clean_cdm_projects.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "from datetime import datetime\n",
    "\n",
    "import requests\n",
    "from requests.exceptions import RequestException\n",
    "import json\n",
    "\n",
    "from datetime import datetime\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "IMPORT RELEVANT CSV FILE\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Main CDM Registry project datasource from Database PA POA\n",
    "df_activities= pd.read_excel('CDM-Activities-November.xlsx')\n",
    "\n",
    "# Country and geographic identifier file for easier mapping\n",
    "df_country_code = pd.read_excel('cdm-country-code.xlsx')\n",
    "\n",
    "\n",
    "# Countries in CADTrust, to check with the mismatch from UNFCCC in later data processing\n",
    "df_cadt_country = pd.read_excel(\"CADTrust_Country.xlsx\")\n",
    "\n",
    "# LOAD UNEP file for PDD mapping\n",
    "df_unep = pd.read_excel(\"cdm-pipeline.xlsx\")\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "INITIAL CLEANUP\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# FILL CDM project reference number NAN value to 0, since there are almost 3000 of them\n",
    "\n",
    "df_activities['CDM project reference number'] = df_activities['CDM project reference number'].fillna(0).astype(int)\n",
    "\n",
    "\n",
    "# Check projects with more than one host countries/ \"List of host countries (ISO 2)\"\n",
    "more_countries = df_activities[df_activities[\"List of host countries (ISO 2)\"].str.len() > 2]\n",
    "\n",
    "# Create excel files for projects with more than one countries/ \"List of host countries (ISO 2)\",\n",
    "more_countries.to_excel(\"CDM_projects_many_countries.xlsx\")\n",
    "\n",
    "# Map to CAD Trust based on the first country in the column\n",
    "df_activities[\"List of host countries (ISO 2)\"] = df_activities[\"List of host countries (ISO 2)\"].str[:2]\n",
    "\n",
    "# Apply geographic identifier that is suitable for CAD Trust mapping\n",
    "df_country_code['geographicIdentifier'] = df_country_code.apply(\n",
    "    lambda row: \"{\\\"latitude\\\":\" + str(row[\"latitude\"]) + \",\\\"longitude\\\":\" + str(row[\"longitude\"]) + \"}\", axis=1\n",
    ")\n",
    "\n",
    "# Key Value mapping of PDD Consultant for CAD Trust projectDeveloper\n",
    "pdd_developer_map = df_unep.set_index('Unique project ID')['PDD Consultant'].to_dict()\n",
    "\n",
    "# Key Value mapping of reference number to unique identifier that will be useful for ISSUANCES and UNITS\n",
    "id_to_id = df_activities.set_index('CDM project reference number')['Unique project identifier (traceable with Google)'].to_dict()\n",
    "\n",
    "#Key Value mapping Country Code to CAD Trust Country Field\n",
    "country_name_map = df_country_code.set_index('country')['cadtcountry'].to_dict()\n",
    "\n",
    "\n",
    "#Key Value mapping Country Code to Geography Map\n",
    "geography_map = df_country_code.set_index('name')['geographicIdentifier'].to_dict()\n",
    "\n",
    "#Key Value mapping verification report date\n",
    "verification_report_date_map = df_activities.set_index('Unique project identifier (traceable with Google)')['Start of first crediting period'].to_dict()\n",
    "\n",
    "\n",
    "# Map to status fields from CDM to CAD Trust Project Status Picklist Value\n",
    "project_status_map = {\n",
    "    \"Registered\": \"Registered\",\n",
    "    \"Rejected\": \"Withdrawn\",\n",
    "    \"Withdrawn\":\"Withdrawn\",\n",
    "    \"WithdrawnBeforePublication\": \"Withdrawn\",\n",
    "    \"Withdrawn Before Publication\": \"Withdrawn\",\n",
    "    \"Deregistered\": \"De-registered\",\n",
    "    \"Pending Publication\": \"Authorized\",\n",
    "    \"Provisional\": \"Validated\",\n",
    "    \"Validation Replaced\": \"Validated\",\n",
    "    \"Requesting Registration\": \"Listed\",\n",
    "    \"Validation Public\": \"Validated\",\n",
    "    \"Validation Terminated\": \"Withdrawn\",\n",
    "    \"NA\":\"Listed\",\n",
    "    \"\":\"Listed\",\n",
    "    np.nan: \"Listed\"  # Handling actual NaN values\n",
    "}\n",
    "# Map from sector code number to it's description\n",
    "sector_code_map = {\n",
    "  \"1\": 'Energy industries (renewable - / non-renewable sources)',\n",
    "  \"2\": 'Energy distribution',\n",
    "  \"3\": 'Energy demand',\n",
    "  \"4\": 'Manufacturing industries',\n",
    "  \"5\": 'Chemical industries',\n",
    "  \"6\": 'Construction',\n",
    "  \"7\": 'Transport',\n",
    "  \"8\": 'Mining/mineral production',\n",
    "  \"9\": 'Metal production',\n",
    "  \"10\": 'Fugitive emissions from fuels (solid, oil and gas)',\n",
    "  \"11\": 'Fugitive emissions from production and consumption of halocarbons and sulphur hexafluoride',\n",
    "  \"12\": 'Solvent use',\n",
    "  \"13\": 'Waste handling and disposal',\n",
    "  \"14\": 'Afforestation and reforestation',\n",
    "  \"15\": 'Agriculture'\n",
    "}\n",
    "\n",
    "\n",
    "# basic cleanup\n",
    "def fillna_by_dtype(df):\n",
    "    for column in df.columns:\n",
    "        if df[column].dtype == np.number:  # If the column is numeric\n",
    "            df[column] = df[column].fillna(0)\n",
    "        elif df[column].dtype == np.object:  # If the column is of object type (e.g., strings)\n",
    "            df[column] = df[column].fillna('NA')\n",
    "        elif pd.api.types.is_datetime64_any_dtype(df[column]):  # If the column is datetime\n",
    "            df[column] = df[column].fillna(pd.Timestamp.min)\n",
    "    return df\n",
    "\n",
    "    \n",
    "\n",
    "\n",
    "set_cadt_country = set(df_cadt_country['Country'])\n",
    "set_country_code = set(df_country_code['name'])\n",
    "\n",
    "# Find non-matching elements\n",
    "non_matching_in_cadt_country = set_cadt_country - set_country_code\n",
    "non_matching_in_country_code = set_country_code - set_cadt_country\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/5x/w7k9bsls4fj7q9x5f3xxvt5m0000gn/T/ipykernel_43920/4198249224.py:78: DeprecationWarning: Converting `np.inexact` or `np.floating` to a dtype is deprecated. The current result is `float64` which is not strictly correct.\n",
      "  if df[column].dtype == np.number:  # If the column is numeric\n",
      "/var/folders/5x/w7k9bsls4fj7q9x5f3xxvt5m0000gn/T/ipykernel_43920/4198249224.py:80: DeprecationWarning: `np.object` is a deprecated alias for the builtin `object`. To silence this warning, use `object` by itself. Doing this will not modify any behavior and is safe. \n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  elif df[column].dtype == np.object:  # If the column is of object type (e.g., strings)\n"
     ]
    }
   ],
   "source": [
    "# Rename the df column to match CADTrust field\n",
    "\n",
    "rename_columns  = {\n",
    "  \"Unique project identifier (traceable with Google)\": \"originProjectId\",\n",
    "  \"Registration project title\": \"projectName\",\n",
    "  \"Type of CDM project: PA/PoA\": \"program\",\n",
    "  \"Sectoral scope number(s)\": \"sector\",\n",
    "  \"Project type (UNEP DTU)\": \"projectType\",\n",
    "  \"Website project status\": \"projectStatus\",\n",
    "  \"Methodologies used at registration\": \"methodology\",\n",
    "  \"DOE\": \"validationBody\",\n",
    "  \"Start of validation\": \"validationDate\",\n",
    "  \"Country subregion\":\"inCountryRegion\",\n",
    "  \"List of host countries (ISO 2)\": \"country\",\n",
    "\n",
    "}\n",
    "\n",
    "df_project = df_activities[rename_columns.keys()].rename(columns=rename_columns)\n",
    "\n",
    "# Adding other relevant values to CAD Trust field\n",
    "df_project[\"registryOfOrigin\"]= \"CDM UNFCCC\"\n",
    "df_project['unitMetric'] = 'tCO2e'\n",
    "df_project['methodology'] = \"CDM - \" + df_project['methodology']\n",
    "df_project['projectLink'] = 'https://cdm.unfccc.int'\n",
    "df_project['projectId'] = df_project['originProjectId']\n",
    "df_project['coveredByNDC'] = \"Unknown\"\n",
    "df_project['projectStatusDate'] = datetime.now().strftime('%Y-%m-%d')\n",
    "\n",
    "# Map the countries\n",
    "df_project['country'] = df_project['country'].map(country_name_map)\n",
    "df_project['sector'] = df_project['sector'].map(sector_code_map)\n",
    "df_project['projectDeveloper'] = df_project['projectId'].map(pdd_developer_map)\n",
    "df_project[\"geographicIdentifier\"]= df_project['country'].map(geography_map)\n",
    "df_project['description'] = df_project['projectName']\n",
    "df_project['ndcInformation'] = \"NA\"\n",
    "\n",
    "# Implement the fillna function created earlier\n",
    "df_project = fillna_by_dtype(df_project)\n",
    "df_project[\"projectStatus\"]= df_project['projectStatus'].map(project_status_map)\n",
    "\n",
    "# Output to check the new DataFrame\n",
    "df_project.to_excel(\"CDM-Projects-mapped.xlsx\")\n",
    "\n",
    "# df_project['country'].head(10)\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Findings After Failing to Push data to Chia staging API"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Yemen and Cape Verde not in CAD Trust picklist. This require approval from technical committee otherwise we cant push the data\n",
