Readers

Readers are responsible for loading evaluation repositories and providing a unified interface for accessing their contents.

The EvalReader interface defines a common contract that all evaluation repository readers (e.g. IOM, UNHCR) must implement:

source

EvalReader

 EvalReader (cfg)

Helper class that provides a standard way to create an ABC using inheritance.

Exported source

class EvalReader(ABC):
    def __init__(self, cfg): 
        self.cfg = cfg
    
    @abstractmethod
    def read(self): pass
    
    @abstractmethod
    def tfm(self, df): pass
    
    @abstractmethod
    def to_json(self, output_path): pass
    
    def __call__(self):
        df = self.read()
        return self.tfm(df)

IOM Reader

source

iom_input_cfg

 iom_input_cfg ()

Exported source

def iom_input_cfg():
    return {
        'sheet_name': 'extract from 2005 to Aug 2024',
        'date_cols': ['Date of Publication', 'Evaluation Period From Date', 'Evaluation Period To Date'],
        'string_cols': ['Year'],
        'list_fields': {
            'Countries Covered': {'separator': ',', 'clean': True}
        },
        'document_fields': ['Document Subtype', 'File URL', 'File description'],
        'id_gen': {
            'method': 'md5',
            'fields': ['Title', 'Year', 'Project Code']  # fields to hash
        },
        'field_mappings': {
            'Title': 'title',
            'Year': 'year',
            # other mappings
        }
    }

cfg = iom_input_cfg()
fname = Path('files/test/eval_repo_iom.xlsx')
df = pd.read_excel(fname, sheet_name=cfg['sheet_name'])
df.head(2)

	Title	Year	Author	Best Practicesor Lessons Learnt	Date of Publication	Donor	Evaluation Brief	Evaluation Commissioner	Evaluation Coverage	Evaluation Period From Date	...	Type of Evaluator	Level of Evaluation	Document Subtype	File URL	File description	Management response	Date added	Metaevaluation	exclude	reason
0	EX-POST EVALUATION OF THE PROJECT: NIGERIA: S...	2023	Abderrahim El Moulat	Yes	2023-05-10	Government of Germany	Yes	Donor, IOM	Country	NaT	...	Internal	Decentralized	Evaluation report, Evaluation brief	https://evaluation.iom.int/sites/g/files/tmzbd...	Evaluation Report , Evaluation Brief	No	Fri, 07/07/2023 - 15:35	2020-24	NaN	NaN
1	FINAL EVALUATION OF THE PROJECT: STRENGTHEN BO...	2023	Abderrahim El Moulat	Yes	2023-02-14	Government of Canada	Yes	Donor, IOM	Multi-country	NaT	...	Internal	Decentralized	Evaluation report, Evaluation brief	https://evaluation.iom.int/sites/g/files/tmzbd...	Evaluation Report , Evaluation Brief	No	Fri, 05/19/2023 - 16:49	2020-24	NaN	NaN

2 rows × 36 columns

source

IOMRepoReader

 IOMRepoReader (fname, max_n=None)

Helper class that provides a standard way to create an ABC using inheritance.

	Type	Default	Details
fname			path to the excel file
max_n	NoneType	None	max number of rows to read

Exported source

class IOMRepoReader(EvalReader):
    def __init__(self, 
                 fname, # path to the excel file
                 max_n=None): # max number of rows to read
        cfg = iom_input_cfg()  
        super().__init__(cfg)
        self.fname = fname
        self.max_n = max_n
    
    def read(self): 
        """Read the excel file and return a dataframe"""
        df = pd.read_excel(self.fname, sheet_name=self.cfg['sheet_name'])
        if self.max_n:
            df = df.head(self.max_n)
        return df
    
    def tfm(self, df):
        """Transform the dataframe into a list of evaluations"""
        df_proc = df.copy()

        # Process dates
        date_cols = self.cfg['date_cols']
        df_proc[date_cols] = df_proc[date_cols].astype(str)
        
        # Process list fields
        for fname, fcfg in self.cfg['list_fields'].items():
            df_proc[fname] = (
                df_proc[fname]
                .astype(str)
                .str.split(fcfg['separator'])
                .apply(lambda x: [item.strip() for item in x if item.strip()])
            )
        
