 +1088,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 23, "id": "13a0b8b8-955a-4f21-baaa-7f314f8f09e4", "metadata": {}, "outputs": [], @@ -480,17 +1098,17 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 24, "id": "10f69723-9ba2-48cd-9cb2-6425f818a23f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "3197" + "5331" ] }, - "execution_count": 25, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -501,7 +1119,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 25, "id": "2b8f3161-7817-4b87-8225-bb37701519a6", "metadata": {}, "outputs": [ @@ -556,29 +1174,29 @@ " \n", " 0\n", " 0\n", - " 2022-01-20\n", - " 31RA002\n", - " California\n", - " S AMBAG\n", - " IIJA-A\n", - " ER01\n", - " Emergency Supplement Funding\n", - " 0518000118S\n", - " 16|43\n", - " Right of Way|Utilities\n", - " MONTEREY COUNTY NEAR BIG SUR 2.3 MILES NORTH OF CASTRO CANYON BRIDGE TO 0.8 MILE SOUTH OF BIG SUR RIVER BRIDGE. EMERGENCY PROJECT - PERMANENT RESTORA\n", - " 2983400\n", - " 3370100\n", - " |20|\n", - " |05|\n", - " 53\n", - " Monterey County\n", - " |MON|\n", - " NaN\n", - " NaN\n", - " NaN\n", - " Right of Way Project in Monterey County\n", - " Right of Way Project in Monterey County, part of the Emergency Supplement Funding. (Federal Project ID: 31RA002).\n", + " 2022-10-27\n", + " Q101398\n", + " Paradise\n", + " L5425BCAG\n", + " IIJA-F\n", + " YS30\n", + " Highway Safety Improvement Program (HSIP)\n", + " 0100000193S\n", + " 4|17\n", + " 4R - No Added Capacity|Construction Engineering\n", + " IN DEL NORTE COUNTY NEAR CRESCENT CITY FROM 0.3 MILE SOUTH OF SMITH RIVER BRIDGE TO 0.4 MILE NORTH OF SMITH RIVER BRIDGE REPLACE BRIDGE\n", + " 379389\n", + " 421544\n", + " |01|\n", + " |03|\n", + " 15\n", + " Butte County\n", + " |BUT|\n", + " 5425.0\n", + " Butte County Association of Governments\n", + " Butte County Association Of Governments\n", + " Replace Bridge in Los Angeles County\n", + " Replace Bridge in Los Angeles County, part of the Highway Safety Improvement Program (HSIP). (Federal Project ID: Q101398).\n", " \n", " \n", "\n", @@ -586,34 +1204,40 @@ ], "text/plain": [ " Unnamed: 0 Fmis Transaction Date Project Number Implementing Agency \\\n", - "0 0 2022-01-20 31RA002 California \n", + "0 0 2022-10-27 Q101398 Paradise \n", "\n", " Summary Recipient Defined Text Field 1 Value Funding Type Code Program Code \\\n", - "0 S AMBAG IIJA-A ER01 \n", + "0 L5425BCAG IIJA-F YS30 \n", "\n", - " Program Code Description Recipient Project Number Improvement Type \\\n", - "0 Emergency Supplement Funding 0518000118S 16|43 \n", + " Program Code Description Recipient Project Number \\\n", + "0 Highway Safety Improvement Program (HSIP) 0100000193S \n", "\n", - " Improvement Type Description \\\n", - "0 Right of Way|Utilities \n", + " Improvement Type Improvement Type Description \\\n", + "0 4|17 4R - No Added Capacity|Construction Engineering \n", "\n", - " Old Project Title Desc \\\n", - "0 MONTEREY COUNTY NEAR BIG SUR 2.3 MILES NORTH OF CASTRO CANYON BRIDGE TO 0.8 MILE SOUTH OF BIG SUR RIVER BRIDGE. EMERGENCY PROJECT - PERMANENT RESTORA \n", + " Old Project Title Desc \\\n", + "0 IN DEL NORTE COUNTY NEAR CRESCENT CITY FROM 0.3 MILE SOUTH OF SMITH RIVER BRIDGE TO 0.4 MILE NORTH OF SMITH RIVER BRIDGE REPLACE BRIDGE \n", "\n", " Obligations Amount Total Cost Amount Congressional District District \\\n", - "0 2983400 3370100 |20| |05| \n", + "0 379389 421544 |01| |03| \n", "\n", - " County Code County Name County Name Abbrev Implementing Agency Locode \\\n", - "0 53 Monterey County |MON| NaN \n", + " County Code County Name County Name Abbrev Implementing Agency Locode \\\n", + "0 15 Butte County |BUT| 5425.0 \n", "\n", - " Rtpa Name Mpo Name New Project Title \\\n", - "0 NaN NaN Right of Way Project in Monterey County \n", + " Rtpa Name \\\n", + "0 Butte County Association of Governments \n", "\n", - " New Description Col \n", - "0 Right of Way Project in Monterey County, part of the Emergency Supplement Funding. (Federal Project ID: 31RA002). " + " Mpo Name \\\n", + "0 Butte County Association Of Governments \n", + "\n", + " New Project Title \\\n", + "0 Replace Bridge in Los Angeles County \n", + "\n", + " New Description Col \n", + "0 Replace Bridge in Los Angeles County, part of the Highway Safety Improvement Program (HSIP). (Federal Project ID: Q101398). " ] }, - "execution_count": 23, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -624,7 +1248,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 26, "id": "e96ef66d-e2f4-4fd9-aebd-c0100b2d2fc3", "metadata": {}, "outputs": [], @@ -634,7 +1258,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 27, "id": "18c92525-c906-4c7b-9064-0a976bf565a6", "metadata": {}, "outputs": [], @@ -644,7 +1268,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 28, "id": "caab27b6-c6e9-4b75-9636-1130434e8220", "metadata": {}, "outputs": [ @@ -654,7 +1278,7 @@ "3194" ] }, - "execution_count": 26, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -665,7 +1289,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 29, "id": "c19a19b2-a611-44fd-bb37-b95e12c0f339", "metadata": {}, "outputs": [ @@ -777,7 +1401,7 @@ "0 Right of Way Project in Monterey County, part of the Emergency Supplement Funding. (Federal Project ID: 31RA002). " ] }, - "execution_count": 24, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -797,7 +1421,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "id": "51dd2b12-ce7f-4549-8b84-947af248e699", "metadata": {}, "outputs": [], @@ -848,7 +1472,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "id": "d9fad02f-8a94-48ba-83da-028f55011a5c", "metadata": { "tags": [] @@ -880,7 +1504,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "id": "35c270c5-47f5-4592-bcf8-ffb2bcd20d02", "metadata": { "tags": [] @@ -892,12 +1516,93 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "id": "5a276044-9116-41fe-b8ac-3bbeb64b1332", "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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recipient_namecounty_descriptioncounty_codedistrict
0CaliforniaAlameda County14.0
1CaliforniaAlpine County310.0
2CaliforniaAmador County510.0
3CaliforniaButte County73.0
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" + ], + "text/plain": [ + " recipient_name county_description county_code district\n", + "0 California Alameda County 1 4.0\n", + "1 California Alpine County 3 10.0\n", + "2 California Amador County 5 10.0\n", + "3 California Butte County 7 3.0\n", + "4 California Calaveras County 9 10.0" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "test1.head()" ] From 5ea433ecb8e9b114fad0aeb4849d5db339b2c83a Mon Sep 17 00:00:00 2001 From: amandaha8 Date: Tue, 30 Jun 2026 18:36:41 +0000 Subject: [PATCH 2/4] figured out why unable to condense project down to 1 row --- dla/iija/run_script.ipynb | 4358 ++++++++++++++++++++++++++++++------- 1 file changed, 3548 insertions(+), 810 deletions(-) diff --git a/dla/iija/run_script.ipynb b/dla/iija/run_script.ipynb index 8d73871043..1ffca46c5c 100644 --- a/dla/iija/run_script.ipynb +++ b/dla/iija/run_script.ipynb @@ -34,6 +34,214 @@ { "cell_type": "code", "execution_count": 2, + "id": "5abe7733-3238-4ee7-b337-997afb01ad05", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: intake-geopandas in /opt/conda/lib/python3.11/site-packages (0.4.0)\n", + "Requirement already satisfied: geopandas in /opt/conda/lib/python3.11/site-packages (0.14.4)\n", + "Requirement already satisfied: pyarrow in /opt/conda/lib/python3.11/site-packages (17.0.0)\n", + "Requirement already satisfied: intake in /opt/conda/lib/python3.11/site-packages (from intake-geopandas) (2.0.9)\n", + "Requirement already satisfied: fiona>=1.8.21 in /opt/conda/lib/python3.11/site-packages (from geopandas) (1.10.1)\n", + "Requirement already satisfied: numpy>=1.22 in /opt/conda/lib/python3.11/site-packages (from geopandas) (2.0.2)\n", + "Requirement already satisfied: packaging in /opt/conda/lib/python3.11/site-packages (from geopandas) (26.2)\n", + "Requirement already satisfied: pandas>=1.4.0 in 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/opt/conda/lib/python3.11/site-packages (from python-dateutil>=2.8.2->pandas>=1.4.0->geopandas) (1.16.0)\n", + "Note: you may need to restart the kernel to use updated packages.\n" + ] + } + ], + "source": [ + "pip install intake-geopandas geopandas pyarrow" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "c9e2ac5f-c16e-425b-9976-9ecf7c9c300b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: intake in /opt/conda/lib/python3.11/site-packages (2.0.9)\n", + "Requirement already satisfied: fsspec>=2023.0.0 in /opt/conda/lib/python3.11/site-packages (from intake) (2024.5.0)\n", + "Requirement already satisfied: pyyaml in /opt/conda/lib/python3.11/site-packages (from intake) (6.0.2)\n", + "Requirement already satisfied: platformdirs in /opt/conda/lib/python3.11/site-packages (from intake) (4.3.6)\n", + "Requirement already satisfied: networkx in /opt/conda/lib/python3.11/site-packages (from 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satisfied: affine in /opt/conda/lib/python3.11/site-packages (from rasterio->contextily->gtfs-segments==2.1.7->calitp_data_analysis) (2.4.0)\n", + "Requirement already satisfied: pycparser in /opt/conda/lib/python3.11/site-packages (from cffi>=2.0.0->cryptography>=38.0.3->google-auth>=1.2->gcsfs==2024.5.0->calitp_data_analysis) (2.22)\n", + "Note: you may need to restart the kernel to use updated packages.\n" + ] + } + ], + "source": [ + "pip install calitp_data_analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 5, "id": "5a3b874f-7eed-457e-92ec-7e2c8ec91225", "metadata": {}, "outputs": [], @@ -44,7 +252,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 6, "id": "ce77f2af-baa1-4cc7-ad1a-64ec8d12e0e9", "metadata": { "tags": [] @@ -57,7 +265,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 7, "id": "c7995807-e85f-48fa-a4e8-db986f89778a", "metadata": { "tags": [] @@ -94,7 +302,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 8, "id": "50c0f7c4-0c73-47d8-b56e-2ae9111e248f", "metadata": { "tags": [] @@ -106,7 +314,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 9, "id": "e97910e0-80a7-4eb7-9c42-ab09e017157d", "metadata": { "tags": [] @@ -133,7 +341,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "id": "e104318c-bd90-42d6-9c1d-36a9e8ceb003", "metadata": { "tags": [] @@ -145,7 +353,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "id": "0d841ce8-40fa-48f5-a1f6-12eba5035eaa", "metadata": {}, "outputs": [ @@ -162,7 +370,7 @@ " dtype='object')" ] }, - "execution_count": 9, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -173,7 +381,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "id": "720b2731-1646-414d-bb72-345a8fdc27ce", "metadata": { "tags": [] @@ -272,7 +480,7 @@ "0 329904.0 L5425BCAG " ] }, - "execution_count": 10, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -292,7 +500,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 13, "id": "eadf322a-c66d-4156-8a36-042e1097119c", "metadata": { "tags": [] @@ -335,6 +543,149 @@ ")" ] }, + { + "cell_type": "markdown", + "id": "30325e4e-1bd0-4176-be6a-92aecd143e49", + "metadata": { + "tags": [] + }, + "source": [ + "### Testing the data" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "73fa7f51-7e07-414a-95a8-385a2649a67d", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(df) == check_data.project_number.nunique()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "16c2f31f-5474-45f5-9bb8-da55866b81b3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "5331" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "d221958e-3006-4d25-bbb3-e57446a33c5f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3451" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "check_data.project_number.nunique()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "bcb3b76b-cbdd-4233-b126-237c84f12b17", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "project_number\n", + "5006912 17\n", + "6049028 11\n", + "6049032 9\n", + "0056349 9\n", + "P001692 8\n", + " ..\n", + "5956224 2\n", + "39A7001 2\n", + "15A6004 2\n", + "15A6002 2\n", + "15A5028 2\n", + "Name: count, Length: 500, dtype: int64" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.project_number.value_counts().head(500)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "3c95e0e4-e3ab-48ca-b7e0-02926eac76cb", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "project_number\n", + "5006912 34\n", + "P134040 20\n", + "6049028 18\n", + "0056349 18\n", + "6049032 17\n", + " ..\n", + "P058134 4\n", + "31RH001 4\n", + "15C4001 4\n", + "15C6001 4\n", + "15C8001 4\n", + "Name: count, Length: 500, dtype: int64" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "check_data.project_number.value_counts().head(500)" + ] + }, { "cell_type": "markdown", "id": "24d17f72-54b8-4036-8f91-0d51acffd076", @@ -345,7 +696,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 27, "id": "dbc61904-3b6d-44d5-95e4-70c83682bfd8", "metadata": {}, "outputs": [], @@ -355,7 +706,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 28, "id": "67f31dcb-bed4-401b-a861-1c562d14f733", "metadata": {}, "outputs": [ @@ -397,44 +748,26 @@ ] }, { - "cell_type": "code", - "execution_count": 42, - "id": "9e4fc3f7-0279-4c32-b031-e7fc10a211e5", + "cell_type": "markdown", + "id": "ef17923a-7401-4821-bdbf-393544a96dd2", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "project_number\n", - "5006912 34\n", - "P134040 20\n", - "6049028 18\n", - "0056349 18\n", - "6049030 17\n", - " ..\n", - "S198077 3\n", - "X029141 3\n", - "0055159 3\n", - "S033093 3\n", - "0054206 3\n", - "Name: count, Length: 700, dtype: int64" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "jan_2026.project_number.value_counts().head(700)" + "### 5956224" ] }, { "cell_type": "code", "execution_count": 43, - "id": "8c1d5f4e-44fa-4e19-8fa3-04a9c71afbd5", + "id": "7b4df030-71f9-40a2-b50e-f8f869d15bbb", "metadata": {}, "outputs": [ + { + "name": "stdout", + 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improvement_type_description4R - Restoration & Rehabilitation|Right of Way|Construction Engineering
old_project_title_descIN NAPA AND SOLANO COUNTIES ON ROUTES 121 AND 128 AT VARIOUS LOCATION REPAIR CULVERTS, RETAINING WALLS, AND PAVEMENT. REMOVE HAZARDOUS TREES, REPLACE
obligations_amount12691679
total_cost_amount16113179
congressional_district|01|
district|nan|
county_code999
county_nameStatewide
county_name_abbrev|NA|
implementing_agency_locodenan
rtpa_nameNone
mpo_nameNone
new_project_titleRoad Restoration & Rehabilitation in Napa
new_description_colRoad Restoration & Rehabilitation in Napa, part of the Emergency Supplement Funding, and the nan. (Federal Project ID: 15C4001).