    "# 5 projects in total\n",
    "df_project_yemen_cape_verde = df_project[(df_project['country'] == 'Yemen') | (df_project['country'] == 'Cape Verde')]\n",
    "# df_with_nan_cdmID has One nan value which is project CDM 10121 row 8459\n",
    "\n",
    "df_with_nan_cdmID = df_project[df_project['projectId']=='NA']\n",
    "\n",
    "# Projects that have projectID, but the rest are not filled properly\n",
    "df_with_nan_validation_date = df_project[df_project['validationDate']=='NA']\n",
    "\n",
    "# Telling this issue to unfccc\n",
    "df_to_inform_UNFCCC_1 = df_activities[df_activities['Unique project identifier (traceable with Google)']\n",
    "                                        .isna()]\n",
    "\n",
    "df_to_inform_UNFCCC_2 = df_activities[df_activities['Unique project identifier (traceable with Google)']\n",
    "                                        .isin(df_with_nan_validation_date['projectId'])]\n",
    "\n",
    "# Concatenating the two DataFrame into one\n",
    "df_to_inform_UNFCCC = pd.concat([df_to_inform_UNFCCC_1, df_to_inform_UNFCCC_2])\n",
    "\n",
    "df_to_inform_UNFCCC.to_excel(\"Uncleaned_CDM_Projects.xlsx\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "DROP THE ROWS OF DATA MENTIONED ABOVE. AFTER THAT, the API call should be smoothly post all the entire data to CAD Trust chia datalayer local staging mode"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>originProjectId</th>\n",
       "      <th>projectName</th>\n",
       "      <th>program</th>\n",
       "      <th>sector</th>\n",
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       "      <th>...</th>\n",
       "      <th>registryOfOrigin</th>\n",
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       "      <th>projectLink</th>\n",
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       "      <th>coveredByNDC</th>\n",
       "      <th>projectStatusDate</th>\n",
       "      <th>projectDeveloper</th>\n",
       "      <th>geographicIdentifier</th>\n",
       "      <th>description</th>\n",
       "      <th>ndcInformation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AuxID</td>\n",
       "      <td>Project for GHG emission reduction by thermal ...</td>\n",
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       "      <td>Fugitive emissions from production and consump...</td>\n",
       "      <td>HFCs</td>\n",
       "      <td>Registered</td>\n",
       "      <td>CDM - AM0001</td>\n",
       "      <td>SGS United Kingdom Limited (SGS)</td>\n",
       "      <td>2003-12-01 00:00:00</td>\n",
       "      <td>Southern Asia</td>\n",
       "      <td>...</td>\n",
       "      <td>CDM UNFCCC</td>\n",
       "      <td>tCO2e</td>\n",
       "      <td>https://cdm.unfccc.int</td>\n",
       "      <td>AuxID</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>2023-11-27</td>\n",
       "      <td>PricewaterhouseCoopers</td>\n",
       "      <td>{\"latitude\":20.593684,\"longitude\":78.96288}</td>\n",
       "      <td>Project for GHG emission reduction by thermal ...</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>LJ80OQZR2JVOLTZZX4Y0EGB1N18AVO</td>\n",
       "      <td>HFC Decomposition Project in Ulsan</td>\n",
       "      <td>PA</td>\n",
       "      <td>Fugitive emissions from production and consump...</td>\n",
       "      <td>HFCs</td>\n",
       "      <td>Registered</td>\n",
       "      <td>CDM - AM0001</td>\n",
       "      <td>Japan Quality Assurance Organisation (JQA)</td>\n",
       "      <td>2003-12-11 00:00:00</td>\n",
       "      <td>Eastern Asia</td>\n",
       "      <td>...</td>\n",
       "      <td>CDM UNFCCC</td>\n",
       "      <td>tCO2e</td>\n",
       "      <td>https://cdm.unfccc.int</td>\n",
       "      <td>LJ80OQZR2JVOLTZZX4Y0EGB1N18AVO</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>2023-11-27</td>\n",
       "      <td>Climate Experts</td>\n",
       "      <td>NA</td>\n",
       "      <td>HFC Decomposition Project in Ulsan</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>SQA16OAS75TKWYZTTKK7G1LO0O8CMU</td>\n",
       "      <td>Brazil NovaGerar Landfill Gas to Energy Project</td>\n",
       "      <td>PA</td>\n",
       "      <td>Waste handling and disposal</td>\n",
       "      <td>Landfill gas</td>\n",
       "      <td>Registered</td>\n",
       "      <td>CDM - AM0003</td>\n",
       "      <td>Det Norske Veritas- CUK</td>\n",
       "      <td>2004-04-05 00:00:00</td>\n",
       "      <td>South America</td>\n",
       "      <td>...</td>\n",
       "      <td>CDM UNFCCC</td>\n",
       "      <td>tCO2e</td>\n",
       "      <td>https://cdm.unfccc.int</td>\n",
       "      <td>SQA16OAS75TKWYZTTKK7G1LO0O8CMU</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>2023-11-27</td>\n",
       "      <td>EcoSecurities</td>\n",
       "      <td>{\"latitude\":-14.235004,\"longitude\":-51.92528}</td>\n",
       "      <td>Brazil NovaGerar Landfill Gas to Energy Project</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>HG20LFVJPFURJJ4M6E6MS07HTOZTR4</td>\n",
       "      <td>La Esperanza Hydroelectric Project</td>\n",
       "      <td>PA</td>\n",
       "      <td>Energy industries (renewable - / non-renewable...</td>\n",
       "      <td>Hydro</td>\n",
       "      <td>Registered</td>\n",
       "      <td>CDM - AMS-I.D.</td>\n",
       "      <td>Det Norske Veritas- CUK</td>\n",
       "      <td>2004-07-04 00:00:00</td>\n",
       "      <td>Central America</td>\n",
       "      <td>...</td>\n",
       "      <td>CDM UNFCCC</td>\n",
       "      <td>tCO2e</td>\n",
       "      <td>https://cdm.unfccc.int</td>\n",
       "      <td>HG20LFVJPFURJJ4M6E6MS07HTOZTR4</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>2023-11-27</td>\n",
       "      <td>WB-CF, 2E Carbon Access</td>\n",
       "      <td>{\"latitude\":15.199999,\"longitude\":-86.241905}</td>\n",
       "      <td>La Esperanza Hydroelectric Project</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
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       "      <td>Project for GHG Emission Reduction by Thermal ...</td>\n",
       "      <td>PA</td>\n",
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       "      <td>HFCs</td>\n",
       "      <td>Registered</td>\n",
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       "      <td>Japan Quality Assurance Organisation (JQA)</td>\n",
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       "      <td>Eastern Asia</td>\n",
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       "      <td>CDM UNFCCC</td>\n",
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       "      <td>https://cdm.unfccc.int</td>\n",
       "      <td>V3ZBEVSXGFNT31E2CECR2NYE93FW5L</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>2023-11-27</td>\n",
       "      <td>WB-CF, SEPA FECO</td>\n",
       "      <td>{\"latitude\":35.86166,\"longitude\":104.195397}</td>\n",
       "      <td>Project for GHG Emission Reduction by Thermal ...</td>\n",
       "      <td>NA</td>\n",
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       "    <tr>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
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       "      <td>QJD9XJ5HBYCRZR6YV9ELX4WLEC5BJ1</td>\n",
       "      <td>Reduction in steam consumption through revampi...</td>\n",
       "      <td>PA</td>\n",
       "      <td>Energy demand</td>\n",
       "      <td>EE Industry</td>\n",
       "      <td>Withdrawn</td>\n",
       "      <td>CDM - AM0018</td>\n",
       "      <td>Bureau Veritas Certification Holding SAS (BVCH)</td>\n",
       "      <td>2007-03-21 00:00:00</td>\n",
       "      <td>Southern Asia</td>\n",
       "      <td>...</td>\n",
       "      <td>CDM UNFCCC</td>\n",
       "      <td>tCO2e</td>\n",
       "      <td>https://cdm.unfccc.int</td>\n",
       "      <td>QJD9XJ5HBYCRZR6YV9ELX4WLEC5BJ1</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>2023-11-27</td>\n",
       "      <td>Rashtriya Chemicals &amp; Fertilizers</td>\n",
       "      <td>{\"latitude\":20.593684,\"longitude\":78.96288}</td>\n",
       "      <td>Reduction in steam consumption through revampi...</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13169</th>\n",
       "      <td>4FFA579VM5UA6G3BHJYNRH5Q5Q6S6W</td>\n",
       "      <td>Usina Petribu Renewable Generation with Sugarc...</td>\n",
       "      <td>PA</td>\n",
       "      <td>Energy industries (renewable - / non-renewable...</td>\n",
       "      <td>Biomass Energy</td>\n",
       "      <td>Withdrawn</td>\n",
       "      <td>CDM - ACM0006</td>\n",
       "      <td>SGS United Kingdom Limited (SGS)</td>\n",
       "      <td>2006-04-12 00:00:00</td>\n",
       "      <td>South America</td>\n",
       "      <td>...</td>\n",
       "      <td>CDM UNFCCC</td>\n",
       "      <td>tCO2e</td>\n",
       "      <td>https://cdm.unfccc.int</td>\n",