        # Generate IDs
        df_proc['id'] = df_proc.apply(self._mk_id, axis=1)
        
        # Process documents
        df_proc['docs'] = df_proc.apply(self._mk_docs, axis=1)
        
        # Collect metadata
        meta_cols = [col for col in df_proc.columns if col not in ['id', 'docs']]
        
        # Create final structure
        res = []
        for _, row in df_proc.iterrows():
            res.append({
                'id': row['id'],
                'docs': row['docs'],
                'meta': {field: row[field] for field in meta_cols}
            })
        
        return res
    
    def to_json(self, out_path):  
        evals = self()
        with open(out_path, 'w', encoding='utf-8') as f:
            json.dump(evals, f, indent=4, ensure_ascii=False)
    
    def _mk_docs(self, row):
        try:
            stypes = [s.strip() for s in str(row['Document Subtype']).split(', ')]
            urls = [u.strip() for u in str(row['File URL']).split(', ')]
            descs = [d.strip() for d in str(row['File description']).split(', ')]
            
            docs = []
            for stype, url, desc in zip(stypes, urls, descs):
                if url.strip():
                    docs.append({
                        'Document Subtype': stype,
                        'File URL': url,
                        'File description': desc
                    })
            return docs
        except Exception as e:
            print(f"Error processing documents for row: {e}")
            return []
    
    def _mk_id(self, row):
        """Generate MD5 hash from specified fields"""
        id_cfg = self.cfg['id_gen']
        fields = id_cfg['fields']
        
        # Concatenate the specified fields
        id_str = ''.join(str(row[field]) for field in fields)
        
        # Generate MD5 hash
        return hashlib.md5(id_str.encode('utf-8')).hexdigest()

To use the reader:

fname = '../_data/input/Evaluation repository extract 22 Oct 2024.xlsx'
reader = IOMRepoReader(fname)
evaluations = reader()

The reader produces a list of JSON objects, where each object represents an evaluation with:

id: A unique MD5 hash identifier generated from specified fields
docs: A list of associated documents, each containing:
- Document Subtype: Type of evaluation document (e.g. report, brief)
- File URL: Direct link to download the document
- File description: Brief description of the document contents
meta: Additional metadata about the evaluation

Then serialize as json for further use:

reader.to_json('../_data/output/evaluations.json')

Utils

source

load_evals

 load_evals (json_file:str)

Load evaluations from JSON file and return flattened list of (eval_id, url) tuples

	Type	Details
json_file	str	path to the JSON file
Returns	L

Exported source

default_config = {
    'id_field': 'id',
    'docs_field': 'docs', 
    'url_field': 'File URL'
}

Exported source

def load_evals(
    json_file: str, # path to the JSON file
    ) -> L:
    "Load evaluations from JSON file and return flattened list of (eval_id, url) tuples"    
    with open(json_file) as f:
        evals = json.load(f)
    return L(evals)