\n", + "
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fmis_transaction_date2025-07-23 00:00:002025-07-23 00:00:002025-07-23 00:00:002025-07-23 00:00:00
program_codeER03ER03ER03ER05
program_code_descriptionEMERGENCY REL 2023 SUPPLEMENTEMERGENCY REL 2023 SUPPLEMENTEMERGENCY REL 2023 SUPPLEMENTEMERGENCY REL 2025 SUPPLEMENT
project_number15C400115C400115C400115C4001
recipient_project_number0421000028S0421000028S0421000028S0421000028S
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project_titleIN NAPA AND SOLANO COUNTIES ON ROUTES 121 AND 128 AT VARIOUS LOCATION REPAIR CULVERTS, RETAINING WALLS, AND PAVEMENT. REMOVE HAZARDOUS TREES, REPLACEIN NAPA AND SOLANO COUNTIES ON ROUTES 121 AND 128 AT VARIOUS LOCATION REPAIR CULVERTS, RETAINING WALLS, AND PAVEMENT. REMOVE HAZARDOUS TREES, REPLACEIN NAPA AND SOLANO COUNTIES ON ROUTES 121 AND 128 AT VARIOUS LOCATION REPAIR CULVERTS, RETAINING WALLS, AND PAVEMENT. REMOVE HAZARDOUS TREES, REPLACEIN NAPA AND SOLANO COUNTIES ON ROUTES 121 AND 128 AT VARIOUS LOCATION REPAIR CULVERTS, RETAINING WALLS, AND PAVEMENT. REMOVE HAZARDOUS TREES, REPLACE
county_code999999999999
congressional_districtCong Dist 0Cong Dist 0Cong Dist 0Cong Dist 0
project_status_descriptionClosedClosedClosedClosed
project_descriptionON STATE ROUTE: 121. IN NAPA AND SOLANO COUNTIES ON ROUTES 121 AND 128 AT VARIOUS LOCATION REPAIR CULVERTS, RETAINING WALLS, AND PAVEMENT. REMOVE HAZARDOUS TREES, REPLACE GUARDRAILS, AND INSTALL EROSION CONTROL IN FIRE DAMAGED AREAS.ON STATE ROUTE: 121. IN NAPA AND SOLANO COUNTIES ON ROUTES 121 AND 128 AT VARIOUS LOCATION REPAIR CULVERTS, RETAINING WALLS, AND PAVEMENT. REMOVE HAZARDOUS TREES, REPLACE GUARDRAILS, AND INSTALL EROSION CONTROL IN FIRE DAMAGED AREAS.ON STATE ROUTE: 121. IN NAPA AND SOLANO COUNTIES ON ROUTES 121 AND 128 AT VARIOUS LOCATION REPAIR CULVERTS, RETAINING WALLS, AND PAVEMENT. REMOVE HAZARDOUS TREES, REPLACE GUARDRAILS, AND INSTALL EROSION CONTROL IN FIRE DAMAGED AREAS.ON STATE ROUTE: 121. IN NAPA AND SOLANO COUNTIES ON ROUTES 121 AND 128 AT VARIOUS LOCATION REPAIR CULVERTS, RETAINING WALLS, AND PAVEMENT. REMOVE HAZARDOUS TREES, REPLACE GUARDRAILS, AND INSTALL EROSION CONTROL IN FIRE DAMAGED AREAS.
improvement_type616176
improvement_type_description4R - Restoration & RehabilitationRight of WayConstruction Engineering4R - Restoration & Rehabilitation
total_cost_amount11069978.2831850.533630259.51381091.52
obligations_amount8458319.6821239.992989440.01222680.32
summary_recipient_defined_text_field_1_valueS ER NONES ER NONES ER NONES ER NONE
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REMOVE HAZARDOUS TREES, REPLACE GUARDRAILS, AND INSTALL EROSION CONTROL IN FIRE DAMAGED AREAS. \n", + "improvement_type 6 \n", + "improvement_type_description 4R - Restoration & Rehabilitation \n", + "total_cost_amount 11069978.28 \n", + "obligations_amount 8458319.68 \n", + "summary_recipient_defined_text_field_1_value S ER NONE \n", + "\n", + " 2405 \\\n", + "fmis_transaction_date 2025-07-23 00:00:00 \n", + "program_code ER03 \n", + "program_code_description EMERGENCY REL 2023 SUPPLEMENT \n", + "project_number 15C4001 \n", + "recipient_project_number 0421000028S \n", + "_10_id 0421000028 \n", + "project_title IN NAPA AND SOLANO COUNTIES ON ROUTES 121 AND 128 AT VARIOUS LOCATION REPAIR CULVERTS, RETAINING WALLS, AND PAVEMENT. REMOVE HAZARDOUS TREES, REPLACE \n", + "county_code 999 \n", + "congressional_district Cong Dist 0 \n", + "project_status_description Closed \n", + "project_description ON STATE ROUTE: 121. IN NAPA AND SOLANO COUNTIES ON ROUTES 121 AND 128 AT VARIOUS LOCATION REPAIR CULVERTS, RETAINING WALLS, AND PAVEMENT. REMOVE HAZARDOUS TREES, REPLACE GUARDRAILS, AND INSTALL EROSION CONTROL IN FIRE DAMAGED AREAS. \n", + "improvement_type 16 \n", + "improvement_type_description Right of Way \n", + "total_cost_amount 31850.53 \n", + "obligations_amount 21239.99 \n", + "summary_recipient_defined_text_field_1_value S ER NONE \n", + "\n", + " 2406 \\\n", + "fmis_transaction_date 2025-07-23 00:00:00 \n", + "program_code ER03 \n", + "program_code_description EMERGENCY REL 2023 SUPPLEMENT \n", + "project_number 15C4001 \n", + "recipient_project_number 0421000028S \n", + "_10_id 0421000028 \n", + "project_title IN NAPA AND SOLANO COUNTIES ON ROUTES 121 AND 128 AT VARIOUS LOCATION REPAIR CULVERTS, RETAINING WALLS, AND PAVEMENT. REMOVE HAZARDOUS TREES, REPLACE \n", + "county_code 999 \n", + "congressional_district Cong Dist 0 \n", + "project_status_description Closed \n", + "project_description ON STATE ROUTE: 121. IN NAPA AND SOLANO COUNTIES ON ROUTES 121 AND 128 AT VARIOUS LOCATION REPAIR CULVERTS, RETAINING WALLS, AND PAVEMENT. REMOVE HAZARDOUS TREES, REPLACE GUARDRAILS, AND INSTALL EROSION CONTROL IN FIRE DAMAGED AREAS. \n", + "improvement_type 17 \n", + "improvement_type_description Construction Engineering \n", + "total_cost_amount 3630259.5 \n", + "obligations_amount 2989440.0 \n", + "summary_recipient_defined_text_field_1_value S ER NONE \n", + "\n", + " 2407 \n", + "fmis_transaction_date 2025-07-23 00:00:00 \n", + "program_code ER05 \n", + "program_code_description EMERGENCY REL 2025 SUPPLEMENT \n", + "project_number 15C4001 \n", + "recipient_project_number 0421000028S \n", + "_10_id 0421000028 \n", + "project_title IN NAPA AND SOLANO COUNTIES ON ROUTES 121 AND 128 AT VARIOUS LOCATION REPAIR CULVERTS, RETAINING WALLS, AND PAVEMENT. REMOVE HAZARDOUS TREES, REPLACE \n", + "county_code 999 \n", + "congressional_district Cong Dist 0 \n", + "project_status_description Closed \n", + "project_description ON STATE ROUTE: 121. IN NAPA AND SOLANO COUNTIES ON ROUTES 121 AND 128 AT VARIOUS LOCATION REPAIR CULVERTS, RETAINING WALLS, AND PAVEMENT. REMOVE HAZARDOUS TREES, REPLACE GUARDRAILS, AND INSTALL EROSION CONTROL IN FIRE DAMAGED AREAS. \n", + "improvement_type 6 \n", + "improvement_type_description 4R - Restoration & Rehabilitation \n", + "total_cost_amount 1381091.52 \n", + "obligations_amount 1222680.32 \n", + "summary_recipient_defined_text_field_1_value S ER NONE " + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "jan_2026.loc[jan_2026.project_number == \"S033093\"]" + "print(\"June data\")\n", + "display(check_data.loc[check_data.project_number == \"15C4001\"].T)\n", + "display(df.loc[df.project_number == \"15C4001\"].T)\n", + "print(\"January Data\")\n", + "display(jan_2026_agg.loc[jan_2026_agg.project_number == \"15C4001\"].T)\n", + "display(jan_2026.loc[jan_2026.project_number == \"15C4001\"].T)" ] }, { "cell_type": "markdown", - "id": "30325e4e-1bd0-4176-be6a-92aecd143e49", - "metadata": { - "tags": [] - }, + "id": "ac10771b-d20c-43e9-8aaf-3c7b0f5c97a7", + "metadata": {}, "source": [ - "### Testing the data" + "### P170006" ] }, { "cell_type": "code", - "execution_count": 13, - "id": "73fa7f51-7e07-414a-95a8-385a2649a67d", - "metadata": { - "tags": [] - }, + "execution_count": 37, + "id": "526689d2-fdb0-46a6-b699-14c50e62aacd", + "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "June data\n" + ] + }, + { + "data": { + "text/html": [ + "
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fmis_transaction_date2025-11-21 00:00:002025-11-21 00:00:002025-11-21 00:00:00
program_codeY001Y001Y001
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program_code_descriptionNATIONAL HIGHWAY PERF IIJANATIONAL HIGHWAY PERF IIJANATIONAL HIGHWAY PERF IIJA
project_numberP170006P170006P170006
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_10_id071600020407160002040716000204
project_titleIN THE CITY OF LOS ANGELES AND NORTH HOLLYWOOD, FROM 170/134 JUNCTION TO OXNARD STREET UNDERCROSSING PLACED STAMPED CONCRETE, ROCK BLANKETS AND CONSTIN THE CITY OF LOS ANGELES AND NORTH HOLLYWOOD, FROM 170/134 JUNCTION TO OXNARD STREET UNDERCROSSING PLACED STAMPED CONCRETE, ROCK BLANKETS AND CONSTIN THE CITY OF LOS ANGELES AND NORTH HOLLYWOOD, FROM 170/134 JUNCTION TO OXNARD STREET UNDERCROSSING PLACED STAMPED CONCRETE, ROCK BLANKETS AND CONST
county_code373737
unnamed:_9NaNNaNNaN
congressional_districtCong Dist 25Cong Dist 21Cong Dist 21
project_status_descriptionClosedActiveActive
project_descriptionON STATE ROUTE: 8, 11. IN IMPERIAL COUNTY IN AND NEAR EL CENTRO, AT VARIOUS LOCATIONS ON ROUTES 8 AND 111 SLOPE PAVING, MINOR CONCRETE, AND SIGN INSTALLATIONON STATE ROUTE: 58, 204. KERN COUNTY IN BAKERSFIELD ON ROUTE 58 FROM SOUTH H STREET OVERCROSSING TO ROUTE 204 AND ON ROUTE 204 FROM ROUTE 58/204 SEPARATION TO L STREET UPDATE CURB RAMPS TO MEET ADA STANDARDSON STATE ROUTE: 58, 204. KERN COUNTY IN BAKERSFIELD ON ROUTE 58 FROM SOUTH H STREET OVERCROSSING TO ROUTE 204 AND ON ROUTE 204 FROM ROUTE 58/204 SEPARATION TO L STREET UPDATE CURB RAMPS TO MEET ADA STANDARDS
improvement_type421728
improvement_type_descriptionTrainingConstruction EngineeringFacilities for Pedestrians and Bicycles
total_cost_amount2600.02294000.04838506.08
obligations_amount2300.02030800.04225715.65
summary_recipient_defined_text_field_1_valueS SCAGS KCOGS KCOG
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fmis_transaction_date2025-11-21 00:00:002025-11-21 00:00:00
project_numberP170006P170006
implementing_agencyCaliforniaCalifornia
summary_recipient_defined_text_field_1_valueS KCOGS SCAG
funding_type_codeIIJA-FIIJA-F
program_codeY001Y001
program_code_descriptionNational Highway Performance Program (NHPP)National Highway Performance Program (NHPP)
recipient_project_number0716000204S0716000204S
improvement_type17|2842
improvement_type_descriptionConstruction Engineering|Facilities for Pedestrians and BicyclesTraining
old_project_title_descIN THE CITY OF LOS ANGELES AND NORTH HOLLYWOOD, FROM 170/134 JUNCTION TO OXNARD STREET UNDERCROSSING PLACED STAMPED CONCRETE, ROCK BLANKETS AND CONSTIN THE CITY OF LOS ANGELES AND NORTH HOLLYWOOD, FROM 170/134 JUNCTION TO OXNARD STREET UNDERCROSSING PLACED STAMPED CONCRETE, ROCK BLANKETS AND CONST
obligations_amount125130314600
total_cost_amount142650125200
congressional_district|21||25|
district|07||07|
county_code3737
county_nameLos Angeles CountyLos Angeles County
county_name_abbrev|LA||LA|
implementing_agency_locodenannan
rtpa_nameNoneNone
mpo_nameNoneNone
new_project_titleProject in Los Angeles CountyProject in Los Angeles County
new_description_colProject in Los Angeles County, part of the National Highway Performance Program (NHPP). (Federal Project ID: P170006).Project in Los Angeles County, part of the National Highway Performance Program (NHPP). (Federal Project ID: P170006).