       "      <td>4FFA579VM5UA6G3BHJYNRH5Q5Q6S6W</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>2023-11-27</td>\n",
       "      <td>MaxAmbiental</td>\n",
       "      <td>{\"latitude\":-14.235004,\"longitude\":-51.92528}</td>\n",
       "      <td>Usina Petribu Renewable Generation with Sugarc...</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13170</th>\n",
       "      <td>R33WIRKXKCNOCGHYW84XRF3SJ0KKNI</td>\n",
       "      <td>Power generation from renewable sources  Aiur...</td>\n",
       "      <td>PA</td>\n",
       "      <td>Energy industries (renewable - / non-renewable...</td>\n",
       "      <td>Hydro</td>\n",
       "      <td>Withdrawn</td>\n",
       "      <td>CDM - ACM0002</td>\n",
       "      <td>RINA Services S.p.A. (RINA)</td>\n",
       "      <td>2009-05-08 00:00:00</td>\n",
       "      <td>South America</td>\n",
       "      <td>...</td>\n",
       "      <td>CDM UNFCCC</td>\n",
       "      <td>tCO2e</td>\n",
       "      <td>https://cdm.unfccc.int</td>\n",
       "      <td>R33WIRKXKCNOCGHYW84XRF3SJ0KKNI</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>2023-11-27</td>\n",
       "      <td>Waycarbon</td>\n",
       "      <td>{\"latitude\":-14.235004,\"longitude\":-51.92528}</td>\n",
       "      <td>Power generation from renewable sources  Aiur...</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13171</th>\n",
       "      <td>GT5ME4TC32NKLA6A22ZBR00FYBC54N</td>\n",
       "      <td>Roaring 40s Wind Farms  Private Limited.</td>\n",
       "      <td>PA</td>\n",
       "      <td>Energy industries (renewable - / non-renewable...</td>\n",
       "      <td>Wind</td>\n",
       "      <td>Validated</td>\n",
       "      <td>CDM - ACM0002</td>\n",
       "      <td>Det Norske Veritas- CUK</td>\n",
       "      <td>2007-06-07 00:00:00</td>\n",
       "      <td>Southern Asia</td>\n",
       "      <td>...</td>\n",
       "      <td>CDM UNFCCC</td>\n",
       "      <td>tCO2e</td>\n",
       "      <td>https://cdm.unfccc.int</td>\n",
       "      <td>GT5ME4TC32NKLA6A22ZBR00FYBC54N</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>2023-11-27</td>\n",
       "      <td>Satia Paper Mills</td>\n",
       "      <td>{\"latitude\":20.593684,\"longitude\":78.96288}</td>\n",
       "      <td>Roaring 40s Wind Farms  Private Limited.</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13172</th>\n",
       "      <td>25QFSD4M35AR2Y55695EBINI56CCNC</td>\n",
       "      <td>Energy efficiency measure through dry de-dusti...</td>\n",
       "      <td>PA</td>\n",
       "      <td>NA</td>\n",
       "      <td>EE Industry</td>\n",
       "      <td>Withdrawn</td>\n",
       "      <td>CDM - AMS-II.D.</td>\n",
       "      <td>SGS United Kingdom Limited (SGS)</td>\n",
       "      <td>39317</td>\n",
       "      <td>Southern Asia</td>\n",
       "      <td>...</td>\n",
       "      <td>CDM UNFCCC</td>\n",
       "      <td>tCO2e</td>\n",
       "      <td>https://cdm.unfccc.int</td>\n",
       "      <td>25QFSD4M35AR2Y55695EBINI56CCNC</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>2023-11-27</td>\n",
       "      <td>Jindal Steel &amp; Power</td>\n",
       "      <td>{\"latitude\":20.593684,\"longitude\":78.96288}</td>\n",
       "      <td>Energy efficiency measure through dry de-dusti...</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>13162 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      originProjectId  \\\n",
       "0                               AuxID   \n",
       "1      LJ80OQZR2JVOLTZZX4Y0EGB1N18AVO   \n",
       "2      SQA16OAS75TKWYZTTKK7G1LO0O8CMU   \n",
       "3      HG20LFVJPFURJJ4M6E6MS07HTOZTR4   \n",
       "4      V3ZBEVSXGFNT31E2CECR2NYE93FW5L   \n",
       "...                               ...   \n",
       "13168  QJD9XJ5HBYCRZR6YV9ELX4WLEC5BJ1   \n",
       "13169  4FFA579VM5UA6G3BHJYNRH5Q5Q6S6W   \n",
       "13170  R33WIRKXKCNOCGHYW84XRF3SJ0KKNI   \n",
       "13171  GT5ME4TC32NKLA6A22ZBR00FYBC54N   \n",
       "13172  25QFSD4M35AR2Y55695EBINI56CCNC   \n",
       "\n",
       "                                             projectName program  \\\n",
       "0      Project for GHG emission reduction by thermal ...      PA   \n",
       "1                     HFC Decomposition Project in Ulsan      PA   \n",
       "2        Brazil NovaGerar Landfill Gas to Energy Project      PA   \n",
       "3                     La Esperanza Hydroelectric Project      PA   \n",
       "4      Project for GHG Emission Reduction by Thermal ...      PA   \n",
       "...                                                  ...     ...   \n",
       "13168  Reduction in steam consumption through revampi...      PA   \n",
       "13169  Usina Petribu Renewable Generation with Sugarc...      PA   \n",
       "13170  Power generation from renewable sources  Aiur...      PA   \n",
       "13171           Roaring 40s Wind Farms  Private Limited.      PA   \n",
       "13172  Energy efficiency measure through dry de-dusti...      PA   \n",
       "\n",
       "                                                  sector     projectType  \\\n",
       "0      Fugitive emissions from production and consump...            HFCs   \n",
       "1      Fugitive emissions from production and consump...            HFCs   \n",
       "2                            Waste handling and disposal    Landfill gas   \n",
       "3      Energy industries (renewable - / non-renewable...           Hydro   \n",
       "4      Fugitive emissions from production and consump...            HFCs   \n",
       "...                                                  ...             ...   \n",
       "13168                                      Energy demand     EE Industry   \n",
       "13169  Energy industries (renewable - / non-renewable...  Biomass Energy   \n",
       "13170  Energy industries (renewable - / non-renewable...           Hydro   \n",
       "13171  Energy industries (renewable - / non-renewable...            Wind   \n",
       "13172                                                 NA     EE Industry   \n",
       "\n",
       "      projectStatus      methodology  \\\n",
       "0        Registered     CDM - AM0001   \n",
       "1        Registered     CDM - AM0001   \n",
       "2        Registered     CDM - AM0003   \n",
       "3        Registered   CDM - AMS-I.D.   \n",
       "4        Registered     CDM - AM0001   \n",
       "...             ...              ...   \n",
       "13168     Withdrawn     CDM - AM0018   \n",
       "13169     Withdrawn    CDM - ACM0006   \n",
       "13170     Withdrawn    CDM - ACM0002   \n",
       "13171     Validated    CDM - ACM0002   \n",
       "13172     Withdrawn  CDM - AMS-II.D.   \n",
       "\n",
       "                                        validationBody       validationDate  \\\n",
       "0                     SGS United Kingdom Limited (SGS)  2003-12-01 00:00:00   \n",
       "1           Japan Quality Assurance Organisation (JQA)  2003-12-11 00:00:00   \n",
       "2                              Det Norske Veritas- CUK  2004-04-05 00:00:00   \n",
       "3                              Det Norske Veritas- CUK  2004-07-04 00:00:00   \n",
       "4           Japan Quality Assurance Organisation (JQA)  2005-12-06 00:00:00   \n",
       "...                                                ...                  ...   \n",
       "13168  Bureau Veritas Certification Holding SAS (BVCH)  2007-03-21 00:00:00   \n",
       "13169                 SGS United Kingdom Limited (SGS)  2006-04-12 00:00:00   \n",
       "13170                      RINA Services S.p.A. (RINA)  2009-05-08 00:00:00   \n",
       "13171                          Det Norske Veritas- CUK  2007-06-07 00:00:00   \n",
       "13172                 SGS United Kingdom Limited (SGS)                39317   \n",
       "\n",
       "       inCountryRegion  ... registryOfOrigin unitMetric  \\\n",
       "0        Southern Asia  ...       CDM UNFCCC      tCO2e   \n",
       "1         Eastern Asia  ...       CDM UNFCCC      tCO2e   \n",
       "2        South America  ...       CDM UNFCCC      tCO2e   \n",
       "3      Central America  ...       CDM UNFCCC      tCO2e   \n",
       "4         Eastern Asia  ...       CDM UNFCCC      tCO2e   \n",
       "...                ...  ...              ...        ...   \n",
       "13168    Southern Asia  ...       CDM UNFCCC      tCO2e   \n",
       "13169    South America  ...       CDM UNFCCC      tCO2e   \n",
       "13170    South America  ...       CDM UNFCCC      tCO2e   \n",
       "13171    Southern Asia  ...       CDM UNFCCC      tCO2e   \n",
       "13172    Southern Asia  ...       CDM UNFCCC      tCO2e   \n",
       "\n",
       "                  projectLink                       projectId coveredByNDC  \\\n",
       "0      https://cdm.unfccc.int                           AuxID      Unknown   \n",
       "1      https://cdm.unfccc.int  LJ80OQZR2JVOLTZZX4Y0EGB1N18AVO      Unknown   \n",
       "2      https://cdm.unfccc.int  SQA16OAS75TKWYZTTKK7G1LO0O8CMU      Unknown   \n",
       "3      https://cdm.unfccc.int  HG20LFVJPFURJJ4M6E6MS07HTOZTR4      Unknown   \n",