fname = 'files/test/evaluations.json'
evals = load_evals(fname); evals

(#10) [{'id': '1a57974ab89d7280988aa6b706147ce1', 'docs': [{'Document Subtype': 'Evaluation report', 'File URL': 'https://evaluation.iom.int/sites/g/files/tmzbdl151/files/docs/resources/Internal%20Evaluation_NG20P0516_MAY_2023_FINAL_Abderrahim%20EL%20MOULAT.pdf', 'File description': 'Evaluation Report'}, {'Document Subtype': 'Evaluation brief', 'File URL': 'https://evaluation.iom.int/sites/g/files/tmzbdl151/files/docs/resources/RR0163_Evaluation%20Brief_MAY_%202023_Abderrahim%20EL%20MOULAT.pdf', 'File description': 'Evaluation Brief'}], 'meta': {'Title': 'EX-POST EVALUATION OF THE PROJECT:  NIGERIA: STRENGTHENING REINTEGRATION FOR RETURNEES (SRARP)  - PHASE II', 'Year': 2023, 'Author': 'Abderrahim El Moulat', 'Best Practicesor Lessons Learnt': 'Yes', 'Date of Publication': '2023-05-10', 'Donor': 'Government of Germany', 'Evaluation Brief': 'Yes', 'Evaluation Commissioner': 'Donor, IOM', 'Evaluation Coverage': 'Country', 'Evaluation Period From Date': 'NaT', 'Evaluation Period To Date': 'nan', 'Executive Summary': 'Yes', 'External Version of the Report': 'No', 'Languages': 'English', 'Migration Thematic Areas': 'Assistance to vulnerable migrants, Migrant training and integration (including community cohesion), Migration health (assessment, travel, health promotion, crisis-affected), Return and AVRR', 'Name of Project(s) Being Evaluated': nan, 'Number of Pages Excluding annexes': nan, 'Other Documents Included': nan, 'Project Code': 'RR.0163', 'Countries Covered': ['Nigeria'], 'Regions Covered': 'RO Dakar', 'Relevant Crosscutting Themes': 'Gender, Rights-based approach', 'Report Published': 'Yes', 'Terms of Reference': 'No', 'Type of Evaluation Scope': 'Programme/Project', 'Type of Evaluation Timing': 'Ex-post (after the end of the project/programme)', 'Type of Evaluator': 'Internal', 'Level of Evaluation': 'Decentralized', 'Document Subtype': 'Evaluation report, Evaluation brief', 'File URL': 'https://evaluation.iom.int/sites/g/files/tmzbdl151/files/docs/resources/Internal%20Evaluation_NG20P0516_MAY_2023_FINAL_Abderrahim%20EL%20MOULAT.pdf,   https://evaluation.iom.int/sites/g/files/tmzbdl151/files/docs/resources/RR0163_Evaluation%20Brief_MAY_%202023_Abderrahim%20EL%20MOULAT.pdf', 'File description': 'Evaluation Report , Evaluation Brief', 'Management response': 'No', 'Date added': 'Fri, 07/07/2023 - 15:35', 'Metaevaluation': '2020-24', 'exclude': nan, 'reason': nan}},{'id': 'c660e774d14854e20dc74457712b50ec', 'docs': [{'Document Subtype': 'Evaluation report', 'File URL': 'https://evaluation.iom.int/sites/g/files/tmzbdl151/files/docs/resources/IB0238_Evaluation%20Brief_FEB_%202023_Abderrahim%20EL%20MOULAT.pdf', 'File description': 'Evaluation Report'}, {'Document Subtype': 'Evaluation brief', 'File URL': 'https://evaluation.iom.int/sites/g/files/tmzbdl151/files/docs/resources/Internal%20Evaluation_IB0238__FEB_2023_FINAL%20RE_Abderrahim%20EL%20MOULAT.pdf', 'File description': 'Evaluation Brief'}], 'meta': {'Title': 'FINAL EVALUATION OF THE PROJECT: STRENGTHEN BORDER MANAGEMENT AND SECURITY IN MALI AND NIGER THROUGH CAPACITY BUILDING OF BORDER AUTHORITIES AND ENHANCED DIALOGUE WITH BORDER COMMUNITIES', 'Year': 2023, 'Author': 'Abderrahim El Moulat', 'Best Practicesor Lessons Learnt': 'Yes', 'Date of Publication': '2023-02-14', 'Donor': 'Government of Canada', 'Evaluation Brief': 'Yes', 'Evaluation Commissioner': 'Donor, IOM', 'Evaluation Coverage': 'Multi-country', 'Evaluation Period From Date': 'NaT', 'Evaluation Period To Date': 'nan', 