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fmis_transaction_date2025-03-06 00:00:00
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recipient_project_number0716000204S
improvement_type6|17|42
improvement_type_description4R - Restoration & Rehabilitation|Construction Engineering|Training
old_project_title_descIN THE CITY OF LOS ANGELES AND NORTH HOLLYWOOD, FROM 170/134 JUNCTION TO OXNARD STREET UNDERCROSSING PLACED STAMPED CONCRETE, ROCK BLANKETS AND CONST
obligations_amount6912600
total_cost_amount7980200
congressional_district|29|
district|07|
county_code37
county_nameLos Angeles County
county_name_abbrev|LA|
implementing_agency_locodenan
rtpa_nameNone
mpo_nameNone
new_project_titleRoad Restoration & Rehabilitation in Los Angeles County
new_description_colRoad Restoration & Rehabilitation in Los Angeles County, part of the National Highway Performance Program (NHPP). (Federal Project ID: P170006).
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fmis_transaction_date2025-03-06 00:00:002025-03-06 00:00:002025-03-06 00:00:00
program_codeY001Y001Y001
program_code_descriptionNATIONAL HIGHWAY PERF IIJANATIONAL HIGHWAY PERF IIJANATIONAL HIGHWAY PERF IIJA
project_numberP170006P170006P170006
recipient_project_number0716000204S0716000204S0716000204S
_10_id071600020407160002040716000204
project_titleIN THE CITY OF LOS ANGELES AND NORTH HOLLYWOOD, FROM 170/134 JUNCTION TO OXNARD STREET UNDERCROSSING PLACED STAMPED CONCRETE, ROCK BLANKETS AND CONSTIN THE CITY OF LOS ANGELES AND NORTH HOLLYWOOD, FROM 170/134 JUNCTION TO OXNARD STREET UNDERCROSSING PLACED STAMPED CONCRETE, ROCK BLANKETS AND CONSTIN THE CITY OF LOS ANGELES AND NORTH HOLLYWOOD, FROM 170/134 JUNCTION TO OXNARD STREET UNDERCROSSING PLACED STAMPED CONCRETE, ROCK BLANKETS AND CONST
county_code373737
congressional_districtCong Dist 29Cong Dist 29Cong Dist 29
project_status_descriptionActiveActiveActive
project_descriptionON STATE ROUTE: 170. IN THE CITY OF LOS ANGELES AND NORTH HOLLYWOOD, FROM 170/134 JUNCTION TO OXNARD STREET UNDERCROSSING PLACED STAMPED CONCRETE, ROCK BLANKETS AND CONSTRUCT MAINTENANCE VEHICLE PULLOUTSON STATE ROUTE: 170. IN THE CITY OF LOS ANGELES AND NORTH HOLLYWOOD, FROM 170/134 JUNCTION TO OXNARD STREET UNDERCROSSING PLACED STAMPED CONCRETE, ROCK BLANKETS AND CONSTRUCT MAINTENANCE VEHICLE PULLOUTSON STATE ROUTE: 170. IN THE CITY OF LOS ANGELES AND NORTH HOLLYWOOD, FROM 170/134 JUNCTION TO OXNARD STREET UNDERCROSSING PLACED STAMPED CONCRETE, ROCK BLANKETS AND CONSTRUCT MAINTENANCE VEHICLE PULLOUTS
improvement_type61742
improvement_type_description4R - Restoration & RehabilitationConstruction EngineeringTraining
total_cost_amount2787200.01202000.0900.0
obligations_amount2391500.01064100.0700.0
summary_recipient_defined_text_field_1_valueS SCAGS SCAGS SCAG
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fmis_transaction_date2025-12-08 00:00:002025-12-08 00:00:002025-12-08 00:00:002025-12-08 00:00:002025-12-08 00:00:002025-12-08 00:00:00
program_codeY001Y001Y001Y001Y001Y001
unnamed:_2NaNNaNNaNNaNNaNNaN
program_code_descriptionNATIONAL HIGHWAY PERF IIJANATIONAL HIGHWAY PERF IIJANATIONAL HIGHWAY PERF IIJANATIONAL HIGHWAY PERF IIJANATIONAL HIGHWAY PERF IIJANATIONAL HIGHWAY PERF IIJA
project_numberX037234X037234X037234X037234X037234X037234
recipient_project_number0718000046S0718000046S0718000046S0718000046S0718000046S0718000046S
_10_id071800004607180000460718000046071800004607180000460718000046
project_titleIN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPSIN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPSIN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPSIN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPSIN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPSIN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS
county_code373737373737
unnamed:_9NaNNaNNaNNaNNaNNaN
congressional_districtCong Dist 1Cong Dist 1Cong Dist 1Cong Dist 31Cong Dist 31Cong Dist 31
project_status_descriptionActiveActiveActiveActiveActiveActive
project_descriptionON STATE ROUTE: 89. SISKIYOU COUNTY AT AND NEAR MCCLOUD FROM 0.8 MILE SOUTH OF MUD CREEK BRIDGE TOROUTE 5 PLACE HMA, REPLACE CULVERTS, INSTALL GUARDRAIL, INSTALL FENCINGON STATE ROUTE: 89. SISKIYOU COUNTY AT AND NEAR MCCLOUD FROM 0.8 MILE SOUTH OF MUD CREEK BRIDGE TOROUTE 5 PLACE HMA, REPLACE CULVERTS, INSTALL GUARDRAIL, INSTALL FENCINGON STATE ROUTE: 89. SISKIYOU COUNTY AT AND NEAR MCCLOUD FROM 0.8 MILE SOUTH OF MUD CREEK BRIDGE TOROUTE 5 PLACE HMA, REPLACE CULVERTS, INSTALL GUARDRAIL, INSTALL FENCINGON STATE ROUTE: 210. IN AND NEAR GLENDORA AND SAN DIMAS, FROM EAST OF SUNFLOWER AVENUE TO EAST OF WALNUT AVENUE; ALSO FROM GLADSTONE STREET TO ROUTE 210 (PM R11.3R/R12.3R). UPGRADE HIGHWAY LIGHTING TO USE LIGHT EMITTING DIODES (LEDS), UPGRADE SIGN PANELS, REPLACE STRUCTURAL LIGHT POLES, AND MODIFY OVERHEAD SIGN STRUCTURESON STATE ROUTE: 210. IN AND NEAR GLENDORA AND SAN DIMAS, FROM EAST OF SUNFLOWER AVENUE TO EAST OF WALNUT AVENUE; ALSO FROM GLADSTONE STREET TO ROUTE 210 (PM R11.3R/R12.3R). UPGRADE HIGHWAY LIGHTING TO USE LIGHT EMITTING DIODES (LEDS), UPGRADE SIGN PANELS, REPLACE STRUCTURAL LIGHT POLES, AND MODIFY OVERHEAD SIGN STRUCTURESON STATE ROUTE: 210. IN AND NEAR GLENDORA AND SAN DIMAS, FROM EAST OF SUNFLOWER AVENUE TO EAST OF WALNUT AVENUE; ALSO FROM GLADSTONE STREET TO ROUTE 210 (PM R11.3R/R12.3R). UPGRADE HIGHWAY LIGHTING TO USE LIGHT EMITTING DIODES (LEDS), UPGRADE SIGN PANELS, REPLACE STRUCTURAL LIGHT POLES, AND MODIFY OVERHEAD SIGN STRUCTURES
improvement_type6174261742
improvement_type_description4R - Restoration & RehabilitationConstruction EngineeringTraining4R - Restoration & RehabilitationConstruction EngineeringTraining
total_cost_amount17812800.01790000.01700.07369400.02031000.09300.0
obligations_amount15614600.01584600.01500.06595700.01859700.08500.0
summary_recipient_defined_text_field_1_valueS NON-MPOS NON-MPOS NON-MPOS SCAGS SCAGS SCAG
\n", + "
" + ], "text/plain": [ - "3451" + " 5528 \\\n", + "fmis_transaction_date 2025-12-08 00:00:00 \n", + "program_code Y001 \n", + "unnamed:_2 NaN \n", + "program_code_description NATIONAL HIGHWAY PERF IIJA \n", + "project_number X037234 \n", + "recipient_project_number 0718000046S \n", + "_10_id 0718000046 \n", + "project_title IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS \n", + "county_code 37 \n", + "unnamed:_9 NaN \n", + "congressional_district Cong Dist 1 \n", + "project_status_description Active \n", + "project_description ON STATE ROUTE: 89. 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fmis_transaction_date2025-12-08 00:00:002025-12-08 00:00:00
project_numberX037234X037234
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program_codeY001Y001
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old_project_title_descIN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPSIN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS
obligations_amount3440140016927800
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district|07||07|
county_code3737
county_nameLos Angeles CountyLos Angeles County
county_name_abbrev|LA||LA|
implementing_agency_locodenannan
rtpa_nameNoneNone
mpo_nameNoneNone
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TC \n", - "\n", - " improvement_type improvement_type_description total_cost_amount \\\n", - "4364 23 Transit 500000.0 \n", - "4365 23 Transit 500000.0 \n", - "4366 23 Transit 500000.0 \n", - "\n", - " obligations_amount summary_recipient_defined_text_field_1_value \n", - "4364 500000.0 L6065SCAG \n", - "4365 500000.0 L6065SCAG \n", - "4366 500000.0 L6065SCAG " + " 1635\n", + "fmis_transaction_date 2025-03-27 00:00:00\n", + "project_number X037234\n", + "implementing_agency California\n", + "summary_recipient_defined_text_field_1_value S SCAG\n", + "funding_type_code IIJA-F\n", + "program_code Y001\n", + "program_code_description National Highway Performance Program (NHPP)\n", + "recipient_project_number 0718000046S\n", + "improvement_type 6|17|42\n", + "improvement_type_description 4R - Restoration & Rehabilitation|Construction Engineering|Training\n", + "old_project_title_desc IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS\n", + "obligations_amount 14494800\n", + "total_cost_amount 16037600\n", + "congressional_district |29|30|\n", + "district |07|\n", + "county_code 37\n", + "county_name Los Angeles County\n", + "county_name_abbrev |LA|\n", + "implementing_agency_locode nan\n", + "rtpa_name None\n", + "mpo_name None\n", + "new_project_title Road Restoration & Rehabilitation in Los Angeles County\n", + "new_description_col Road Restoration & Rehabilitation in Los Angeles County, part of the National Highway Performance Program (NHPP). (Federal Project ID: X037234)." ] }, - "execution_count": 52, "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "check_data.loc[check_data.project_number == \"S033093\"]" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "id": "de13246e-d45f-42b7-b02a-8bed2d499bf0", - "metadata": {}, - "outputs": [ + "output_type": "display_data" + }, { "data": { "text/html": [ @@ -921,120 +3830,284 @@ " \n", " \n", " \n", + " 5086\n", + " 5087\n", + " 5088\n", + " 5089\n", + " 5090\n", + " 5091\n", + " \n", + " \n", + " \n", + " \n", " fmis_transaction_date\n", - " project_number\n", - " implementing_agency\n", - " summary_recipient_defined_text_field_1_value\n", - " funding_type_code\n", + " 2025-03-27 00:00:00\n", + " 2025-03-27 00:00:00\n", + " 2025-03-27 00:00:00\n", + " 2025-03-27 00:00:00\n", + " 2025-03-27 00:00:00\n", + " 2025-03-27 00:00:00\n", + " \n", + " \n", " program_code\n", + " Y001\n", + " Y001\n", + " Y001\n", + " Y001\n", + " Y001\n", + " Y001\n", + " \n", + " \n", " program_code_description\n", + " NATIONAL HIGHWAY PERF IIJA\n", + " NATIONAL HIGHWAY PERF IIJA\n", + " NATIONAL HIGHWAY PERF IIJA\n", + " NATIONAL HIGHWAY PERF IIJA\n", + " NATIONAL HIGHWAY PERF IIJA\n", + " NATIONAL HIGHWAY PERF IIJA\n", + " \n", + " \n", + " project_number\n", + " X037234\n", + " X037234\n", + " X037234\n", + " X037234\n", + " X037234\n", + " X037234\n", + " \n", + " \n", " recipient_project_number\n", + " 0718000046S\n", + " 0718000046S\n", + " 0718000046S\n", + " 0718000046S\n", + " 0718000046S\n", + " 0718000046S\n", + " \n", + " \n", + " _10_id\n", + " 0718000046\n", + " 0718000046\n", + " 0718000046\n", + " 0718000046\n", + " 0718000046\n", + " 0718000046\n", + " \n", + " \n", + " project_title\n", + " IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. 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CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES.\n", + " ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES.\n", + " ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES.\n", + " ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES.\n", + " ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES.\n", + " \n", + " \n", " improvement_type\n", + " 6\n", + " 17\n", + " 42\n", + " 6\n", + " 17\n", + " 42\n", + " \n", + " \n", " improvement_type_description\n", - " old_project_title_desc\n", - " obligations_amount\n", + " 4R - Restoration & Rehabilitation\n", + " Construction Engineering\n", + " Training\n", + " 4R - Restoration & Rehabilitation\n", + " Construction Engineering\n", + " Training\n", + " \n", + " \n", " total_cost_amount\n", - " congressional_district\n", - " district\n", - " county_code\n", - " county_name\n", - " county_name_abbrev\n", - " implementing_agency_locode\n", - " rtpa_name\n", - " mpo_name\n", - " new_project_title\n", - " new_description_col\n", + " 1825784.52\n", + " 760878.0\n", + " 838.96\n", + " 3832415.48\n", + " 1597122.0\n", + " 1761.04\n", " \n", - " \n", - " \n", " \n", - " 2865\n", - " 2025-08-15\n", - " S033093\n", - " Los Angeles County Metropolitan Transportation Authority\n", - " L6065SCAG\n", - " IIJA-F\n", - " Y400\n", - " Congestion Mitigation & Air Quality Improvement Program\n", - " 0618000051S\n", - " 23\n", - " Transit\n", - " IN AND NEAR FIREBAUGH FROM MORRIS KYLE DRIVE TO 0.6 MI NORTH OF CLYDE FANNON DRIVE ROADWAY REHABILITATION (3R)\n", - " 3000000\n", - " 3000000\n", - " |38|42|43|\n", - " |07|\n", - " 19\n", - " Los Angeles County\n", - " |LA|\n", - " 6065\n", - " Los Angeles County Metropolitan Transportation Auth.