       "4      https://cdm.unfccc.int  V3ZBEVSXGFNT31E2CECR2NYE93FW5L      Unknown   \n",
       "...                       ...                             ...          ...   \n",
       "13168  https://cdm.unfccc.int  QJD9XJ5HBYCRZR6YV9ELX4WLEC5BJ1      Unknown   \n",
       "13169  https://cdm.unfccc.int  4FFA579VM5UA6G3BHJYNRH5Q5Q6S6W      Unknown   \n",
       "13170  https://cdm.unfccc.int  R33WIRKXKCNOCGHYW84XRF3SJ0KKNI      Unknown   \n",
       "13171  https://cdm.unfccc.int  GT5ME4TC32NKLA6A22ZBR00FYBC54N      Unknown   \n",
       "13172  https://cdm.unfccc.int  25QFSD4M35AR2Y55695EBINI56CCNC      Unknown   \n",
       "\n",
       "      projectStatusDate                   projectDeveloper  \\\n",
       "0            2023-11-27             PricewaterhouseCoopers   \n",
       "1            2023-11-27                    Climate Experts   \n",
       "2            2023-11-27                      EcoSecurities   \n",
       "3            2023-11-27            WB-CF, 2E Carbon Access   \n",
       "4            2023-11-27                   WB-CF, SEPA FECO   \n",
       "...                 ...                                ...   \n",
       "13168        2023-11-27  Rashtriya Chemicals & Fertilizers   \n",
       "13169        2023-11-27                       MaxAmbiental   \n",
       "13170        2023-11-27                          Waycarbon   \n",
       "13171        2023-11-27                  Satia Paper Mills   \n",
       "13172        2023-11-27               Jindal Steel & Power   \n",
       "\n",
       "                                geographicIdentifier  \\\n",
       "0        {\"latitude\":20.593684,\"longitude\":78.96288}   \n",
       "1                                                 NA   \n",
       "2      {\"latitude\":-14.235004,\"longitude\":-51.92528}   \n",
       "3      {\"latitude\":15.199999,\"longitude\":-86.241905}   \n",
       "4       {\"latitude\":35.86166,\"longitude\":104.195397}   \n",
       "...                                              ...   \n",
       "13168    {\"latitude\":20.593684,\"longitude\":78.96288}   \n",
       "13169  {\"latitude\":-14.235004,\"longitude\":-51.92528}   \n",
       "13170  {\"latitude\":-14.235004,\"longitude\":-51.92528}   \n",
       "13171    {\"latitude\":20.593684,\"longitude\":78.96288}   \n",
       "13172    {\"latitude\":20.593684,\"longitude\":78.96288}   \n",
       "\n",
       "                                             description ndcInformation  \n",
       "0      Project for GHG emission reduction by thermal ...             NA  \n",
       "1                     HFC Decomposition Project in Ulsan             NA  \n",
       "2        Brazil NovaGerar Landfill Gas to Energy Project             NA  \n",
       "3                     La Esperanza Hydroelectric Project             NA  \n",
       "4      Project for GHG Emission Reduction by Thermal ...             NA  \n",
       "...                                                  ...            ...  \n",
       "13168  Reduction in steam consumption through revampi...             NA  \n",
       "13169  Usina Petribu Renewable Generation with Sugarc...             NA  \n",
       "13170  Power generation from renewable sources  Aiur...             NA  \n",
       "13171           Roaring 40s Wind Farms  Private Limited.             NA  \n",
       "13172  Energy efficiency measure through dry de-dusti...             NA  \n",
       "\n",
       "[13162 rows x 21 columns]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_cleaned_project = df_project[~((df_project['country'] == 'Yemen') | (df_project['country'] == 'Cape Verde'))]\n",
    "\n",
    "# Select rows where projectId is not 'NA'\n",
    "df_cleaned_project = df_project[df_project['projectId'] != 'NA']\n",
    "\n",
    "# Select rows where validationDate is not 'NA'\n",
    "df_cleaned_project = df_project[df_project['validationDate'] != 'NA']\n",
    "\n",
    "df_cleaned_project.to_excel(\"cdm_projects_mapped_cleaned.xlsx\")\n",
    "df_cleaned_project\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# Define the API endpoint\n",
    "api_endpoint = \"http://localhost:31310/v1/projects\"\n",
    "\n",
    "def datetime_to_string(value):\n",
    "    if isinstance(value, datetime):\n",
    "        return value.strftime(\"%Y-%m-%d\")\n",
    "    return value\n",
    "# Function to send POST request for each row in the DataFrame\n",
    "def post_projects(df):\n",
    "    # Iterate over each row in the DataFrame\n",
    "    for index, row in df[13074:13173].iterrows():\n",
    "        # Construct the request body from the row, excluding 'projectLocation'\n",
    "        # and adding 'projectLocations' which is not in df_project\n",
    "        request_body = row.to_dict()\n",
    "        request_body = {k: datetime_to_string(v) for k, v in row.to_dict().items()}\n",
    "        # Example additional data for 'projectLocations' as it is not present in the DataFrame\n",
    "        request_body['projectLocations'] = [\n",
    "            {\n",
    "                \"country\": request_body.get('country', 'Unknown'),\n",
    "                \"inCountryRegion\": request_body.get('inCountryRegion', 'Unknown'),\n",
    "                \"geographicIdentifier\":request_body.get('geographicIdentifier',{})  # replace with actual geographicIdentifier if available\n",
    "            }\n",
    "        ]\n",
    "        \n",
    "        # Remove the keys that are not needed for the POST request\n",
    "        request_body.pop('country', None)\n",
    "        request_body.pop('inCountryRegion', None)\n",
    "        request_body.pop('geographicIdentifier', None)\n",
    "\n",
    "       \n",
    "        # Send POST request\n",
    "        try:\n",
    "            response = requests.post(api_endpoint, json=request_body)\n",
    "            # Check if the request was successful\n",
    "            if response.status_code == 200:\n",
    "                print(f\"Successfully posted project with ID: {row['originProjectId']}\")\n",
    "            else:\n",
    "                print(request_body)\n",
    "                print(f\"Failed to post project with ID: {row['originProjectId']}. Status code: {response.status_code}. Message: {response.json()}\")\n",
    "                break\n",
    "        except RequestException as e:\n",
    "            print(request_body)\n",
    "            print(f\"Request failed for project with ID: {row['originProjectId']}. Error: {e}\")\n",
    "            break\n",
    "\n",
    "# Call the function to start posting data\n",
    "post_projects(df_project)\n",
    "# df_project"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "GET FROM API THE STAGING DATA and retrieve the UUID"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "#  \"diff\": {\n",
    "#             \"original\": {},\n",
    "#             \"change\": [\n",
    "#                 null\n",
    "#             ]\n",
    "#         }\n",
    "def get_projects_staging_uuid():\n",
    "    url = \"http://localhost:31310/v1/staging\"\n",
    "\n",
    "    # Make a GET request\n",
    "    response = requests.get(url)\n",
    "\n",
    "    \n",
    "\n",
    "    # Check the response status code\n",
    "    if response.status_code == 200:\n",
    "        # The request was successful, and you can access the response content\n",
    "        projects = response.json()\n",
    "        uuid_to_project_id = {}\n",
    "        for project in projects:\n",
    "            uuid = project['uuid']\n",
    "            print(uuid)\n",
    "            projectId = project['diff']['change'][0]['projectId']\n",
    "            uuid_to_project_id[uuid] = projectId\n",
    "\n",
    "        # print(uuid_to_project_id)\n",
    "        return uuid_to_project_id\n",
    "    else:\n",
    "        # The request failed for some reason\n",
    "        print(f\"Request failed with status code {response.status_code}\")\n",
    "\n",
    "\n",
    "uuid_to_project_id_map = get_projects_staging_uuid()\n",
    "\n",
    "# check if there is a same project but several uuid\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "project_id_to_uuids = {}\n",
    "for uuid, project_id in uuid_to_project_id_map.items():\n",
    "    if project_id in project_id_to_uuids:\n",
    "        project_id_to_uuids[project_id].append(uuid)\n",
    "    else:\n",
    "        project_id_to_uuids[project_id] = [uuid]\n",
    "\n",
    "# Print projectId values with multiple uuids\n",
    "for project_id, uuids in project_id_to_uuids.items():\n",
    "    if len(uuids) > 1:\n",
    "        print(f\"projectId: {project_id}, uuids: {uuids}\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ISSUANCE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/5x/w7k9bsls4fj7q9x5f3xxvt5m0000gn/T/ipykernel_43920/4198249224.py:78: DeprecationWarning: Converting `np.inexact` or `np.floating` to a dtype is deprecated. The current result is `float64` which is not strictly correct.\n",
      "  if df[column].dtype == np.number:  # If the column is numeric\n",