'Executive Summary': 'Yes', 'External Version of the Report': 'No', 'Languages': 'English', 'Migration Thematic Areas': 'Border and identity solutions (border management, security, border assessment etc), Transition Recovery - community stabilisation, Transition Recovery - preventing violent extremism', 'Name of Project(s) Being Evaluated': nan, 'Number of Pages Excluding annexes': 37.0, 'Other Documents Included': nan, 'Project Code': 'IB.0238', 'Countries Covered': ['Mali', 'Niger'], 'Regions Covered': 'RO Dakar', 'Relevant Crosscutting Themes': 'Gender, Rights-based approach', 'Report Published': 'Yes', 'Terms of Reference': 'No', 'Type of Evaluation Scope': 'Programme/Project', 'Type of Evaluation Timing': 'Final (at the end of the project/programme)', 'Type of Evaluator': 'Internal', 'Level of Evaluation': 'Decentralized', 'Document Subtype': 'Evaluation report, Evaluation brief', 'File URL': 'https://evaluation.iom.int/sites/g/files/tmzbdl151/files/docs/resources/IB0238_Evaluation%20Brief_FEB_%202023_Abderrahim%20EL%20MOULAT.pdf,   https://evaluation.iom.int/sites/g/files/tmzbdl151/files/docs/resources/Internal%20Evaluation_IB0238__FEB_2023_FINAL%20RE_Abderrahim%20EL%20MOULAT.pdf', 'File description': 'Evaluation Report , Evaluation Brief', 'Management response': 'No', 'Date added': 'Fri, 05/19/2023 - 16:49', 'Metaevaluation': '2020-24', 'exclude': nan, 'reason': nan}},{'id': '2cae361c6779b561af07200e3d4e4051', 'docs': [{'Document Subtype': 'Evaluation report', 'File URL': 'https://evaluation.iom.int/sites/g/files/tmzbdl151/files/docs/resources/IB0053_Evaluation%20Brief_SEP_%202022_Abderrahim%20EL%20MOULAT.pdf', 'File description': 'Evaluation Report'}, {'Document Subtype': 'Evaluation brief', 'File URL': 'https://evaluation.iom.int/sites/g/files/tmzbdl151/files/docs/resources/Internal%20Evaluation_IB0053_OCT_2022_FINAL_Abderrahim%20EL%20MOULAT_0.pdf', 'File description': 'Evaluation Brief'}], 'meta': {'Title': 'Final Evaluation of the project "SUPPORTING THE IMPLEMENTATION OF AN E RESIDENCE PLATFORM IN CABO VERDE"', 'Year': 2022, 'Author': 'Abderrahim El Moulat', 'Best Practicesor Lessons Learnt': 'Yes', 'Date of Publication': '2022-09-15', 'Donor': 'IOM Development Fund', 'Evaluation Brief': 'Yes', 'Evaluation Commissioner': 'IOM', 'Evaluation Coverage': 'Country', 'Evaluation Period From Date': 'NaT', 'Evaluation Period To Date': 'nan', 'Executive Summary': 'Yes', 'External Version of the Report': 'No', 'Languages': 'English', 'Migration Thematic Areas': 'Border and identity solutions (border management, security, border assessment etc)', 'Name of Project(s) Being Evaluated': nan, 'Number of Pages Excluding annexes': 20.0, 'Other Documents Included': nan, 'Project Code': 'IB.0053', 'Countries Covered': ['Cabo Verde'], 'Regions Covered': 'RO Dakar', 'Relevant Crosscutting Themes': 'Gender', 'Report Published': 'Yes', 'Terms of Reference': 'No', 'Type of Evaluation Scope': 'Programme/Project', 'Type of Evaluation Timing': 'Ex-post (after the end of the project/programme)', 'Type of Evaluator': 'Internal', 'Level of Evaluation': 'Decentralized', 'Document Subtype': 'Evaluation report, Evaluation brief', 'File URL': 'https://evaluation.iom.int/sites/g/files/tmzbdl151/files/docs/resources/IB0053_Evaluation%20Brief_SEP_%202022_Abderrahim%20EL%20MOULAT.pdf,   https://evaluation.iom.int/sites/g/files/tmzbdl151/files/docs/resources/Internal%20Evaluation_IB0053_OCT_2022_FINAL_Abderrahim%20EL%20MOULAT_0.pdf', 'File description': 'Evaluation Report , Evaluation Brief', 'Management response': 'No', 'Date