\n", - " Southern California Association Of Governments\n", - " Road Rehabiliation in the Los Angeles County Metropolitan Transportation Authority Region\n", - " Road Rehabiliation in the Los Angeles County Metropolitan Transportation Authority Region, part of the Congestion Mitigation & Air Quality Improvement Program. (Federal Project ID: S033093).\n", + " obligations_amount\n", + " 1641115.11\n", + " 696729.34\n", + " 742.16\n", + " 3444784.89\n", + " 1462470.66\n", + " 1557.84\n", + " \n", + " \n", + " summary_recipient_defined_text_field_1_value\n", + " S SCAG\n", + " S SCAG\n", + " S SCAG\n", + " S SCAG\n", + " S SCAG\n", + " S SCAG\n", " \n", " \n", "\n", "" ], "text/plain": [ - " fmis_transaction_date project_number \\\n", - "2865 2025-08-15 S033093 \n", - "\n", - " implementing_agency \\\n", - "2865 Los Angeles County Metropolitan Transportation Authority \n", - "\n", - " summary_recipient_defined_text_field_1_value funding_type_code \\\n", - "2865 L6065SCAG IIJA-F \n", - "\n", - " program_code program_code_description \\\n", - "2865 Y400 Congestion Mitigation & Air Quality Improvement Program \n", + " 5086 \\\n", + "fmis_transaction_date 2025-03-27 00:00:00 \n", + "program_code Y001 \n", + "program_code_description NATIONAL HIGHWAY PERF IIJA \n", + "project_number X037234 \n", + "recipient_project_number 0718000046S \n", + "_10_id 0718000046 \n", + "project_title IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS \n", + "county_code 37 \n", + "congressional_district Cong Dist 29 \n", + "project_status_description Active \n", + "project_description ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES. \n", + "improvement_type 6 \n", + "improvement_type_description 4R - Restoration & Rehabilitation \n", + "total_cost_amount 1825784.52 \n", + "obligations_amount 1641115.11 \n", + "summary_recipient_defined_text_field_1_value S SCAG \n", "\n", - " recipient_project_number improvement_type improvement_type_description \\\n", - "2865 0618000051S 23 Transit \n", + " 5087 \\\n", + "fmis_transaction_date 2025-03-27 00:00:00 \n", + "program_code Y001 \n", + "program_code_description NATIONAL HIGHWAY PERF IIJA \n", + "project_number X037234 \n", + "recipient_project_number 0718000046S \n", + "_10_id 0718000046 \n", + "project_title IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS \n", + "county_code 37 \n", + "congressional_district Cong Dist 29 \n", + "project_status_description Active \n", + "project_description ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES. \n", + "improvement_type 17 \n", + "improvement_type_description Construction Engineering \n", + "total_cost_amount 760878.0 \n", + "obligations_amount 696729.34 \n", + "summary_recipient_defined_text_field_1_value S SCAG \n", "\n", - " old_project_title_desc \\\n", - "2865 IN AND NEAR FIREBAUGH FROM MORRIS KYLE DRIVE TO 0.6 MI NORTH OF CLYDE FANNON DRIVE ROADWAY REHABILITATION (3R) \n", + " 5088 \\\n", + "fmis_transaction_date 2025-03-27 00:00:00 \n", + "program_code Y001 \n", + "program_code_description NATIONAL HIGHWAY PERF IIJA \n", + "project_number X037234 \n", + "recipient_project_number 0718000046S \n", + "_10_id 0718000046 \n", + "project_title IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS \n", + "county_code 37 \n", + "congressional_district Cong Dist 29 \n", + "project_status_description Active \n", + "project_description ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES. \n", + "improvement_type 42 \n", + "improvement_type_description Training \n", + "total_cost_amount 838.96 \n", + "obligations_amount 742.16 \n", + "summary_recipient_defined_text_field_1_value S SCAG \n", "\n", - " obligations_amount total_cost_amount congressional_district district \\\n", - "2865 3000000 3000000 |38|42|43| |07| \n", + " 5089 \\\n", + "fmis_transaction_date 2025-03-27 00:00:00 \n", + "program_code Y001 \n", + "program_code_description NATIONAL HIGHWAY PERF IIJA \n", + "project_number X037234 \n", + "recipient_project_number 0718000046S \n", + "_10_id 0718000046 \n", + "project_title IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS \n", + "county_code 37 \n", + "congressional_district Cong Dist 30 \n", + "project_status_description Active \n", + "project_description ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES. \n", + "improvement_type 6 \n", + "improvement_type_description 4R - Restoration & Rehabilitation \n", + "total_cost_amount 3832415.48 \n", + "obligations_amount 3444784.89 \n", + "summary_recipient_defined_text_field_1_value S SCAG \n", "\n", - " county_code county_name county_name_abbrev \\\n", - "2865 19 Los Angeles County |LA| \n", + " 5090 \\\n", + "fmis_transaction_date 2025-03-27 00:00:00 \n", + "program_code Y001 \n", + "program_code_description NATIONAL HIGHWAY PERF IIJA \n", + "project_number X037234 \n", + "recipient_project_number 0718000046S \n", + "_10_id 0718000046 \n", + "project_title IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS \n", + "county_code 37 \n", + "congressional_district Cong Dist 30 \n", + "project_status_description Active \n", + "project_description ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES. \n", + "improvement_type 17 \n", + "improvement_type_description Construction Engineering \n", + "total_cost_amount 1597122.0 \n", + "obligations_amount 1462470.66 \n", + "summary_recipient_defined_text_field_1_value S SCAG \n", "\n", - " implementing_agency_locode \\\n", - "2865 6065 \n", - "\n", - " rtpa_name \\\n", - "2865 Los Angeles County Metropolitan Transportation Auth. \n", - "\n", - " mpo_name \\\n", - "2865 Southern California Association Of Governments \n", - "\n", - " new_project_title \\\n", - "2865 Road Rehabiliation in the Los Angeles County Metropolitan Transportation Authority Region \n", - "\n", - " new_description_col \n", - "2865 Road Rehabiliation in the Los Angeles County Metropolitan Transportation Authority Region, part of the Congestion Mitigation & Air Quality Improvement Program. (Federal Project ID: S033093). " + " 5091 \n", + "fmis_transaction_date 2025-03-27 00:00:00 \n", + "program_code Y001 \n", + "program_code_description NATIONAL HIGHWAY PERF IIJA \n", + "project_number X037234 \n", + "recipient_project_number 0718000046S \n", + "_10_id 0718000046 \n", + "project_title IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS \n", + "county_code 37 \n", + "congressional_district Cong Dist 30 \n", + "project_status_description Active \n", + "project_description ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES. \n", + "improvement_type 42 \n", + "improvement_type_description Training \n", + "total_cost_amount 1761.04 \n", + "obligations_amount 1557.84 \n", + "summary_recipient_defined_text_field_1_value S SCAG " ] }, - "execution_count": 53, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "df.loc[df.project_number == \"S033093\"]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4b4b3074-f288-40d6-a12d-e891341a1ba2", - "metadata": {}, - "outputs": [], - "source": [ - "df.loc[df.project_number == \"S033093\"]" + "print(\"June data\")\n", + "display(check_data.loc[check_data.project_number == \"X037234\"].T)\n", + "display(df.loc[df.project_number == \"X037234\"].T)\n", + "print(\"January Data\")\n", + "display(jan_2026_agg.loc[jan_2026_agg.project_number == \"X037234\"].T)\n", + "display(jan_2026.loc[jan_2026.project_number == \"X037234\"].T)" ] }, { @@ -1047,7 +4120,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "id": "6652683c-2ea1-456e-918a-bffb7da2de0a", "metadata": {}, "outputs": [], @@ -1058,7 +4131,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "id": "0c492d4d-d6d3-49f5-a65c-e1d18ea4a5d1", "metadata": { "tags": [] @@ -1078,7 +4151,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "id": "a403da00-9cbe-4f7c-af98-eef5824ec951", "metadata": {}, "outputs": [], @@ -1088,7 +4161,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "id": "13a0b8b8-955a-4f21-baaa-7f314f8f09e4", "metadata": {}, "outputs": [], @@ -1098,157 +4171,27 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "id": "10f69723-9ba2-48cd-9cb2-6425f818a23f", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "5331" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "len(jan_df)" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "id": "2b8f3161-7817-4b87-8225-bb37701519a6", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Unnamed: 0Fmis Transaction DateProject NumberImplementing AgencySummary Recipient Defined Text Field 1 ValueFunding Type CodeProgram CodeProgram Code DescriptionRecipient Project NumberImprovement TypeImprovement Type DescriptionOld Project Title DescObligations AmountTotal Cost AmountCongressional DistrictDistrictCounty CodeCounty NameCounty Name AbbrevImplementing Agency LocodeRtpa NameMpo NameNew Project TitleNew Description Col
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"Requirement already satisfied: certifi in /opt/conda/lib/python3.11/site-packages (from fiona>=1.8.21->geopandas) (2024.8.30)\n", + "Requirement already satisfied: certifi in /opt/conda/lib/python3.11/site-packages (from fiona>=1.8.21->geopandas) (2026.6.17)\n", "Requirement already satisfied: click~=8.0 in /opt/conda/lib/python3.11/site-packages (from fiona>=1.8.21->geopandas) (8.1.7)\n", "Requirement already satisfied: click-plugins>=1.0 in /opt/conda/lib/python3.11/site-packages (from fiona>=1.8.21->geopandas) (1.1.1.2)\n", "Requirement already satisfied: cligj>=0.5 in /opt/conda/lib/python3.11/site-packages (from fiona>=1.8.21->geopandas) (0.7.2)\n", @@ -175,7 +175,7 @@ "Requirement already satisfied: google-cloud-bigquery!=2.4.*,<4.0.0dev,>=3.3.5 in /opt/conda/lib/python3.11/site-packages (from pandas-gbq<0.20.0,>=0.19.1->calitp_data_analysis) (3.42.1)\n", "Requirement already satisfied: google-cloud-bigquery-storage<3.0.0dev,>=2.16.2 in /opt/conda/lib/python3.11/site-packages (from pandas-gbq<0.20.0,>=0.19.1->calitp_data_analysis) (2.39.0)\n", "Requirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.11/site-packages (from requests<3.0.0,>=2.31.0->calitp_data_analysis) (3.10)\n", - "Requirement already satisfied: certifi>=2023.5.7 in /opt/conda/lib/python3.11/site-packages (from requests<3.0.0,>=2.31.0->calitp_data_analysis) (2024.8.30)\n", + "Requirement already satisfied: certifi>=2023.5.7 in /opt/conda/lib/python3.11/site-packages (from requests<3.0.0,>=2.31.0->calitp_data_analysis) (2026.6.17)\n", "Requirement already satisfied: greenlet!=0.4.17 in /opt/conda/lib/python3.11/site-packages (from sqlalchemy<3.0.0,>=2.0.0->calitp_data_analysis) (3.1.1)\n", "Requirement already satisfied: aiohappyeyeballs>=2.3.0 in /opt/conda/lib/python3.11/site-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->gcsfs==2024.5.0->calitp_data_analysis) (2.4.3)\n", "Requirement already satisfied: aiosignal>=1.1.2 in /opt/conda/lib/python3.11/site-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->gcsfs==2024.5.0->calitp_data_analysis) (1.3.1)\n", @@ -620,124 +620,170 @@ }, { "cell_type": "code", - "execution_count": 41, - "id": "bcb3b76b-cbdd-4233-b126-237c84f12b17", + "execution_count": 24, + "id": "0834f899-ad61-4005-bb02-95ebccad3596", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "project_number\n", - "5006912 17\n", - "6049028 11\n", - "6049032 9\n", - "0056349 9\n", - "P001692 8\n", - " ..\n", - "5956224 2\n", - "39A7001 2\n", - "15A6004 2\n", - "15A6002 2\n", - "15A5028 2\n", - "Name: count, Length: 500, dtype: int64" + "3451" ] }, - "execution_count": 41, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "df.project_number.value_counts().head(500)" + "df.project_number.nunique()" ] }, { "cell_type": "code", - "execution_count": 38, - "id": "3c95e0e4-e3ab-48ca-b7e0-02926eac76cb", - "metadata": { - "scrolled": true - }, + "execution_count": 21, + "id": "bcb3b76b-cbdd-4233-b126-237c84f12b17", + "metadata": {}, + "outputs": [], + "source": [ + "project_more_than_one_row = df.project_number.value_counts().rename_axis('project_number').reset_index(name='counts')" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "0312d17a-c956-4d48-8783-df65ad936426", + "metadata": {}, + "outputs": [], + "source": [ + "project_more_than_one_row = project_more_than_one_row.loc[project_more_than_one_row.counts > 1]" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "aab561ea-aa3b-4523-b2ba-85efe16fe3b0", + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "project_number\n", - "5006912 34\n", - "P134040 20\n", - "6049028 18\n", - "0056349 18\n", - "6049032 17\n", - " ..