      "/var/folders/5x/w7k9bsls4fj7q9x5f3xxvt5m0000gn/T/ipykernel_43920/4198249224.py:80: DeprecationWarning: `np.object` is a deprecated alias for the builtin `object`. To silence this warning, use `object` by itself. Doing this will not modify any behavior and is safe. \n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  elif df[column].dtype == np.object:  # If the column is of object type (e.g., strings)\n"
     ]
    },
    {
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>12545</th>\n",
       "      <td>D4CRFLKI60AFK14YEHRDNPY16829DF</td>\n",
       "      <td>No info</td>\n",
       "      <td>sergeyf731650363867.4</td>\n",
       "      <td>2016-10-01</td>\n",
       "      <td>2017-06-30</td>\n",
       "      <td>2012-11-01</td>\n",
       "      <td>NA</td>\n",
       "      <td>21f373bc-62aa-4995-9c59-5622ad9ed0f9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12546</th>\n",
       "      <td>BN70H0KER9GB6Y0BPJBJ3Q4IBIXK7C</td>\n",
       "      <td>No info</td>\n",
       "      <td>slenzen1552989570.98</td>\n",
       "      <td>2017-01-01</td>\n",
       "      <td>2019-01-31</td>\n",
       "      <td>2013-12-27</td>\n",
       "      <td>NA</td>\n",
       "      <td>44df2921-446f-45f1-aafc-e1666ba3e226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12547</th>\n",
       "      <td>4BDRO6C36JFF9XQ4L3QDAFZ4AX3VW9</td>\n",
       "      <td>LGAI</td>\n",
       "      <td>sleyh1563531122.32</td>\n",
       "      <td>2018-07-25</td>\n",
       "      <td>2019-04-30</td>\n",
       "      <td>2008-10-29</td>\n",
       "      <td>NA</td>\n",
       "      <td>01fe7cad-044b-4508-aa12-46e2ce6ceb35</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12548 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                            projectId verificationBody  \\\n",
       "0      IBK3RIR7HVE1SZLK7YZMZPZ02UW7TS           KEarth   \n",
       "1      KZPP9BVTCRTYEUSRYB2L0ZNRJUDF2X           KEarth   \n",
       "2      P2UF559LX39J2VDPTZ13PAZUO3DRVV           KEarth   \n",
       "3      AXF2WJ2NOM4CHZGDOJW9S9DINIAQWS           KEarth   \n",
       "4      JOUI5BA4DLQS9MVXDKRLL1HHFVQ4M3           KEarth   \n",
       "...                               ...              ...   \n",
       "12543  3A5UYHPO8SISCX8T4BJ1AMN6SO780J          No info   \n",
       "12544  3A5UYHPO8SISCX8T4BJ1AMN6SO780J          No info   \n",
       "12545  D4CRFLKI60AFK14YEHRDNPY16829DF          No info   \n",
       "12546  BN70H0KER9GB6Y0BPJBJ3Q4IBIXK7C          No info   \n",
       "12547  4BDRO6C36JFF9XQ4L3QDAFZ4AX3VW9             LGAI   \n",
       "\n",
       "                           id  startDate    endDate verificationReportDate  \\\n",
       "0        4KEarth1568615888.93 2017-04-01 2019-07-31             2014-01-01   \n",
       "1         4KEarth1568616446.5 2017-04-01 2019-07-31             2014-05-31   \n",
       "2        4KEarth1585297661.77 2018-01-01 2019-12-31             2011-01-01   \n",
       "3        4KEarth1596186178.27 2018-01-01 2020-03-21             2013-03-22   \n",
       "4        4KEarth1599113457.49 2015-04-01 2017-12-31             2013-10-10   \n",
       "...                       ...        ...        ...                    ...   \n",
       "12543  sergeyf731618828753.52 2016-09-01 2017-09-30             2013-03-15   \n",
       "12544  sergeyf731618828921.37 2017-10-01 2018-12-08             2013-03-15   \n",
       "12545   sergeyf731650363867.4 2016-10-01 2017-06-30             2012-11-01   \n",
       "12546    slenzen1552989570.98 2017-01-01 2019-01-31             2013-12-27   \n",
       "12547      sleyh1563531122.32 2018-07-25 2019-04-30             2008-10-29   \n",
       "\n",
       "      verificationApproach                                  uuid  \n",
       "0                       NA  ad3fb359-0260-43fd-809a-afe72144729b  \n",
       "1                       NA  b054b7cb-3d7f-4a16-9722-1536d8bc48dc  \n",
       "2                       NA  ce5e54c8-c798-4a5a-98c8-c928856651f8  \n",
       "3                       NA  9c54d49d-2a0b-4799-8eb4-ad00e8ce2ec4  \n",
       "4                       NA  01dd34cd-584e-44e8-a063-db387b1a2353  \n",
       "...                    ...                                   ...  \n",
       "12543                   NA  0d67384a-f278-4f41-b8ee-c35fb96dfa0e  \n",
       "12544                   NA  0d67384a-f278-4f41-b8ee-c35fb96dfa0e  \n",
       "12545                   NA  21f373bc-62aa-4995-9c59-5622ad9ed0f9  \n",
       "12546                   NA  44df2921-446f-45f1-aafc-e1666ba3e226  \n",
       "12547                   NA  01fe7cad-044b-4508-aa12-46e2ce6ceb35  \n",
       "\n",
       "[12548 rows x 8 columns]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "df_issuances = pd.read_excel(\"CDM-Issuances-November.xlsx\")\n",
    "# df_issuances.drop('DOE', axis=1, inplace=True)\n",
    "df_issuances.drop('PA/PoA', axis=1, inplace=True)\n",
    "df_issuances.drop('CP', axis=1, inplace=True)\n",
    "df_issuances.drop('Monitoring report number', axis=1, inplace=True)\n",
    "df_issuances.drop('Last_updated', axis=1, inplace=True)\n",
    "df_issuances.drop('Project type (UNEP DTU)', axis=1, inplace=True)\n",
    "df_issuances.drop('Project subtype (UNEP DTU)', axis=1, inplace=True)\n",
    "df_issuances.drop('Units - Total', axis=1, inplace=True)\n",
    "df_issuances.drop('Issuance date', axis=1, inplace=True)\n",
    "df_issuances.drop('HostParty', axis=1, inplace=True)\n",
    "\n",
    "\n",
    "issuances_columns={\n",
    "    \"CDM project reference number\":\"projectId\",\n",
    "    \"DOE\":\"verificationBody\",\n",
    "    \"Issuance process ID\":\"id\",\n",
    "    \"Monitoring report started\":\"startDate\",\n",
    "    \"Monitoring report ended\":\"endDate\"\n",
    "}\n",
    "df_issuances['Monitoring report started'] = pd.to_datetime(df_issuances['Monitoring report started'])\n",
    "df_issuances['Monitoring report ended'] = pd.to_datetime(df_issuances['Monitoring report ended'])\n",
    "df_issuances['CDM project reference number'] = df_issuances['CDM project reference number'].map(id_to_id)\n",
    "df_issuances = df_issuances[issuances_columns.keys()].rename(columns=issuances_columns)\n",
    "\n",
    "\n",
    "df_issuances['verificationReportDate']=df_issuances['projectId'].map(verification_report_date_map)\n",
    "df_issuances['verificationApproach']=\"NA\"\n",
    "project_id_to_uuid_map = {v: k for k, v in uuid_to_project_id_map.items()}\n",
    "\n",
    "# Now, you can map 'projectId' values to 'uuid' using the uuid_to_project_id_map\n",
    "df_issuances['uuid'] = df_issuances['projectId'].map(project_id_to_uuid_map)\n",
    "\n",
    "df_issuances = fillna_by_dtype(df_issuances)\n",
    "\n",
    "df_issuances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/5x/w7k9bsls4fj7q9x5f3xxvt5m0000gn/T/ipykernel_25397/643337254.py:31: DeprecationWarning: Converting `np.inexact` or `np.floating` to a dtype is deprecated. The current result is `float64` which is not strictly correct.\n",
      "  if df[column].dtype == np.number:  # If the column is numeric\n",
      "/var/folders/5x/w7k9bsls4fj7q9x5f3xxvt5m0000gn/T/ipykernel_25397/643337254.py:33: DeprecationWarning: `np.object` is a deprecated alias for the builtin `object`. To silence this warning, use `object` by itself. Doing this will not modify any behavior and is safe. \n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  elif df[column].dtype == np.object:  # If the column is of object type (e.g., strings)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>unitOwner</th>\n",
       "      <th>projectId</th>\n",
       "      <th>id</th>\n",
       "      <th>verificationBody</th>\n",
       "      <th>unitCount</th>\n",
       "      <th>vintageYear</th>\n",
       "      <th>countryJurisdictionOfOwner</th>\n",
       "      <th>inCountryJurisdictionOfOwner</th>\n",
       "      <th>projectLocationId</th>\n",
       "      <th>geographyIdentifier</th>\n",
       "      <th>correspondingAdjustmentDeclaration</th>\n",
       "      <th>unitRegistryLink</th>\n",
       "      <th>unitStatus</th>\n",
       "      <th>unitType</th>\n",
       "      <th>unitBlockStart</th>\n",
       "      <th>unitBlockEnd</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>India</td>\n",
       "      <td>IBK3RIR7HVE1SZLK7YZMZPZ02UW7TS</td>\n",
       "      <td>4KEarth1568615888.93</td>\n",
       "      <td>KEarth</td>\n",
       "      <td>20519</td>\n",
       "      <td>2020</td>\n",
       "      <td>India</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>{\"latitude\":20.593684,\"longitude\":78.96288}</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>http://cdm.unfccc.int/</td>\n",
       "      <td>Held</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>India</td>\n",
       "      <td>KZPP9BVTCRTYEUSRYB2L0ZNRJUDF2X</td>\n",
       "      <td>4KEarth1568616446.5</td>\n",
       "      <td>KEarth</td>\n",
       "      <td>18925</td>\n",
       "      <td>2020</td>\n",