added': 'Thu, 02/23/2023 - 11:43', 'Metaevaluation': '2020-24', 'exclude': nan, 'reason': nan}},{'id': 'a9dea21fd254df7759b3936903e0a885', 'docs': [{'Document Subtype': 'Evaluation brief', 'File URL': 'https://evaluation.iom.int/sites/g/files/tmzbdl151/files/docs/resources/Internal%20Evaluation_NC0030_JUNE_2022_FINAL_Abderrahim%20EL%20MOULAT_0.pdf', 'File description': 'Evaluation brief'}, {'Document Subtype': 'Evaluation report', 'File URL': 'https://evaluation.iom.int/sites/g/files/tmzbdl151/files/docs/resources/NC0030_Evaluation%20Brief_June%202022_Abderrahim%20EL%20MOULAT.pdf', 'File description': 'Evaluation Report'}], 'meta': {'Title': 'Finale Internal Evluation: ENHANCING THE CAPACITY TO MAINSTREAM ENVIRONMENT AND CLIMATE CHANGE WITHIN WIDER FRAMEWORK OF MIGRATION MANAGEMENT IN WEST AND CENTRAL AFRICA', 'Year': 2022, 'Author': 'Abderrahim El Moulat', 'Best Practicesor Lessons Learnt': 'Yes', 'Date of Publication': '2022-06-22', 'Donor': 'IOM Development Fund', 'Evaluation Brief': 'Yes', 'Evaluation Commissioner': 'Donor, IOM', 'Evaluation Coverage': 'Country', 'Evaluation Period From Date': 'NaT', 'Evaluation Period To Date': 'nan', 'Executive Summary': 'Yes', 'External Version of the Report': 'No', 'Languages': 'English', 'Migration Thematic Areas': 'Migration and climate change', 'Name of Project(s) Being Evaluated': nan, 'Number of Pages Excluding annexes': 20.0, 'Other Documents Included': nan, 'Project Code': 'NC.0030', 'Countries Covered': ['Senegal'], 'Regions Covered': 'RO Dakar', 'Relevant Crosscutting Themes': 'Gender', 'Report Published': 'Yes', 'Terms of Reference': 'No', 'Type of Evaluation Scope': 'Programme/Project', 'Type of Evaluation Timing': 'Ex-post (after the end of the project/programme)', 'Type of Evaluator': 'Internal', 'Level of Evaluation': 'Decentralized', 'Document Subtype': 'Evaluation brief, Evaluation report', 'File URL': 'https://evaluation.iom.int/sites/g/files/tmzbdl151/files/docs/resources/Internal%20Evaluation_NC0030_JUNE_2022_FINAL_Abderrahim%20EL%20MOULAT_0.pdf,   https://evaluation.iom.int/sites/g/files/tmzbdl151/files/docs/resources/NC0030_Evaluation%20Brief_June%202022_Abderrahim%20EL%20MOULAT.pdf', 'File description': 'Evaluation brief , Evaluation Report', 'Management response': 'No', 'Date added': 'Mon, 08/08/2022 - 11:37', 'Metaevaluation': '2020-24', 'exclude': nan, 'reason': nan}},{'id': 'f0b09b92ea8ad6dddd9623de68a8d278', 'docs': [{'Document Subtype': 'Evaluation brief', 'File URL': 'https://evaluation.iom.int/sites/g/files/tmzbdl151/files/docs/resources/CD0015_Evaluation%20Brief_May%202022_Abderrahim%20EL%20MOULAT.pdf', 'File description': 'Evaluation Brief'}, {'Document Subtype': 'Evaluation report', 'File URL': 'https://evaluation.iom.int/sites/g/files/tmzbdl151/files/docs/resources/Projet%20CD0015_Final%20Evaluation%20Report_May_202_Abderrahim%20EL%20MOULAT.pdf', 'File description': 'Evaluation Report'}], 'meta': {'Title': 'Evaluation Finale Interne du Projet "ENGAGEMENT DE LA DIASPORA POUR LE RENFORCEMENT DU SYSTEME DE SANTE EN GUINEE"', 'Year': 2022, 'Author': 'Abderrahim El Moulat', 'Best Practicesor Lessons Learnt': 'Yes', 'Date of Publication': '2022-05-17', 'Donor': 'IOM Development Fund', 'Evaluation Brief': 'Yes', 'Evaluation Commissioner': 'Donor, IOM', 'Evaluation Coverage': 'Country', 'Evaluation Period From Date': '2019-01-01', 'Evaluation Period To Date': '#########', 'Executive Summary': 'Yes', 'External Version of the Report': 'No', 'Languages': 'French', 'Migration Thematic Areas': 'Migration and Development - diaspora, Migration