\n", - "P058134 4\n", - "31RH001 4\n", - "15C4001 4\n", - "15C6001 4\n", - "15C8001 4\n", - "Name: count, Length: 500, dtype: int64" + "count 1280.000000\n", + "mean 2.468750\n", + "std 1.019263\n", + "min 2.000000\n", + "25% 2.000000\n", + "50% 2.000000\n", + "75% 3.000000\n", + "max 17.000000\n", + "Name: counts, dtype: float64" ] }, - "execution_count": 38, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "check_data.project_number.value_counts().head(500)" - ] - }, - { - "cell_type": "markdown", - "id": "24d17f72-54b8-4036-8f91-0d51acffd076", - "metadata": {}, - "source": [ - "### Compare with January 2026" + "project_more_than_one_row.counts.describe()" ] }, { "cell_type": "code", - "execution_count": 27, - "id": "dbc61904-3b6d-44d5-95e4-70c83682bfd8", + "execution_count": 26, + "id": "679d1ab2-242a-4c0a-8d88-35e4ca20f6be", "metadata": {}, "outputs": [], "source": [ - "jan_2026 = to_snakecase(pd.read_excel(\"gs://calitp-analytics-data/data-analyses/dla/dla-iija/IIJA_ToDDS_20260113.xlsx\"))" + "project_more_than_one_row_list = list(project_more_than_one_row.project_number.unique())" ] }, { "cell_type": "code", "execution_count": 28, - "id": "67f31dcb-bed4-401b-a861-1c562d14f733", + "id": "54a42479-97a2-4b79-bcc4-3874982a883a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Index(['fmis_transaction_date', 'project_number', 'implementing_agency',\n", - " 'summary_recipient_defined_text_field_1_value', 'funding_type_code',\n", - " 'program_code', 'program_code_description', 'recipient_project_number',\n", - " 'improvement_type', 'improvement_type_description',\n", - " 'program_code_description_for_description', 'project_title',\n", - " 'obligations_amount', 'total_cost_amount', 'congressional_district',\n", - " 'district', 'county_code', 'county_name', 'county_name_abbrev',\n", - " 'county_name_title', 'implementing_agency_locode', 'rtpa_name',\n", - " 'mpo_name'],\n", - " dtype='object')" + "1280" ] }, + "execution_count": 28, "metadata": {}, - "output_type": "display_data" - }, + "output_type": "execute_result" + } + ], + "source": [ + "len(project_more_than_one_row_list)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "80ca04eb-d254-41cd-b852-b9da3558f99e", + "metadata": {}, + "outputs": [], + "source": [ + "project_more_than_one_row_df = check_data.loc[check_data.project_number.isin(project_more_than_one_row_list)] " + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "4ef636c1-5c78-47ed-93ca-f253e969d13e", + "metadata": {}, + "outputs": [ { "data": { "text/plain": [ - "True" + "1280" ] }, + "execution_count": 32, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], + "source": [ + "project_more_than_one_row_df.project_number.nunique()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "bfac6382-95f2-4131-a77a-17c2d2e239d8", + "metadata": {}, + "outputs": [], + "source": [ + "project_more_than_one_row_df.to_excel(\"gs://calitp-analytics-data/data-analyses/dla/dla-iija/projects_multi_value_june_2026.xlsx\")" + ] + }, + { + "cell_type": "markdown", + "id": "24d17f72-54b8-4036-8f91-0d51acffd076", + "metadata": {}, + "source": [ + "### Compare with January 2026" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dbc61904-3b6d-44d5-95e4-70c83682bfd8", + "metadata": {}, + "outputs": [], + "source": [ + "jan_2026 = to_snakecase(pd.read_excel(\"gs://calitp-analytics-data/data-analyses/dla/dla-iija/IIJA_ToDDS_20260113.xlsx\"))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "67f31dcb-bed4-401b-a861-1c562d14f733", + "metadata": {}, + "outputs": [], "source": [ "jan_2026_agg = _script_utils.run_script_original(\n", " file_name = \"IIJA_ToDDS_20260113.xlsx\", \n", @@ -757,766 +803,10 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "id": "7b4df030-71f9-40a2-b50e-f8f869d15bbb", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "June data\n" - ] - }, - { - "data": { - "text/html": [ - "
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district|nan|
county_code999
county_nameStatewide
county_name_abbrev|NA|
implementing_agency_locodenan
rtpa_nameNone
mpo_nameNone
new_project_titleRoad Restoration & Rehabilitation in Napa
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fmis_transaction_date2025-07-23 00:00:002025-07-23 00:00:002025-07-23 00:00:002025-07-23 00:00:00
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project_titleIN NAPA AND SOLANO COUNTIES ON ROUTES 121 AND 128 AT VARIOUS LOCATION REPAIR CULVERTS, RETAINING WALLS, AND PAVEMENT. REMOVE HAZARDOUS TREES, REPLACEIN NAPA AND SOLANO COUNTIES ON ROUTES 121 AND 128 AT VARIOUS LOCATION REPAIR CULVERTS, RETAINING WALLS, AND PAVEMENT. REMOVE HAZARDOUS TREES, REPLACEIN NAPA AND SOLANO COUNTIES ON ROUTES 121 AND 128 AT VARIOUS LOCATION REPAIR CULVERTS, RETAINING WALLS, AND PAVEMENT. REMOVE HAZARDOUS TREES, REPLACEIN NAPA AND SOLANO COUNTIES ON ROUTES 121 AND 128 AT VARIOUS LOCATION REPAIR CULVERTS, RETAINING WALLS, AND PAVEMENT. REMOVE HAZARDOUS TREES, REPLACE
county_code999999999999
congressional_districtCong Dist 0Cong Dist 0Cong Dist 0Cong Dist 0
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obligations_amount8458319.6821239.992989440.01222680.32
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unnamed:_9NaNNaNNaN
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fmis_transaction_date2025-11-21 00:00:002025-11-21 00:00:00
project_numberP170006P170006
implementing_agencyCaliforniaCalifornia
summary_recipient_defined_text_field_1_valueS KCOGS SCAG
funding_type_codeIIJA-FIIJA-F
program_codeY001Y001
program_code_descriptionNational Highway Performance Program (NHPP)National Highway Performance Program (NHPP)
recipient_project_number0716000204S0716000204S
improvement_type17|2842
improvement_type_descriptionConstruction Engineering|Facilities for Pedestrians and BicyclesTraining
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obligations_amount125130314600
total_cost_amount142650125200
congressional_district|21||25|
district|07||07|
county_code3737
county_nameLos Angeles CountyLos Angeles County
county_name_abbrev|LA||LA|
implementing_agency_locodenannan
rtpa_nameNoneNone
mpo_nameNoneNone
new_project_titleProject in Los Angeles CountyProject in Los Angeles County
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project_descriptionON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES.ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES.ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES.ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES.ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES.ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES.
improvement_type6174261742
improvement_type_description4R - Restoration & RehabilitationConstruction EngineeringTraining4R - Restoration & RehabilitationConstruction EngineeringTraining
total_cost_amount1825784.52760878.0838.963832415.481597122.01761.04
obligations_amount1641115.11696729.34742.163444784.891462470.661557.84
summary_recipient_defined_text_field_1_valueS SCAGS SCAGS SCAGS SCAGS SCAGS SCAG
\n", - "
" - ], - "text/plain": [ - " 5086 \\\n", - "fmis_transaction_date 2025-03-27 00:00:00 \n", - "program_code Y001 \n", - "program_code_description NATIONAL HIGHWAY PERF IIJA \n", - "project_number X037234 \n", - "recipient_project_number 0718000046S \n", - "_10_id 0718000046 \n", - "project_title IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS \n", - "county_code 37 \n", - "congressional_district Cong Dist 29 \n", - "project_status_description Active \n", - "project_description ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES. \n", - "improvement_type 6 \n", - "improvement_type_description 4R - Restoration & Rehabilitation \n", - "total_cost_amount 1825784.52 \n", - "obligations_amount 1641115.11 \n", - "summary_recipient_defined_text_field_1_value S SCAG \n", - "\n", - " 5087 \\\n", - "fmis_transaction_date 2025-03-27 00:00:00 \n", - "program_code Y001 \n", - "program_code_description NATIONAL HIGHWAY PERF IIJA \n", - "project_number X037234 \n", - "recipient_project_number 0718000046S \n", - "_10_id 0718000046 \n", - "project_title IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS \n", - "county_code 37 \n", - "congressional_district Cong Dist 29 \n", - "project_status_description Active \n", - "project_description ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES. \n", - "improvement_type 17 \n", - "improvement_type_description Construction Engineering \n", - "total_cost_amount 760878.0 \n", - "obligations_amount 696729.34 \n", - "summary_recipient_defined_text_field_1_value S SCAG \n", - "\n", - " 5088 \\\n", - "fmis_transaction_date 2025-03-27 00:00:00 \n", - "program_code Y001 \n", - "program_code_description NATIONAL HIGHWAY PERF IIJA \n", - "project_number X037234 \n", - "recipient_project_number 0718000046S \n", - "_10_id 0718000046 \n", - "project_title IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS \n", - "county_code 37 \n", - "congressional_district Cong Dist 29 \n", - "project_status_description Active \n", - "project_description ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES. \n", - "improvement_type 42 \n", - "improvement_type_description Training \n", - "total_cost_amount 838.96 \n", - "obligations_amount 742.16 \n", - "summary_recipient_defined_text_field_1_value S SCAG \n", - "\n", - " 5089 \\\n", - "fmis_transaction_date 2025-03-27 00:00:00 \n", - "program_code Y001 \n", - "program_code_description NATIONAL HIGHWAY PERF IIJA \n", - "project_number X037234 \n", - "recipient_project_number 0718000046S \n", - "_10_id 0718000046 \n", - "project_title IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS \n", - "county_code 37 \n", - "congressional_district Cong Dist 30 \n", - "project_status_description Active \n", - "project_description ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES. \n", - "improvement_type 6 \n", - "improvement_type_description 4R - Restoration & Rehabilitation \n", - "total_cost_amount 3832415.48 \n", - "obligations_amount 3444784.89 \n", - "summary_recipient_defined_text_field_1_value S SCAG \n", - "\n", - " 5090 \\\n", - "fmis_transaction_date 2025-03-27 00:00:00 \n", - "program_code Y001 \n", - "program_code_description NATIONAL HIGHWAY PERF IIJA \n", - "project_number X037234 \n", - "recipient_project_number 0718000046S \n", - "_10_id 0718000046 \n", - "project_title IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS \n", - "county_code 37 \n", - "congressional_district Cong Dist 30 \n", - "project_status_description Active \n", - "project_description ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES. \n", - "improvement_type 17 \n", - "improvement_type_description Construction Engineering \n", - "total_cost_amount 1597122.0 \n", - "obligations_amount 1462470.66 \n", - "summary_recipient_defined_text_field_1_value S SCAG \n", - "\n", - " 5091 \n", - "fmis_transaction_date 2025-03-27 00:00:00 \n", - "program_code Y001 \n", - "program_code_description NATIONAL HIGHWAY PERF IIJA \n", - "project_number X037234 \n", - "recipient_project_number 0718000046S \n", - "_10_id 0718000046 \n", - "project_title IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS \n", - "county_code 37 \n", - "congressional_district Cong Dist 30 \n", - "project_status_description Active \n", - "project_description ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES. \n", - "improvement_type 42 \n", - "improvement_type_description Training \n", - "total_cost_amount 1761.04 \n", - "obligations_amount 1557.84 \n", - "summary_recipient_defined_text_field_1_value S SCAG " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], + "source": [ + "print(\"June data\")\n", + "display(check_data.loc[check_data.project_number == \"15C4001\"].T)\n", + "display(df.loc[df.project_number == \"15C4001\"].T)\n", + "print(\"January Data\")\n", + "display(jan_2026_agg.loc[jan_2026_agg.project_number == \"15C4001\"].T)\n", + "display(jan_2026.loc[jan_2026.project_number == \"15C4001\"].T)" + ] + }, + { + "cell_type": "markdown", + "id": "ac10771b-d20c-43e9-8aaf-3c7b0f5c97a7", + "metadata": {}, + "source": [ + "### P170006" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "526689d2-fdb0-46a6-b699-14c50e62aacd", + "metadata": {}, + "outputs": [], + "source": [ + "print(\"June data\")\n", + "display(check_data.loc[check_data.project_number == \"P170006\"].T)\n", + "display(df.loc[df.project_number == \"P170006\"].T)\n", + "print(\"January Data\")\n", + "display(jan_2026_agg.loc[jan_2026_agg.project_number == \"P170006\"].T)\n", + "display(jan_2026.loc[jan_2026.project_number == \"P170006\"].T)" + ] + }, + { + "cell_type": "markdown", + "id": "8ca38959-9ad3-4b73-945c-8132e8d33462", + "metadata": {}, + "source": [ + "### X037234" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "50f0717c-5a20-4cab-85d4-0056b6712960", + "metadata": {}, + "outputs": [], "source": [ "print(\"June data\")\n", "display(check_data.loc[check_data.project_number == \"X037234\"].T)\n", From f048b748acefb72d426897817db3556a3438a388 Mon Sep 17 00:00:00 2001 From: amandaha8 Date: Wed, 1 Jul 2026 20:01:01 +0000 Subject: [PATCH 4/4] reran script --- dla/iija/run_script.ipynb | 3869 ++++++++++++++++++++++++++++++++++--- 1 file changed, 3648 insertions(+), 221 deletions(-) diff --git a/dla/iija/run_script.ipynb b/dla/iija/run_script.ipynb index 21dd56dafe..56d51e3766 100644 --- a/dla/iija/run_script.ipynb +++ b/dla/iija/run_script.ipynb @@ -19,85 +19,6 @@ { "cell_type": "code", "execution_count": 1, - "id": "427ef3d1-a937-483e-bcb5-68e377dd4f35", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "import _data_utils\n", - "import _script_utils\n", - "import pandas as pd\n", - "from calitp_data_analysis.sql import to_snakecase" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "5abe7733-3238-4ee7-b337-997afb01ad05", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Requirement already satisfied: intake-geopandas in /opt/conda/lib/python3.11/site-packages (0.4.0)\n", - "Requirement already satisfied: geopandas in /opt/conda/lib/python3.11/site-packages (0.14.4)\n", - "Requirement already satisfied: pyarrow in /opt/conda/lib/python3.11/site-packages (17.0.0)\n", - "Requirement already satisfied: intake in /opt/conda/lib/python3.11/site-packages (from intake-geopandas) (2.0.9)\n", - "Requirement already satisfied: fiona>=1.8.21 in /opt/conda/lib/python3.11/site-packages (from geopandas) (1.10.1)\n", - "Requirement already satisfied: numpy>=1.22 in /opt/conda/lib/python3.11/site-packages (from geopandas) (2.0.2)\n", - "Requirement already satisfied: packaging in /opt/conda/lib/python3.11/site-packages (from geopandas) (26.2)\n", - "Requirement already satisfied: pandas>=1.4.0 in /opt/conda/lib/python3.11/site-packages (from geopandas) (2.2.3)\n", - "Requirement already satisfied: pyproj>=3.3.0 in /opt/conda/lib/python3.11/site-packages (from geopandas) (3.7.2)\n", - "Requirement already satisfied: shapely>=1.8.0 in /opt/conda/lib/python3.11/site-packages (from geopandas) (2.1.2)\n", - "Requirement already satisfied: attrs>=19.2.0 in /opt/conda/lib/python3.11/site-packages (from fiona>=1.8.21->geopandas) (24.2.0)\n", - "Requirement already satisfied: certifi in /opt/conda/lib/python3.11/site-packages (from fiona>=1.8.21->geopandas) (2026.6.17)\n", - "Requirement already satisfied: click~=8.0 in /opt/conda/lib/python3.11/site-packages (from fiona>=1.8.21->geopandas) (8.1.7)\n", - "Requirement already satisfied: click-plugins>=1.0 in /opt/conda/lib/python3.11/site-packages (from fiona>=1.8.21->geopandas) (1.1.1.2)\n", - "Requirement already satisfied: cligj>=0.5 in /opt/conda/lib/python3.11/site-packages (from fiona>=1.8.21->geopandas) (0.7.2)\n", - "Requirement already satisfied: python-dateutil>=2.8.2 in /opt/conda/lib/python3.11/site-packages (from pandas>=1.4.0->geopandas) (2.9.0)\n", - "Requirement already satisfied: pytz>=2020.1 in /opt/conda/lib/python3.11/site-packages (from pandas>=1.4.0->geopandas) (2024.1)\n", - "Requirement already satisfied: tzdata>=2022.7 in /opt/conda/lib/python3.11/site-packages (from pandas>=1.4.0->geopandas) (2024.2)\n", - "Requirement already satisfied: fsspec>=2023.0.0 in /opt/conda/lib/python3.11/site-packages (from intake->intake-geopandas) (2024.5.0)\n", - "Requirement already satisfied: pyyaml in /opt/conda/lib/python3.11/site-packages (from intake->intake-geopandas) (6.0.2)\n", - "Requirement already satisfied: platformdirs in /opt/conda/lib/python3.11/site-packages (from intake->intake-geopandas) (4.3.6)\n", - "Requirement already satisfied: networkx in /opt/conda/lib/python3.11/site-packages (from intake->intake-geopandas) (3.4.2)\n", - "Requirement already satisfied: six>=1.5 in /opt/conda/lib/python3.11/site-packages (from python-dateutil>=2.8.2->pandas>=1.4.0->geopandas) (1.16.0)\n", - "Note: you may need to restart the kernel to use updated packages.\n" - ] - } - ], - "source": [ - "pip install intake-geopandas geopandas pyarrow" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "c9e2ac5f-c16e-425b-9976-9ecf7c9c300b", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Requirement already satisfied: intake in /opt/conda/lib/python3.11/site-packages (2.0.9)\n", - "Requirement already satisfied: fsspec>=2023.0.0 in /opt/conda/lib/python3.11/site-packages (from intake) (2024.5.0)\n", - "Requirement already satisfied: pyyaml in /opt/conda/lib/python3.11/site-packages (from intake) (6.0.2)\n", - "Requirement already satisfied: platformdirs in /opt/conda/lib/python3.11/site-packages (from intake) (4.3.6)\n", - "Requirement already satisfied: networkx in /opt/conda/lib/python3.11/site-packages (from intake) (3.4.2)\n", - "Note: you may need to restart the kernel to use updated packages.\n" - ] - } - ], - "source": [ - "pip install intake" - ] - }, - { - "cell_type": "code", - "execution_count": 4, "id": "22b3dbee-e2e8-4381-9244-f9ae729ae27c", "metadata": {}, "outputs": [ @@ -175,7 +96,7 @@ "Requirement already satisfied: google-cloud-bigquery!=2.4.*,<4.0.0dev,>=3.3.5 in /opt/conda/lib/python3.11/site-packages (from pandas-gbq<0.20.0,>=0.19.1->calitp_data_analysis) (3.42.1)\n", "Requirement already satisfied: google-cloud-bigquery-storage<3.0.0dev,>=2.16.2 in /opt/conda/lib/python3.11/site-packages (from pandas-gbq<0.20.0,>=0.19.1->calitp_data_analysis) (2.39.0)\n", "Requirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.11/site-packages (from requests<3.0.0,>=2.31.0->calitp_data_analysis) (3.10)\n", - "Requirement already satisfied: certifi>=2023.5.7 in /opt/conda/lib/python3.11/site-packages (from requests<3.0.0,>=2.31.0->calitp_data_analysis) (2026.6.17)\n", + "Requirement already satisfied: certifi>=2023.5.7 in /opt/conda/lib/python3.11/site-packages (from requests<3.0.0,>=2.31.0->calitp_data_analysis) (2024.8.30)\n", "Requirement already satisfied: greenlet!=0.4.17 in /opt/conda/lib/python3.11/site-packages (from sqlalchemy<3.0.0,>=2.0.0->calitp_data_analysis) (3.1.1)\n", "Requirement already satisfied: aiohappyeyeballs>=2.3.0 in /opt/conda/lib/python3.11/site-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->gcsfs==2024.5.0->calitp_data_analysis) (2.4.3)\n", "Requirement already satisfied: aiosignal>=1.1.2 in /opt/conda/lib/python3.11/site-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->gcsfs==2024.5.0->calitp_data_analysis) (1.3.1)\n", @@ -241,42 +162,111 @@ }, { "cell_type": "code", - "execution_count": 5, - "id": "5a3b874f-7eed-457e-92ec-7e2c8ec91225", + "execution_count": 2, + "id": "5abe7733-3238-4ee7-b337-997afb01ad05", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting intake-geopandas\n", + " Using cached intake_geopandas-0.4.0-py3-none-any.whl.metadata (1.4 kB)\n", + "Requirement already satisfied: geopandas in /opt/conda/lib/python3.11/site-packages (0.14.4)\n", + "Requirement already satisfied: pyarrow in /opt/conda/lib/python3.11/site-packages (17.0.0)\n", + "Collecting intake (from intake-geopandas)\n", + " Using cached intake-2.0.9-py3-none-any.whl.metadata (2.9 kB)\n", + "Requirement already satisfied: fiona>=1.8.21 in /opt/conda/lib/python3.11/site-packages (from geopandas) (1.10.1)\n", + "Requirement already satisfied: numpy>=1.22 in /opt/conda/lib/python3.11/site-packages (from geopandas) (2.0.2)\n", + "Requirement already satisfied: packaging in /opt/conda/lib/python3.11/site-packages (from geopandas) (26.2)\n", + "Requirement already satisfied: pandas>=1.4.0 in /opt/conda/lib/python3.11/site-packages (from geopandas) (2.2.3)\n", + "Requirement already satisfied: pyproj>=3.3.0 in /opt/conda/lib/python3.11/site-packages (from geopandas) (3.7.2)\n", + "Requirement already satisfied: shapely>=1.8.0 in /opt/conda/lib/python3.11/site-packages (from geopandas) (2.1.2)\n", + "Requirement already satisfied: attrs>=19.2.0 in /opt/conda/lib/python3.11/site-packages (from fiona>=1.8.21->geopandas) (24.2.0)\n", + "Requirement already satisfied: certifi in /opt/conda/lib/python3.11/site-packages (from fiona>=1.8.21->geopandas) (2024.8.30)\n", + "Requirement already satisfied: click~=8.0 in /opt/conda/lib/python3.11/site-packages (from fiona>=1.8.21->geopandas) (8.1.7)\n", + "Requirement already satisfied: click-plugins>=1.0 in /opt/conda/lib/python3.11/site-packages (from fiona>=1.8.21->geopandas) (1.1.1.2)\n", + "Requirement already satisfied: cligj>=0.5 in /opt/conda/lib/python3.11/site-packages (from fiona>=1.8.21->geopandas) (0.7.2)\n", + "Requirement already satisfied: python-dateutil>=2.8.2 in /opt/conda/lib/python3.11/site-packages (from pandas>=1.4.0->geopandas) (2.9.0)\n", + "Requirement already satisfied: pytz>=2020.1 in /opt/conda/lib/python3.11/site-packages (from pandas>=1.4.0->geopandas) (2024.1)\n", + "Requirement already satisfied: tzdata>=2022.7 in /opt/conda/lib/python3.11/site-packages (from pandas>=1.4.0->geopandas) (2024.2)\n", + "Requirement already satisfied: fsspec>=2023.0.0 in /opt/conda/lib/python3.11/site-packages (from intake->intake-geopandas) (2024.5.0)\n", + "Requirement already satisfied: pyyaml in /opt/conda/lib/python3.11/site-packages (from intake->intake-geopandas) (6.0.2)\n", + "Requirement already satisfied: platformdirs in /opt/conda/lib/python3.11/site-packages (from intake->intake-geopandas) (4.3.6)\n", + "Requirement already satisfied: networkx in /opt/conda/lib/python3.11/site-packages (from intake->intake-geopandas) (3.4.2)\n", + "Requirement already satisfied: six>=1.5 in /opt/conda/lib/python3.11/site-packages (from python-dateutil>=2.8.2->pandas>=1.4.0->geopandas) (1.16.0)\n", + "Using cached intake_geopandas-0.4.0-py3-none-any.whl (11 kB)\n", + "Using cached intake-2.0.9-py3-none-any.whl (137 kB)\n", + "Installing collected packages: intake, intake-geopandas\n", + "Successfully installed intake-2.0.9 intake-geopandas-0.4.0\n", + "Note: you may need to restart the kernel to use updated packages.\n" + ] + } + ], "source": [ - "from calitp_data_analysis.gcs_geopandas import GCSGeoPandas\n", - "gcsgp = GCSGeoPandas()" + "pip install intake-geopandas geopandas pyarrow" ] }, { "cell_type": "code", - "execution_count": 6, - "id": "ce77f2af-baa1-4cc7-ad1a-64ec8d12e0e9", + "execution_count": 3, + "id": "c9e2ac5f-c16e-425b-9976-9ecf7c9c300b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: intake in /opt/conda/lib/python3.11/site-packages (2.0.9)\n", + "Requirement already satisfied: fsspec>=2023.0.0 in /opt/conda/lib/python3.11/site-packages (from intake) (2024.5.0)\n", + "Requirement already satisfied: pyyaml in /opt/conda/lib/python3.11/site-packages (from intake) (6.0.2)\n", + "Requirement already satisfied: platformdirs in /opt/conda/lib/python3.11/site-packages (from intake) (4.3.6)\n", + "Requirement already satisfied: networkx in /opt/conda/lib/python3.11/site-packages (from intake) (3.4.2)\n", + "Note: you may need to restart the kernel to use updated packages.