       "      <td>India</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>{\"latitude\":20.593684,\"longitude\":78.96288}</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>http://cdm.unfccc.int/</td>\n",
       "      <td>Held</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>India</td>\n",
       "      <td>P2UF559LX39J2VDPTZ13PAZUO3DRVV</td>\n",
       "      <td>4KEarth1585297661.77</td>\n",
       "      <td>KEarth</td>\n",
       "      <td>24595</td>\n",
       "      <td>2021</td>\n",
       "      <td>India</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>{\"latitude\":20.593684,\"longitude\":78.96288}</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>http://cdm.unfccc.int/</td>\n",
       "      <td>Held</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Thailand</td>\n",
       "      <td>AXF2WJ2NOM4CHZGDOJW9S9DINIAQWS</td>\n",
       "      <td>4KEarth1596186178.27</td>\n",
       "      <td>KEarth</td>\n",
       "      <td>43219</td>\n",
       "      <td>2021</td>\n",
       "      <td>Thailand</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>{\"latitude\":15.870032,\"longitude\":100.992541}</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>http://cdm.unfccc.int/</td>\n",
       "      <td>Held</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>India</td>\n",
       "      <td>JOUI5BA4DLQS9MVXDKRLL1HHFVQ4M3</td>\n",
       "      <td>4KEarth1599113457.49</td>\n",
       "      <td>KEarth</td>\n",
       "      <td>116637</td>\n",
       "      <td>2022</td>\n",
       "      <td>India</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>{\"latitude\":20.593684,\"longitude\":78.96288}</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>http://cdm.unfccc.int/</td>\n",
       "      <td>Held</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12543</th>\n",
       "      <td>India</td>\n",
       "      <td>3A5UYHPO8SISCX8T4BJ1AMN6SO780J</td>\n",
       "      <td>sergeyf731618828753.52</td>\n",
       "      <td>No info</td>\n",
       "      <td>1231148</td>\n",
       "      <td>2022</td>\n",
       "      <td>India</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>{\"latitude\":20.593684,\"longitude\":78.96288}</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>http://cdm.unfccc.int/</td>\n",
       "      <td>Held</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12544</th>\n",
       "      <td>India</td>\n",
       "      <td>3A5UYHPO8SISCX8T4BJ1AMN6SO780J</td>\n",
       "      <td>sergeyf731618828921.37</td>\n",
       "      <td>No info</td>\n",
       "      <td>1128556</td>\n",
       "      <td>2022</td>\n",
       "      <td>India</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>{\"latitude\":20.593684,\"longitude\":78.96288}</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>http://cdm.unfccc.int/</td>\n",
       "      <td>Held</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12545</th>\n",
       "      <td>China</td>\n",
       "      <td>D4CRFLKI60AFK14YEHRDNPY16829DF</td>\n",
       "      <td>sergeyf731650363867.4</td>\n",
       "      <td>No info</td>\n",
       "      <td>434350</td>\n",
       "      <td>2022</td>\n",
       "      <td>China</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>{\"latitude\":35.86166,\"longitude\":104.195397}</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>http://cdm.unfccc.int/</td>\n",
       "      <td>Held</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12546</th>\n",
       "      <td>India</td>\n",
       "      <td>BN70H0KER9GB6Y0BPJBJ3Q4IBIXK7C</td>\n",
       "      <td>slenzen1552989570.98</td>\n",
       "      <td>No info</td>\n",
       "      <td>102514</td>\n",
       "      <td>2020</td>\n",
       "      <td>India</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>{\"latitude\":20.593684,\"longitude\":78.96288}</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>http://cdm.unfccc.int/</td>\n",
       "      <td>Held</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12547</th>\n",
       "      <td>Brazil</td>\n",
       "      <td>4BDRO6C36JFF9XQ4L3QDAFZ4AX3VW9</td>\n",
       "      <td>sleyh1563531122.32</td>\n",
       "      <td>LGAI</td>\n",
       "      <td>51790</td>\n",
       "      <td>2019</td>\n",
       "      <td>Brazil</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>{\"latitude\":-14.235004,\"longitude\":-51.92528}</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>http://cdm.unfccc.int/</td>\n",
       "      <td>Held</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12548 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      unitOwner                       projectId                      id  \\\n",
       "0         India  IBK3RIR7HVE1SZLK7YZMZPZ02UW7TS    4KEarth1568615888.93   \n",
       "1         India  KZPP9BVTCRTYEUSRYB2L0ZNRJUDF2X     4KEarth1568616446.5   \n",
       "2         India  P2UF559LX39J2VDPTZ13PAZUO3DRVV    4KEarth1585297661.77   \n",
       "3      Thailand  AXF2WJ2NOM4CHZGDOJW9S9DINIAQWS    4KEarth1596186178.27   \n",
       "4         India  JOUI5BA4DLQS9MVXDKRLL1HHFVQ4M3    4KEarth1599113457.49   \n",
       "...         ...                             ...                     ...   \n",
       "12543     India  3A5UYHPO8SISCX8T4BJ1AMN6SO780J  sergeyf731618828753.52   \n",
       "12544     India  3A5UYHPO8SISCX8T4BJ1AMN6SO780J  sergeyf731618828921.37   \n",
       "12545     China  D4CRFLKI60AFK14YEHRDNPY16829DF   sergeyf731650363867.4   \n",
       "12546     India  BN70H0KER9GB6Y0BPJBJ3Q4IBIXK7C    slenzen1552989570.98   \n",
       "12547    Brazil  4BDRO6C36JFF9XQ4L3QDAFZ4AX3VW9      sleyh1563531122.32   \n",
       "\n",
       "      verificationBody  unitCount vintageYear countryJurisdictionOfOwner  \\\n",
       "0               KEarth      20519        2020                      India   \n",
       "1               KEarth      18925        2020                      India   \n",
       "2               KEarth      24595        2021                      India   \n",
       "3               KEarth      43219        2021                   Thailand   \n",
       "4               KEarth     116637        2022                      India   \n",
       "...                ...        ...         ...                        ...   \n",
       "12543          No info    1231148        2022                      India   \n",
       "12544          No info    1128556        2022                      India   \n",
       "12545          No info     434350        2022                      China   \n",
       "12546          No info     102514        2020                      India   \n",
       "12547             LGAI      51790        2019                     Brazil   \n",
       "\n",
       "      inCountryJurisdictionOfOwner projectLocationId  \\\n",
       "0                                                      \n",
       "1                                                      \n",
       "2                                                      \n",
       "3                                                      \n",
       "4                                                      \n",
       "...                            ...               ...   \n",
       "12543                                                  \n",
       "12544                                                  \n",
       "12545                                                  \n",
       "12546                                                  \n",
       "12547                                                  \n",
       "\n",
       "                                 geographyIdentifier  \\\n",
       "0        {\"latitude\":20.593684,\"longitude\":78.96288}   \n",
       "1        {\"latitude\":20.593684,\"longitude\":78.96288}   \n",
       "2        {\"latitude\":20.593684,\"longitude\":78.96288}   \n",
       "3      {\"latitude\":15.870032,\"longitude\":100.992541}   \n",
       "4        {\"latitude\":20.593684,\"longitude\":78.96288}   \n",
       "...                                              ...   \n",
       "12543    {\"latitude\":20.593684,\"longitude\":78.96288}   \n",
       "12544    {\"latitude\":20.593684,\"longitude\":78.96288}   \n",
       "12545   {\"latitude\":35.86166,\"longitude\":104.195397}   \n",
       "12546    {\"latitude\":20.593684,\"longitude\":78.96288}   \n",
       "12547  {\"latitude\":-14.235004,\"longitude\":-51.92528}   \n",
       "\n",
       "      correspondingAdjustmentDeclaration        unitRegistryLink unitStatus  \\\n",
       "0                                Unknown  http://cdm.unfccc.int/       Held   \n",
       "1                                Unknown  http://cdm.unfccc.int/       Held   \n",
       "2                                Unknown  http://cdm.unfccc.int/       Held   \n",
       "3                                Unknown  http://cdm.unfccc.int/       Held   \n",
       "4                                Unknown  http://cdm.unfccc.int/       Held   \n",
       "...                                  ...                     ...        ...   \n",
       "12543                            Unknown  http://cdm.unfccc.int/       Held   \n",