health (assessment, travel, health promotion, crisis-affected), Migration health policy and partnerships', 'Name of Project(s) Being Evaluated': nan, 'Number of Pages Excluding annexes': 23.0, 'Other Documents Included': nan, 'Project Code': 'CD.0015', 'Countries Covered': ['Guinea'], 'Regions Covered': 'RO Dakar', 'Relevant Crosscutting Themes': 'Gender', 'Report Published': 'Yes', 'Terms of Reference': 'Yes', 'Type of Evaluation Scope': 'Programme/Project', 'Type of Evaluation Timing': 'Ex-post (after the end of the project/programme)', 'Type of Evaluator': 'Internal', 'Level of Evaluation': 'Decentralized', 'Document Subtype': 'Evaluation brief, Evaluation report', 'File URL': 'https://evaluation.iom.int/sites/g/files/tmzbdl151/files/docs/resources/CD0015_Evaluation%20Brief_May%202022_Abderrahim%20EL%20MOULAT.pdf,   https://evaluation.iom.int/sites/g/files/tmzbdl151/files/docs/resources/Projet%20CD0015_Final%20Evaluation%20Report_May_202_Abderrahim%20EL%20MOULAT.pdf', 'File description': 'Evaluation Brief, Evaluation Report', 'Management response': 'No', 'Date added': 'Fri, 08/05/2022 - 15:00', 'Metaevaluation': '2020-24', 'exclude': nan, 'reason': nan}},{'id': '0456b0faaea16715afdb96969c337bc1', 'docs': [{'Document Subtype': 'Evaluation report', 'File URL': 'https://evaluation.iom.int/sites/g/files/tmzbdl151/files/docs/resources/Internal%20Evaluation_Retour%20Vert_JUL_2021_Fina_Abderrahim%20EL%20MOULAT.pdf', 'File description': 'Evaluation Report'}, {'Document Subtype': 'Evaluation brief', 'File URL': 'https://evaluation.iom.int/sites/g/files/tmzbdl151/files/docs/resources/NC0012_Evaluation%20Brief_JUL%202021_Abderrahim%20EL%20MOULAT.pdf', 'File description': 'Evaluation Brief'}], 'meta': {'Title': 'EVALUATION FINALE DU PROJET "VERS UNE DIMENSION ENVIRONNEMENTALE DE L’AIDE À LA RÉINTÉGRATION POUR RÉDUIRE LA PRESSION DU CHANGEMENT CLIMATIQUE SUR LA MIGRATION EN AFRIQUE DE L’OUEST PROJET PILOTE DE L’OIM POUR L’AFRIQUE DE L’OUEST"', 'Year': 2021, 'Author': 'Abderrahim El Moulat', 'Best Practicesor Lessons Learnt': 'Yes', 'Date of Publication': '2021-07-14', 'Donor': 'Government of France', 'Evaluation Brief': 'Yes', 'Evaluation Commissioner': 'Donor, IOM', 'Evaluation Coverage': 'Country', 'Evaluation Period From Date': '2018-06-01', 'Evaluation Period To Date': '#########', 'Executive Summary': 'Yes', 'External Version of the Report': 'Yes', 'Languages': 'French', 'Migration Thematic Areas': 'Migrant training and integration (including community cohesion), Migration and climate change, Migration and Development - community development, Return and AVRR', 'Name of Project(s) Being Evaluated': nan, 'Number of Pages Excluding annexes': 38.0, 'Other Documents Included': nan, 'Project Code': 'NC.0012', 'Countries Covered': ['Senegal'], 'Regions Covered': 'RO Dakar', 'Relevant Crosscutting Themes': 'Environment', 'Report Published': 'Yes', 'Terms of Reference': 'No', 'Type of Evaluation Scope': 'Programme/Project', 'Type of Evaluation Timing': 'Final (at the end of the project/programme)', 'Type of Evaluator': 'Internal', 'Level of Evaluation': 'Decentralized', 'Document Subtype': 'Evaluation report, Evaluation brief', 'File URL': 'https://evaluation.iom.int/sites/g/files/tmzbdl151/files/docs/resources/Internal%20Evaluation_Retour%20Vert_JUL_2021_Fina_Abderrahim%20EL%20MOULAT.pdf,   https://evaluation.iom.int/sites/g/files/tmzbdl151/files/docs/resources/NC0012_Evaluation%20Brief_JUL%202021_Abderrahim%20EL%20MOULAT.pdf', 'File description': 'Evaluation Report , Evaluation Brief', 'Management response': 'No', 'Date