\n" + ] + } + ], + "source": [ + "pip install intake" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "427ef3d1-a937-483e-bcb5-68e377dd4f35", "metadata": { "tags": [] }, "outputs": [], "source": [ - "pd.set_option(\"display.max_columns\", 100)\n", - "pd.set_option(\"display.max_colwidth\", None)" + "import _data_utils\n", + "import _script_utils\n", + "import pandas as pd\n", + "from calitp_data_analysis.sql import to_snakecase" ] }, { "cell_type": "code", - "execution_count": 7, - "id": "c7995807-e85f-48fa-a4e8-db986f89778a", + "execution_count": 5, + "id": "5a3b874f-7eed-457e-92ec-7e2c8ec91225", + "metadata": {}, + "outputs": [], + "source": [ + "from calitp_data_analysis.gcs_geopandas import GCSGeoPandas\n", + "gcsgp = GCSGeoPandas()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "ce77f2af-baa1-4cc7-ad1a-64ec8d12e0e9", "metadata": { "tags": [] }, "outputs": [], "source": [ - "locodes = to_snakecase(\n", - " pd.read_excel(\n", - " f\"gs://calitp-analytics-data/data-analyses/dla/e-76Obligated/locodes_updated7122021.xlsx\"\n", - " )\n", - ")" + "pd.set_option(\"display.max_columns\", 100)\n", + "pd.set_option(\"display.max_colwidth\", None)" ] }, { @@ -302,7 +292,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "id": "50c0f7c4-0c73-47d8-b56e-2ae9111e248f", "metadata": { "tags": [] @@ -314,7 +304,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "id": "e97910e0-80a7-4eb7-9c42-ab09e017157d", "metadata": { "tags": [] @@ -322,7 +312,7 @@ "outputs": [], "source": [ "# update this path to the latest IIJA data\n", - "my_file = \"IIJA_ToDDS_20260623.xlsx\"" + "my_file = \"IIJA_ToDDS_20260630.xlsx\"" ] }, { @@ -341,7 +331,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "id": "e104318c-bd90-42d6-9c1d-36a9e8ceb003", "metadata": { "tags": [] @@ -353,24 +343,23 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "id": "0d841ce8-40fa-48f5-a1f6-12eba5035eaa", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Index(['fmis_transaction_date', 'program_code', 'unnamed:_2',\n", - " 'program_code_description', 'project_number',\n", - " 'recipient_project_number', '_10_id', 'project_title', 'county_code',\n", - " 'unnamed:_9', 'congressional_district', 'project_status_description',\n", - " 'project_description', 'improvement_type',\n", + "Index(['fmis_transaction_date', 'program_code', 'program_code_description',\n", + " 'project_number', 'recipient_project_number', '_10_id', 'project_title',\n", + " 'county_code', 'unnamed:_8', 'congressional_district',\n", + " 'project_status_description', 'project_description', 'improvement_type',\n", " 'improvement_type_description', 'total_cost_amount',\n", " 'obligations_amount', 'summary_recipient_defined_text_field_1_value'],\n", " dtype='object')" ] }, - "execution_count": 11, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -381,7 +370,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "id": "720b2731-1646-414d-bb72-345a8fdc27ce", "metadata": { "tags": [] @@ -410,14 +399,13 @@ " \n", " fmis_transaction_date\n", " program_code\n", - " unnamed:_2\n", " program_code_description\n", " project_number\n", " recipient_project_number\n", " _10_id\n", " project_title\n", " county_code\n", - " unnamed:_9\n", + " unnamed:_8\n", " congressional_district\n", " project_status_description\n", " project_description\n", @@ -431,9 +419,8 @@ " \n", " \n", " 0\n", - " 2022-10-27\n", - " YS30\n", - " NaN\n", + " 2026-05-26\n", + " Y240\n", " SURFAC TRNSP BLK GRTS-FLX IIJA\n", " Q101398\n", " 0100000193S\n", @@ -441,46 +428,46 @@ " IN DEL NORTE COUNTY NEAR CRESCENT CITY FROM 0.3 MILE SOUTH OF SMITH RIVER BRIDGE TO 0.4 MILE NORTH OF SMITH RIVER BRIDGE REPLACE BRIDGE\n", " 15\n", " NaN\n", - " Cong Dist 1\n", + " Cong Dist 2\n", " Active\n", - " SIXTEEN STOP-CONTROLLED INTERSECTIONS AT VARIOUS LOCATIONS SYSTEMICALLY IMPROVE MINOR STREET APPROACHES WITH A COMBINATION OF ADDITIONAL INTERSECTION WARNING/REGULATORY SIGNS, IMPROVED PAVEMENT MARKINGS, AND IMPROVED SIGHT TRIANGLES.\n", - " 4\n", - " 4R - No Added Capacity\n", - " 366560.0\n", - " 329904.0\n", - " L5425BCAG\n", + " ON STATE ROUTE: 101. IN DEL NORTE COUNTY NEAR CRESCENT CITY FROM 0.3 MILE SOUTH OF SMITH RIVER BRIDGE TO 0.4 MILE NORTH OF SMITH RIVER BRIDGE REPLACE BRIDGE\n", + " 11\n", + " Bridge Replacement - No Added Capacity\n", + " 86547400.0\n", + " 75963900.0\n", + " S NON-MPO\n", " \n", " \n", "\n", "" ], "text/plain": [ - " fmis_transaction_date program_code unnamed:_2 \\\n", - "0 2022-10-27 YS30 NaN \n", + " fmis_transaction_date program_code program_code_description \\\n", + "0 2026-05-26 Y240 SURFAC TRNSP BLK GRTS-FLX IIJA \n", "\n", - " program_code_description project_number recipient_project_number \\\n", - "0 SURFAC TRNSP BLK GRTS-FLX IIJA Q101398 0100000193S \n", - "\n", - " _10_id \\\n", - "0 0100000193 \n", + " project_number recipient_project_number _10_id \\\n", + "0 Q101398 0100000193S 0100000193 \n", "\n", " project_title \\\n", "0 IN DEL NORTE COUNTY NEAR CRESCENT CITY FROM 0.3 MILE SOUTH OF SMITH RIVER BRIDGE TO 0.4 MILE NORTH OF SMITH RIVER BRIDGE REPLACE BRIDGE \n", "\n", - " county_code unnamed:_9 congressional_district project_status_description \\\n", - "0 15 NaN Cong Dist 1 Active \n", + " county_code unnamed:_8 congressional_district project_status_description \\\n", + "0 15 NaN Cong Dist 2 Active \n", + "\n", + " project_description \\\n", + "0 ON STATE ROUTE: 101. IN DEL NORTE COUNTY NEAR CRESCENT CITY FROM 0.3 MILE SOUTH OF SMITH RIVER BRIDGE TO 0.4 MILE NORTH OF SMITH RIVER BRIDGE REPLACE BRIDGE \n", "\n", - " project_description \\\n", - "0 SIXTEEN STOP-CONTROLLED INTERSECTIONS AT VARIOUS LOCATIONS SYSTEMICALLY IMPROVE MINOR STREET APPROACHES WITH A COMBINATION OF ADDITIONAL INTERSECTION WARNING/REGULATORY SIGNS, IMPROVED PAVEMENT MARKINGS, AND IMPROVED SIGHT TRIANGLES. \n", + " improvement_type improvement_type_description \\\n", + "0 11 Bridge Replacement - No Added Capacity \n", "\n", - " improvement_type improvement_type_description total_cost_amount \\\n", - "0 4 4R - No Added Capacity 366560.0 \n", + " total_cost_amount obligations_amount \\\n", + "0 86547400.0 75963900.0 \n", "\n", - " obligations_amount summary_recipient_defined_text_field_1_value \n", - "0 329904.0 L5425BCAG " + " summary_recipient_defined_text_field_1_value \n", + "0 S NON-MPO " ] }, - "execution_count": 12, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -500,7 +487,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "id": "eadf322a-c66d-4156-8a36-042e1097119c", "metadata": { "tags": [] @@ -527,7 +514,7 @@ { "data": { "text/plain": [ - "False" + "True" ] }, "metadata": {}, @@ -555,7 +542,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "id": "73fa7f51-7e07-414a-95a8-385a2649a67d", "metadata": { "tags": [] @@ -564,10 +551,10 @@ { "data": { "text/plain": [ - "False" + "True" ] }, - "execution_count": 14, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -578,17 +565,17 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "id": "16c2f31f-5474-45f5-9bb8-da55866b81b3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "5331" + "3532" ] }, - "execution_count": 15, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -599,17 +586,17 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "id": "d221958e-3006-4d25-bbb3-e57446a33c5f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "3451" + "3532" ] }, - "execution_count": 16, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -620,17 +607,17 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 16, "id": "0834f899-ad61-4005-bb02-95ebccad3596", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "3451" + "3532" ] }, - "execution_count": 24, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -641,7 +628,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 17, "id": "bcb3b76b-cbdd-4233-b126-237c84f12b17", "metadata": {}, "outputs": [], @@ -651,7 +638,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 18, "id": "0312d17a-c956-4d48-8783-df65ad936426", "metadata": {}, "outputs": [], @@ -661,25 +648,25 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 19, "id": "aab561ea-aa3b-4523-b2ba-85efe16fe3b0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "count 1280.000000\n", - "mean 2.468750\n", - "std 1.019263\n", - "min 2.000000\n", - "25% 2.000000\n", - "50% 2.000000\n", - "75% 3.000000\n", - "max 17.000000\n", + "count 0.0\n", + "mean NaN\n", + "std NaN\n", + "min NaN\n", + "25% NaN\n", + "50% NaN\n", + "75% NaN\n", + "max NaN\n", "Name: counts, dtype: float64" ] }, - "execution_count": 35, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -690,7 +677,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 20, "id": "679d1ab2-242a-4c0a-8d88-35e4ca20f6be", "metadata": {}, "outputs": [], @@ -700,17 +687,17 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 21, "id": "54a42479-97a2-4b79-bcc4-3874982a883a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "1280" + "0" ] }, - "execution_count": 28, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -721,7 +708,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 22, "id": "80ca04eb-d254-41cd-b852-b9da3558f99e", "metadata": {}, "outputs": [], @@ -731,17 +718,17 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 23, "id": "4ef636c1-5c78-47ed-93ca-f253e969d13e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "1280" + "0" ] }, - "execution_count": 32, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -752,7 +739,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 24, "id": "bfac6382-95f2-4131-a77a-17c2d2e239d8", "metadata": {}, "outputs": [], @@ -770,7 +757,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "id": "dbc61904-3b6d-44d5-95e4-70c83682bfd8", "metadata": {}, "outputs": [], @@ -780,10 +767,38 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "id": "67f31dcb-bed4-401b-a861-1c562d14f733", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['fmis_transaction_date', 'project_number', 'implementing_agency',\n", + " 'summary_recipient_defined_text_field_1_value', 'funding_type_code',\n", + " 'program_code', 'program_code_description', 'recipient_project_number',\n", + " 'improvement_type', 'improvement_type_description',\n", + " 'program_code_description_for_description', 'project_title',\n", + " 'obligations_amount', 'total_cost_amount', 'congressional_district',\n", + " 'district', 'county_code', 'county_name', 'county_name_abbrev',\n", + " 'county_name_title', 'implementing_agency_locode', 'rtpa_name',\n", + " 'mpo_name'],\n", + " dtype='object')" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "True" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "jan_2026_agg = _script_utils.run_script_original(\n", " file_name = \"IIJA_ToDDS_20260113.xlsx\", \n", @@ -803,33 +818,1501 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "id": "7b4df030-71f9-40a2-b50e-f8f869d15bbb", "metadata": {}, - "outputs": [], - "source": [ - "print(\"June data\")\n", - "display(check_data.loc[check_data.project_number == \"5956224\"].T)\n", - "display(df.loc[df.project_number == \"5956224\"].T)\n", - "print(\"January Data\")\n", - "display(jan_2026.loc[jan_2026.project_number == \"5956224\"].T)\n", - "display(jan_2026_agg.loc[jan_2026_agg.project_number == \"5956224\"].T)\n" - ] - }, - { - "cell_type": "markdown", - "id": "729a67b8-2f4e-4275-adec-373078dc745d", - "metadata": {}, - "source": [ - "### 15C4001" - ] - }, - { - "cell_type": "code", - "execution_count": null, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "June data\n" + ] + }, + { + "data": { + "text/html": [ + "
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program_code_descriptionNATIONAL HIGHWAY PERF IIJANATIONAL HIGHWAY PERF IIJAHIP BRIDGE FORMULA PROGRAM-25
project_number595622459562245956224
recipient_project_number0814000006L0814000006L0814000006L
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project_titleVARIOUS LOCATIONS THROUGHOUT RIVERSIDE COUNTY, PM00076 BRIDGE PREVENTIVE MAINTENANCE PROGRAMVARIOUS LOCATIONS THROUGHOUT RIVERSIDE COUNTY, PM00076 BRIDGE PREVENTIVE MAINTENANCE PROGRAMVARIOUS LOCATIONS THROUGHOUT RIVERSIDE COUNTY, PM00076 BRIDGE PREVENTIVE MAINTENANCE PROGRAM
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improvement_type151747
improvement_type_descriptionPreliminary EngineeringConstruction EngineeringBridge Preservation
total_cost_amount686701.0635031.04233543.0
obligations_amount607936.0559708.03731393.0
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old_project_title_descVARIOUS LOCATIONS THROUGHOUT RIVERSIDE COUNTY, PM00076 BRIDGE PREVENTIVE MAINTENANCE PROGRAM
obligations_amount4899037
total_cost_amount5555275
congressional_district|25|
district|08|
county_code65
county_nameRiverside County
county_name_abbrev|RIV|
implementing_agency_locode5956
rtpa_nameRiverside County Transportation Commission
mpo_nameSouthern California Association Of Governments
new_project_titleBridge Preventive Maintenance in Riverside County
new_description_colBridge Preventive Maintenance in Riverside County, part of the National Highway Performance Program (NHPP), and the Hip Bridge Formula Program-25. (Federal Project ID: 5956224).