       "12544                            Unknown  http://cdm.unfccc.int/       Held   \n",
       "12545                            Unknown  http://cdm.unfccc.int/       Held   \n",
       "12546                            Unknown  http://cdm.unfccc.int/       Held   \n",
       "12547                            Unknown  http://cdm.unfccc.int/       Held   \n",
       "\n",
       "      unitType unitBlockStart unitBlockEnd  \n",
       "0                                           \n",
       "1                                           \n",
       "2                                           \n",
       "3                                           \n",
       "4                                           \n",
       "...        ...            ...          ...  \n",
       "12543                                       \n",
       "12544                                       \n",
       "12545                                       \n",
       "12546                                       \n",
       "12547                                       \n",
       "\n",
       "[12548 rows x 16 columns]"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_units = pd.read_excel(\"CDM-Issuances-October.xlxs.xlsx\")\n",
    "\n",
    "\n",
    "units_columns={\n",
    "    \"HostParty\":\"unitOwner\",\n",
    "    \"CDM project reference number\":\"projectId\",\n",
    "    \"Issuance process ID\":\"issuanceId\",\n",
    "    \"DOE\":\"verificationBody\",\n",
    "    \"Issuance process ID\":\"id\",\n",
    "   \"Units - Total\":\"unitCount\",\n",
    "   \"Issuance date\":\"vintageYear\",\n",
    "\n",
    "}\n",
    "\n",
    "df_units = df_units[units_columns.keys()].rename(columns=units_columns)\n",
    "df_units[\"unitOwner\"] = df_units[\"unitOwner\"].map(country_name_map)\n",
    "df_units[\"projectId\"] = df_units[\"projectId\"].map(id_to_id)\n",
    "df_units[\"countryJurisdictionOfOwner\"] = df_units[\"unitOwner\"]\n",
    "df_units[\"inCountryJurisdictionOfOwner\"] = \"\"\n",
    "df_units[\"projectLocationId\"] = \"\"\n",
    "df_units[\"geographyIdentifier\"] = df_units[\"unitOwner\"].map(geography_map)\n",
    "df_units[\"correspondingAdjustmentDeclaration\"] = \"Unknown\"\n",
    "df_units[\"unitRegistryLink\"] = \"http://cdm.unfccc.int/\"\n",
    "df_units[\"vintageYear\"] = df_units[\"vintageYear\"].astype(str).str[:4]\n",
    "df_units[\"unitStatus\"] = \"Held\"\n",
    "df_units[\"unitType\"] = \"\"\n",
    "df_units[\"unitBlockStart\"] = \"\"\n",
    "df_units[\"unitBlockEnd\"] = \"\"\n",
    "\n",
    "\n",
    "df_units = fillna_by_dtype(df_units)\n",
    "\n",
    "df_units"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/5x/w7k9bsls4fj7q9x5f3xxvt5m0000gn/T/ipykernel_25397/643337254.py:31: DeprecationWarning: Converting `np.inexact` or `np.floating` to a dtype is deprecated. The current result is `float64` which is not strictly correct.\n",
      "  if df[column].dtype == np.number:  # If the column is numeric\n",
      "/var/folders/5x/w7k9bsls4fj7q9x5f3xxvt5m0000gn/T/ipykernel_25397/643337254.py:33: DeprecationWarning: `np.object` is a deprecated alias for the builtin `object`. To silence this warning, use `object` by itself. Doing this will not modify any behavior and is safe. \n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  elif df[column].dtype == np.object:  # If the column is of object type (e.g., strings)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>unitStatus</th>\n",
       "      <th>unitTotal</th>\n",
       "      <th>unitOwner</th>\n",
       "      <th>projectId</th>\n",
       "      <th>unitBlockStart</th>\n",
       "      <th>unitBlockEnd</th>\n",
       "      <th>countryJurisdictionOfOwner</th>\n",
       "      <th>inCountryJurisdictionOfOwner</th>\n",
       "      <th>unitType</th>\n",
       "      <th>correspondingAdjustmentDeclaration</th>\n",
       "      <th>unitRegistryLink</th>\n",
       "      <th>vintageYear</th>\n",
       "      <th>id</th>\n",
       "      <th>verificationBody</th>\n",
       "      <th>geographyIdentifier</th>\n",
       "      <th>projectLocationId</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Retired</td>\n",
       "      <td>2210</td>\n",
       "      <td>Honduras</td>\n",
       "      <td>HG20LFVJPFURJJ4M6E6MS07HTOZTR4</td>\n",
       "      <td>1</td>\n",
       "      <td>2210</td>\n",
       "      <td>Honduras</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Unknown</td>\n",
       "      <td>http://cdm.unfccc.int/</td>\n",
       "      <td>2015</td>\n",
       "      <td>RWTUV1425040593.92</td>\n",
       "      <td>TUV NORD</td>\n",
       "      <td>{\"latitude\":15.199999,\"longitude\":-86.241905}</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Retired</td>\n",
       "      <td>7304</td>\n",
       "      <td>Honduras</td>\n",
       "      <td>76B2SQ7Z56786E62H2ISI2HHQNBYX0</td>\n",
       "      <td>2211</td>\n",
       "      <td>9514</td>\n",
       "      <td>Honduras</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Unknown</td>\n",
       "      <td>http://cdm.unfccc.int/</td>\n",
       "      <td>2014</td>\n",
       "      <td>TUEV-RHEIN1366872726.97</td>\n",
       "      <td>TUV NORD</td>\n",
       "      <td>{\"latitude\":15.199999,\"longitude\":-86.241905}</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Retired</td>\n",
       "      <td>48230</td>\n",
       "      <td>India</td>\n",
       "      <td>NMHQDVVH5DX47Y8VGVARMLMF76RWAP</td>\n",
       "      <td>1</td>\n",
       "      <td>48230</td>\n",
       "      <td>India</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Unknown</td>\n",
       "      <td>http://cdm.unfccc.int/</td>\n",
       "      <td>2014</td>\n",
       "      <td>TUEV-SUED1397119754.81</td>\n",
       "      <td>TUV SUD</td>\n",
       "      <td>{\"latitude\":20.593684,\"longitude\":78.96288}</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Retired</td>\n",
       "      <td>45988</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>T3TA3SUQYRH7QZ2O5HCAO56AD062PE</td>\n",
       "      <td>1</td>\n",
       "      <td>45988</td>\n",
       "      <td>Brazil</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Unknown</td>\n",
       "      <td>http://cdm.unfccc.int/</td>\n",
       "      <td>2005</td>\n",
       "      <td>SGS-UKL1124438867.71</td>\n",
       "      <td>SGS</td>\n",
       "      <td>{\"latitude\":-14.235004,\"longitude\":-51.92528}</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Retired</td>\n",
       "      <td>542829</td>\n",
       "      <td>India</td>\n",
       "      <td>YL3CYU9HUXW76LEKIZMWMCVJF1G9E1</td>\n",
       "      <td>48231</td>\n",
       "      <td>591059</td>\n",
       "      <td>India</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Unknown</td>\n",
       "      <td>http://cdm.unfccc.int/</td>\n",
       "      <td>2013</td>\n",
       "      <td>SGS-UKL1349867953.32</td>\n",
       "      <td>SGS</td>\n",
       "      <td>{\"latitude\":20.593684,\"longitude\":78.96288}</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12529</th>\n",
       "      <td>Retired</td>\n",
       "      <td>3241</td>\n",
       "      <td>India</td>\n",
       "      <td>HZ71HCGMVWBSLX4COTU7NONB1ILUBE</td>\n",
       "      <td>325185188</td>\n",
       "      <td>325188428</td>\n",
       "      <td>India</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Unknown</td>\n",
       "      <td>http://cdm.unfccc.int/</td>\n",
       "      <td>2013</td>\n",
       "      <td>RWTUV1350367048.39</td>\n",
       "      <td>TUV NORD</td>\n",
       "      <td>{\"latitude\":20.593684,\"longitude\":78.96288}</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12530</th>\n",
       "      <td>Retired</td>\n",
       "      <td>59442</td>\n",
       "      <td>India</td>\n",
       "      <td>HZ71HCGMVWBSLX4COTU7NONB1ILUBE</td>\n",
       "      <td>325188429</td>\n",
       "      <td>325247870</td>\n",
       "      <td>India</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Unknown</td>\n",
       "      <td>http://cdm.unfccc.int/</td>\n",
       "      <td>2013</td>\n",
       "      <td>RWTUV1350367048.39</td>\n",
       "      <td>TUV NORD</td>\n",
       "      <td>{\"latitude\":20.593684,\"longitude\":78.96288}</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12531</th>\n",
       "      <td>Retired</td>\n",
       "      <td>167997</td>\n",
       "      <td>China</td>\n",
       "      <td>FK6KNM929ANB7LR9JBWHCTVNJOSOHQ</td>\n",
       "      <td>1194113250</td>\n",
       "      <td>1194281246</td>\n",
       "      <td>China</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Unknown</td>\n",
       "      <td>http://cdm.unfccc.int/</td>\n",
       "      <td>2023</td>\n",
       "      <td>CTI1666763574.07</td>\n",
       "      <td>CTI</td>\n",
       "      <td>{\"latitude\":35.86166,\"longitude\":104.195397}</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12532</th>\n",
       "      <td>Retired</td>\n",
       "      <td>540390</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>M2UR4SLALKN8YAZT5ZJ11YR6BDXBLG</td>\n",