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project_titleIN NAPA AND SOLANO COUNTIES ON ROUTES 121 AND 128 AT VARIOUS LOCATION REPAIR CULVERTS, RETAINING WALLS, AND PAVEMENT. REMOVE HAZARDOUS TREES, REPLACEIN NAPA AND SOLANO COUNTIES ON ROUTES 121 AND 128 AT VARIOUS LOCATION REPAIR CULVERTS, RETAINING WALLS, AND PAVEMENT. REMOVE HAZARDOUS TREES, REPLACEIN NAPA AND SOLANO COUNTIES ON ROUTES 121 AND 128 AT VARIOUS LOCATION REPAIR CULVERTS, RETAINING WALLS, AND PAVEMENT. REMOVE HAZARDOUS TREES, REPLACEIN NAPA AND SOLANO COUNTIES ON ROUTES 121 AND 128 AT VARIOUS LOCATION REPAIR CULVERTS, RETAINING WALLS, AND PAVEMENT. REMOVE HAZARDOUS TREES, REPLACE
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improvement_type616176
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total_cost_amount11069978.2831850.533630259.51381091.52
obligations_amount8458319.6821239.992989440.01222680.32
summary_recipient_defined_text_field_1_valueS ER NONES ER NONES ER NONES ER NONE
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project_number15C400115C400115C400115C4001
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project_titleIN NAPA AND SOLANO COUNTIES ON ROUTES 121 AND 128 AT VARIOUS LOCATION REPAIR CULVERTS, RETAINING WALLS, AND PAVEMENT. REMOVE HAZARDOUS TREES, REPLACEIN NAPA AND SOLANO COUNTIES ON ROUTES 121 AND 128 AT VARIOUS LOCATION REPAIR CULVERTS, RETAINING WALLS, AND PAVEMENT. REMOVE HAZARDOUS TREES, REPLACEIN NAPA AND SOLANO COUNTIES ON ROUTES 121 AND 128 AT VARIOUS LOCATION REPAIR CULVERTS, RETAINING WALLS, AND PAVEMENT. REMOVE HAZARDOUS TREES, REPLACEIN NAPA AND SOLANO COUNTIES ON ROUTES 121 AND 128 AT VARIOUS LOCATION REPAIR CULVERTS, RETAINING WALLS, AND PAVEMENT. REMOVE HAZARDOUS TREES, REPLACE
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project_titleIN THE CITY OF LOS ANGELES AND NORTH HOLLYWOOD, FROM 170/134 JUNCTION TO OXNARD STREET UNDERCROSSING PLACED STAMPED CONCRETE, ROCK BLANKETS AND CONSTIN THE CITY OF LOS ANGELES AND NORTH HOLLYWOOD, FROM 170/134 JUNCTION TO OXNARD STREET UNDERCROSSING PLACED STAMPED CONCRETE, ROCK BLANKETS AND CONSTIN THE CITY OF LOS ANGELES AND NORTH HOLLYWOOD, FROM 170/134 JUNCTION TO OXNARD STREET UNDERCROSSING PLACED STAMPED CONCRETE, ROCK BLANKETS AND CONST
county_code373737
congressional_districtCong Dist 29Cong Dist 29Cong Dist 29
project_status_descriptionActiveActiveActive
project_descriptionON STATE ROUTE: 170. IN THE CITY OF LOS ANGELES AND NORTH HOLLYWOOD, FROM 170/134 JUNCTION TO OXNARD STREET UNDERCROSSING PLACED STAMPED CONCRETE, ROCK BLANKETS AND CONSTRUCT MAINTENANCE VEHICLE PULLOUTSON STATE ROUTE: 170. IN THE CITY OF LOS ANGELES AND NORTH HOLLYWOOD, FROM 170/134 JUNCTION TO OXNARD STREET UNDERCROSSING PLACED STAMPED CONCRETE, ROCK BLANKETS AND CONSTRUCT MAINTENANCE VEHICLE PULLOUTSON STATE ROUTE: 170. IN THE CITY OF LOS ANGELES AND NORTH HOLLYWOOD, FROM 170/134 JUNCTION TO OXNARD STREET UNDERCROSSING PLACED STAMPED CONCRETE, ROCK BLANKETS AND CONSTRUCT MAINTENANCE VEHICLE PULLOUTS
improvement_type61742
improvement_type_description4R - Restoration & RehabilitationConstruction EngineeringTraining
total_cost_amount2787200.01202000.0900.0
obligations_amount2391500.01064100.0700.0
summary_recipient_defined_text_field_1_valueS SCAGS SCAGS SCAG
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fmis_transaction_date2025-03-27 00:00:002025-03-27 00:00:002025-03-27 00:00:002025-03-27 00:00:002025-03-27 00:00:002025-03-27 00:00:00
program_codeY001Y001Y001Y001Y001Y001
program_code_descriptionNATIONAL HIGHWAY PERF IIJANATIONAL HIGHWAY PERF IIJANATIONAL HIGHWAY PERF IIJANATIONAL HIGHWAY PERF IIJANATIONAL HIGHWAY PERF IIJANATIONAL HIGHWAY PERF IIJA
project_numberX037234X037234X037234X037234X037234X037234
recipient_project_number0718000046S0718000046S0718000046S0718000046S0718000046S0718000046S
_10_id071800004607180000460718000046071800004607180000460718000046
project_titleIN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPSIN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPSIN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPSIN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPSIN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPSIN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS
county_code373737373737
unnamed:_8NaNNaNNaNNaNNaNNaN
congressional_districtCong Dist 29Cong Dist 29Cong Dist 29Cong Dist 30Cong Dist 30Cong Dist 30
project_status_descriptionActiveActiveActiveActiveActiveActive
project_descriptionON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES.ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES.ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES.ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES.ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES.ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES.
improvement_type6174261742
improvement_type_description4R - Restoration & RehabilitationConstruction EngineeringTraining4R - Restoration & RehabilitationConstruction EngineeringTraining
total_cost_amount1825784.52760878.0838.963832415.481597122.01761.04
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CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES. \n", + "improvement_type 6 \n", + "improvement_type_description 4R - Restoration & Rehabilitation \n", + "total_cost_amount 1825784.52 \n", + "obligations_amount 1641115.11 \n", + "summary_recipient_defined_text_field_1_value S SCAG \n", + "\n", + " 5666 \\\n", + "fmis_transaction_date 2025-03-27 00:00:00 \n", + "program_code Y001 \n", + "program_code_description NATIONAL HIGHWAY PERF IIJA \n", + "project_number X037234 \n", + "recipient_project_number 0718000046S \n", + "_10_id 0718000046 \n", + "project_title IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS \n", + "county_code 37 \n", + "unnamed:_8 NaN \n", + "congressional_district Cong Dist 29 \n", + "project_status_description Active \n", + "project_description ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES. \n", + "improvement_type 17 \n", + "improvement_type_description Construction Engineering \n", + "total_cost_amount 760878.0 \n", + "obligations_amount 696729.34 \n", + "summary_recipient_defined_text_field_1_value S SCAG \n", + "\n", + " 5667 \\\n", + "fmis_transaction_date 2025-03-27 00:00:00 \n", + "program_code Y001 \n", + "program_code_description NATIONAL HIGHWAY PERF IIJA \n", + "project_number X037234 \n", + "recipient_project_number 0718000046S \n", + "_10_id 0718000046 \n", + "project_title IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS \n", + "county_code 37 \n", + "unnamed:_8 NaN \n", + "congressional_district Cong Dist 29 \n", + "project_status_description Active \n", + "project_description ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. 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fmis_transaction_date2025-03-27 00:00:002025-03-27 00:00:002025-03-27 00:00:002025-03-27 00:00:002025-03-27 00:00:002025-03-27 00:00:00
program_codeY001Y001Y001Y001Y001Y001
program_code_descriptionNATIONAL HIGHWAY PERF IIJANATIONAL HIGHWAY PERF IIJANATIONAL HIGHWAY PERF IIJANATIONAL HIGHWAY PERF IIJANATIONAL HIGHWAY PERF IIJANATIONAL HIGHWAY PERF IIJA
project_numberX037234X037234X037234X037234X037234X037234
recipient_project_number0718000046S0718000046S0718000046S0718000046S0718000046S0718000046S
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project_titleIN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPSIN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPSIN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPSIN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPSIN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPSIN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS
county_code373737373737
congressional_districtCong Dist 29Cong Dist 29Cong Dist 29Cong Dist 30Cong Dist 30Cong Dist 30
project_status_descriptionActiveActiveActiveActiveActiveActive
project_descriptionON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES.ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES.ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES.ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES.ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES.ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES.
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CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES. \n", + "improvement_type 6 \n", + "improvement_type_description 4R - Restoration & Rehabilitation \n", + "total_cost_amount 1825784.52 \n", + "obligations_amount 1641115.11 \n", + "summary_recipient_defined_text_field_1_value S SCAG \n", + "\n", + " 5087 \\\n", + "fmis_transaction_date 2025-03-27 00:00:00 \n", + "program_code Y001 \n", + "program_code_description NATIONAL HIGHWAY PERF IIJA \n", + "project_number X037234 \n", + "recipient_project_number 0718000046S \n", + "_10_id 0718000046 \n", + "project_title IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS \n", + "county_code 37 \n", + "congressional_district Cong Dist 29 \n", + "project_status_description Active \n", + "project_description ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES. \n", + "improvement_type 17 \n", + "improvement_type_description Construction Engineering \n", + "total_cost_amount 760878.0 \n", + "obligations_amount 696729.34 \n", + "summary_recipient_defined_text_field_1_value S SCAG \n", + "\n", + " 5088 \\\n", + "fmis_transaction_date 2025-03-27 00:00:00 \n", + "program_code Y001 \n", + "program_code_description NATIONAL HIGHWAY PERF IIJA \n", + "project_number X037234 \n", + "recipient_project_number 0718000046S \n", + "_10_id 0718000046 \n", + "project_title IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS \n", + "county_code 37 \n", + "congressional_district Cong Dist 29 \n", + "project_status_description Active \n", + "project_description ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES. \n", + "improvement_type 42 \n", + "improvement_type_description Training \n", + "total_cost_amount 838.96 \n", + "obligations_amount 742.16 \n", + "summary_recipient_defined_text_field_1_value S SCAG \n", + "\n", + " 5089 \\\n", + "fmis_transaction_date 2025-03-27 00:00:00 \n", + "program_code Y001 \n", + "program_code_description NATIONAL HIGHWAY PERF IIJA \n", + "project_number X037234 \n", + "recipient_project_number 0718000046S \n", + "_10_id 0718000046 \n", + "project_title IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS \n", + "county_code 37 \n", + "congressional_district Cong Dist 30 \n", + "project_status_description Active \n", + "project_description ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES. \n", + "improvement_type 6 \n", + "improvement_type_description 4R - Restoration & Rehabilitation \n", + "total_cost_amount 3832415.48 \n", + "obligations_amount 3444784.89 \n", + "summary_recipient_defined_text_field_1_value S SCAG \n", + "\n", + " 5090 \\\n", + "fmis_transaction_date 2025-03-27 00:00:00 \n", + "program_code Y001 \n", + "program_code_description NATIONAL HIGHWAY PERF IIJA \n", + "project_number X037234 \n", + "recipient_project_number 0718000046S \n", + "_10_id 0718000046 \n", + "project_title IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS \n", + "county_code 37 \n", + "congressional_district Cong Dist 30 \n", + "project_status_description Active \n", + "project_description ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES. \n", + "improvement_type 17 \n", + "improvement_type_description Construction Engineering \n", + "total_cost_amount 1597122.0 \n", + "obligations_amount 1462470.66 \n", + "summary_recipient_defined_text_field_1_value S SCAG \n", + "\n", + " 5091 \n", + "fmis_transaction_date 2025-03-27 00:00:00 \n", + "program_code Y001 \n", + "program_code_description NATIONAL HIGHWAY PERF IIJA \n", + "project_number X037234 \n", + "recipient_project_number 0718000046S \n", + "_10_id 0718000046 \n", + "project_title IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS \n", + "county_code 37 \n", + "congressional_district Cong Dist 30 \n", + "project_status_description Active \n", + "project_description ON STATE ROUTE: 5. IN THE CITIES OF LOS ANGELES, GLENDALE, AND BURBANK, FROM NORTH OF FLETCHER DRIVE TO ROUTE 170. CONSTRUCT STORM WATER BEST MANAGEMENT PRACTICES (BMPS), THIS PROJECT PROPOSED 20 STORM WATER TREATMENT BEST MANAGEMENT PRACTICES (BMPS) AT VARIOUS STORM DRAIN OUTFALL/DISCHARGE AT 20 LOCATIONS ALONG NORTHBOUND AND SOUTHBOUND INTERSTATE 5, BETWEEN FLETCHER DRIVE AND STATE ROUTE 170, AS WELL AS ALONG ROUTE 710 AT ATLANTIC BOULEVARD AND BANDINI IN LOS ANGELES COUNTY. THE PROPOSED BMPS'S WILL MEET THE TUJUNGA WASH, BURBANK WESTERN CHANNEL, LOS ANGELES RIVER REACH 3, AND LOS ANGELES RIVER REACH 2 ESTUARY METAL TOTAL MAXIMUM DAILY LOAD (TMDL) REQUIREMENTS, THESE RECEIVING WATER BODIES ARE ALSO IMPAIRED FOR TRASH, BACTERIA, AND TOXIC POLLUTANTS. THE CORRIDOR STORM WATER MANAGEMENT STUDY (CORRIDOR STUDIES) RECOMMENDED BMPS TO TREAT THE IMPAIRMENT AND IMPROVE THE WATER QUALITY IN THE WATER BODIES. \n", + "improvement_type 42 \n", + "improvement_type_description Training \n", + "total_cost_amount 1761.04 \n", + "obligations_amount 1557.84 \n", + "summary_recipient_defined_text_field_1_value S SCAG " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "print(\"June data\")\n", "display(check_data.loc[check_data.project_number == \"X037234\"].T)\n", @@ -895,7 +3990,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "id": "6652683c-2ea1-456e-918a-bffb7da2de0a", "metadata": {}, "outputs": [], @@ -906,14 +4001,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 45, "id": "0c492d4d-d6d3-49f5-a65c-e1d18ea4a5d1", "metadata": { "tags": [] }, "outputs": [], "source": [ - "_script_utils.export_to_gcs(df, \"01142026_agg\")" + "_script_utils.export_to_gcs(df, \"07012026_agg\")" ] }, { @@ -926,7 +4021,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "id": "a403da00-9cbe-4f7c-af98-eef5824ec951", "metadata": {}, "outputs": [], @@ -936,7 +4031,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "id": "13a0b8b8-955a-4f21-baaa-7f314f8f09e4", "metadata": {}, "outputs": [], @@ -946,27 +4041,154 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "id": "10f69723-9ba2-48cd-9cb2-6425f818a23f", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "3532" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "len(jan_df)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "id": "2b8f3161-7817-4b87-8225-bb37701519a6", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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