       "      <td>211555446</td>\n",
       "      <td>212095835</td>\n",
       "      <td>Brazil</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Unknown</td>\n",
       "      <td>http://cdm.unfccc.int/</td>\n",
       "      <td>2023</td>\n",
       "      <td>RINA1677171969.86</td>\n",
       "      <td>RINA</td>\n",
       "      <td>{\"latitude\":-14.235004,\"longitude\":-51.92528}</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12533</th>\n",
       "      <td>Retired</td>\n",
       "      <td>2421589626</td>\n",
       "      <td>Namibia</td>\n",
       "      <td>25QFSD4M35AR2Y55695EBINI56CCNC</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Namibia</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Unknown</td>\n",
       "      <td>http://cdm.unfccc.int/</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12534 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      unitStatus   unitTotal unitOwner                       projectId  \\\n",
       "0        Retired        2210  Honduras  HG20LFVJPFURJJ4M6E6MS07HTOZTR4   \n",
       "1        Retired        7304  Honduras  76B2SQ7Z56786E62H2ISI2HHQNBYX0   \n",
       "2        Retired       48230     India  NMHQDVVH5DX47Y8VGVARMLMF76RWAP   \n",
       "3        Retired       45988    Brazil  T3TA3SUQYRH7QZ2O5HCAO56AD062PE   \n",
       "4        Retired      542829     India  YL3CYU9HUXW76LEKIZMWMCVJF1G9E1   \n",
       "...          ...         ...       ...                             ...   \n",
       "12529    Retired        3241     India  HZ71HCGMVWBSLX4COTU7NONB1ILUBE   \n",
       "12530    Retired       59442     India  HZ71HCGMVWBSLX4COTU7NONB1ILUBE   \n",
       "12531    Retired      167997     China  FK6KNM929ANB7LR9JBWHCTVNJOSOHQ   \n",
       "12532    Retired      540390    Brazil  M2UR4SLALKN8YAZT5ZJ11YR6BDXBLG   \n",
       "12533    Retired  2421589626   Namibia  25QFSD4M35AR2Y55695EBINI56CCNC   \n",
       "\n",
       "       unitBlockStart  unitBlockEnd countryJurisdictionOfOwner  \\\n",
       "0                   1          2210                   Honduras   \n",
       "1                2211          9514                   Honduras   \n",
       "2                   1         48230                      India   \n",
       "3                   1         45988                     Brazil   \n",
       "4               48231        591059                      India   \n",
       "...               ...           ...                        ...   \n",
       "12529       325185188     325188428                      India   \n",
       "12530       325188429     325247870                      India   \n",
       "12531      1194113250    1194281246                      China   \n",
       "12532       211555446     212095835                     Brazil   \n",
       "12533               0             0                    Namibia   \n",
       "\n",
       "      inCountryJurisdictionOfOwner unitType  \\\n",
       "0                                             \n",
       "1                                             \n",
       "2                                             \n",
       "3                                             \n",
       "4                                             \n",
       "...                            ...      ...   \n",
       "12529                                         \n",
       "12530                                         \n",
       "12531                                         \n",
       "12532                                         \n",
       "12533                                         \n",
       "\n",
       "      correspondingAdjustmentDeclaration        unitRegistryLink vintageYear  \\\n",
       "0                                Unknown  http://cdm.unfccc.int/        2015   \n",
       "1                                Unknown  http://cdm.unfccc.int/        2014   \n",
       "2                                Unknown  http://cdm.unfccc.int/        2014   \n",
       "3                                Unknown  http://cdm.unfccc.int/        2005   \n",
       "4                                Unknown  http://cdm.unfccc.int/        2013   \n",
       "...                                  ...                     ...         ...   \n",
       "12529                            Unknown  http://cdm.unfccc.int/        2013   \n",
       "12530                            Unknown  http://cdm.unfccc.int/        2013   \n",
       "12531                            Unknown  http://cdm.unfccc.int/        2023   \n",
       "12532                            Unknown  http://cdm.unfccc.int/        2023   \n",
       "12533                            Unknown  http://cdm.unfccc.int/          NA   \n",
       "\n",
       "                            id verificationBody  \\\n",
       "0           RWTUV1425040593.92         TUV NORD   \n",
       "1      TUEV-RHEIN1366872726.97         TUV NORD   \n",
       "2       TUEV-SUED1397119754.81          TUV SUD   \n",
       "3         SGS-UKL1124438867.71              SGS   \n",
       "4         SGS-UKL1349867953.32              SGS   \n",
       "...                        ...              ...   \n",
       "12529       RWTUV1350367048.39         TUV NORD   \n",
       "12530       RWTUV1350367048.39         TUV NORD   \n",
       "12531         CTI1666763574.07              CTI   \n",
       "12532        RINA1677171969.86             RINA   \n",
       "12533                       NA               NA   \n",
       "\n",
       "                                 geographyIdentifier projectLocationId  \n",
       "0      {\"latitude\":15.199999,\"longitude\":-86.241905}                    \n",
       "1      {\"latitude\":15.199999,\"longitude\":-86.241905}                    \n",
       "2        {\"latitude\":20.593684,\"longitude\":78.96288}                    \n",
       "3      {\"latitude\":-14.235004,\"longitude\":-51.92528}                    \n",
       "4        {\"latitude\":20.593684,\"longitude\":78.96288}                    \n",
       "...                                              ...               ...  \n",
       "12529    {\"latitude\":20.593684,\"longitude\":78.96288}                    \n",
       "12530    {\"latitude\":20.593684,\"longitude\":78.96288}                    \n",
       "12531   {\"latitude\":35.86166,\"longitude\":104.195397}                    \n",
       "12532  {\"latitude\":-14.235004,\"longitude\":-51.92528}                    \n",
       "12533                                             NA                    \n",
       "\n",
       "[12534 rows x 16 columns]"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_retired = pd.read_excel(\"CDM_Retired_November.xlsx\")\n",
    "df_retired['Project number'] = df_retired['Project number'].fillna(0).astype(int)\n",
    "df_retired[\"Status\"] = \"Retired\"\n",
    "df_retired[\"PARTY CODE\"] = df_retired['PARTY CODE'].map(country_name_map)\n",
    "\n",
    "\n",
    "vintage_year_map= df_units.set_index('projectId')['vintageYear'].to_dict()\n",
    "issuance_id_map= df_units.set_index('projectId')['id'].to_dict()\n",
    "verif_body_units_map= df_units.set_index('projectId')['verificationBody'].to_dict()\n",
    "geog_identifier_units_map = df_units.set_index('projectId')['geographyIdentifier'].to_dict()\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "# df_retired\n",
    "\n",
    "\n",
    "retired_columns={\n",
    "    \"Status\":\"unitStatus\",\n",
    "    \"Total\":\"unitTotal\",\n",
    "    \"PARTY CODE\":\"unitOwner\",\n",
    "    \"Project number\":\"projectId\",\n",
    "    \"SERIAL RANGE\":\"SERIAL RANGE\"\n",
    "}\n",
    "\n",
    "\n",
    "\n",
    "df_retired = df_retired[retired_columns.keys()].rename(columns=retired_columns)\n",
    "df_retired[['unitBlockStart', 'unitBlockEnd']] = df_retired['SERIAL RANGE'].str.split('-', 1, expand=True)\n",
    "df_retired['unitBlockStart'] = df_retired['unitBlockStart'].fillna(0).astype(int)\n",
    "df_retired['unitBlockEnd'] = df_retired['unitBlockEnd'].fillna(0).astype(int)\n",
    "df_retired.drop('SERIAL RANGE', axis=1, inplace=True)\n",
    "df_retired['projectId']=df_retired['projectId'].map(id_to_id)\n",
    "df_retired[\"countryJurisdictionOfOwner\"] = df_retired[\"unitOwner\"]\n",
    "df_retired[\"inCountryJurisdictionOfOwner\"] = \"\"\n",
    "df_retired[\"unitType\"] = \"\"\n",
    "df_retired[\"correspondingAdjustmentDeclaration\"] = \"Unknown\"\n",
    "df_retired[\"unitRegistryLink\"] = \"http://cdm.unfccc.int/\"\n",
    "df_retired[\"vintageYear\"]= df_retired['projectId'].map(vintage_year_map)\n",
    "df_retired[\"id\"]= df_retired['projectId'].map(issuance_id_map)\n",
    "df_retired[\"verificationBody\"]= df_retired['projectId'].map(verif_body_units_map)\n",
    "df_retired['geographyIdentifier']= df_retired['projectId'].map(geog_identifier_units_map)\n",
    "df_retired[\"projectLocationId\"] = \"\"\n",
    "df_retired = fillna_by_dtype(df_retired)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "df_retired\n"
   ]
  }
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