added': 'Mon, 11/15/2021 - 14:21', 'Metaevaluation': '2020-24', 'exclude': nan, 'reason': nan}},{'id': 'd5d71db805eeae249d7a2cf381be05cb', 'docs': [{'Document Subtype': 'Evaluation report', 'File URL': 'https://evaluation.iom.int/sites/g/files/tmzbdl151/files/docs/resources/Nigeria%20GIZ%20Internal%20Evaluation_JANUARY_2021__Abderrahim%20EL%20MOULAT.pdf', 'File description': 'Evaluation Report'}, {'Document Subtype': 'Evaluation brief', 'File URL': 'https://evaluation.iom.int/sites/g/files/tmzbdl151/files/docs/resources/Nigeria%20GIZ%20Project_Evaluation%20Brief_JAN%202021_Abderrahim%20EL%20MOULAT_0.pdf', 'File description': 'Evaluation Brief'}], 'meta': {'Title': 'NIGERIA: STRENGTHENING ASSISTANCE FOR RETURNEES AND POTENTIAL MIGRANTS AND PROMOTING SAFE MIGRATION PRACTICES IN COMMUNITES OF ORIGIN', 'Year': 2021, 'Author': 'Abderrahim El Moulat', 'Best Practicesor Lessons Learnt': 'Yes', 'Date of Publication': '2021-01-01', 'Donor': 'Government of Germany', 'Evaluation Brief': 'Yes', 'Evaluation Commissioner': 'Donor, IOM', 'Evaluation Coverage': 'Country', 'Evaluation Period From Date': '2019-01-01', 'Evaluation Period To Date': '#########', 'Executive Summary': 'Yes', 'External Version of the Report': 'No', 'Languages': 'English', 'Migration Thematic Areas': 'Assistance to vulnerable migrants, Return and AVRR', 'Name of Project(s) Being Evaluated': nan, 'Number of Pages Excluding annexes': 40.0, 'Other Documents Included': nan, 'Project Code': 'RR.0043', 'Countries Covered': ['Nigeria'], 'Regions Covered': 'RO Dakar', 'Relevant Crosscutting Themes': 'Gender', 'Report Published': 'Yes', 'Terms of Reference': 'No', 'Type of Evaluation Scope': 'Programme/Project', 'Type of Evaluation Timing': 'Final (at the end of the project/programme)', 'Type of Evaluator': 'Internal', 'Level of Evaluation': 'Decentralized', 'Document Subtype': 'Evaluation report, Evaluation brief', 'File URL': 'https://evaluation.iom.int/sites/g/files/tmzbdl151/files/docs/resources/Nigeria%20GIZ%20Internal%20Evaluation_JANUARY_2021__Abderrahim%20EL%20MOULAT.pdf,   https://evaluation.iom.int/sites/g/files/tmzbdl151/files/docs/resources/Nigeria%20GIZ%20Project_Evaluation%20Brief_JAN%202021_Abderrahim%20EL%20MOULAT_0.pdf', 'File description': 'Evaluation Report , Evaluation Brief', 'Management response': 'No', 'Date added': 'Mon, 11/15/2021 - 16:29', 'Metaevaluation': '2020-24', 'exclude': nan, 'reason': nan}},{'id': 'f365264e3f69efb4c61b0cecb374e0f4', 'docs': [{'Document Subtype': 'Evaluation report', 'File URL': 'https://evaluation.iom.int/sites/g/files/tmzbdl151/files/docs/resources/Evaluation%20Brief_ARCO_Shiraz%20JERBI.pdF', 'File description': 'Evaluation Report'}, {'Document Subtype': 'Evaluation brief', 'File URL': 'https://evaluation.iom.int/sites/g/files/tmzbdl151/files/docs/resources/Final%20evaluation%20report_ARCO_Shiraz%20JERBI_1.pdf', 'File description': 'Evaluation Brief'}, {'Document Subtype': 'Management response', 'File URL': 'https://evaluation.iom.int/sites/g/files/tmzbdl151/files/docs/resources/Management%20Response%20Matrix_ARCO_Shiraz%20JERBI.pdf', 'File description': 'Management Response'}], 'meta': {'Title': 'Local Authorities Network for Migration and Development', 'Year': 2022, 'Author': 'Action Research for CO-development (ARCO)', 'Best Practicesor Lessons Learnt': 'No', 'Date of Publication': '2022-02-01', 'Donor': 'Government of Italy', 'Evaluation Brief': 'No', 'Evaluation Commissioner': 'IOM', 'Evaluation Coverage': 'Multi-country', 'Evaluation Period From Date': '2020-07-06', 'Evaluation Period To Date': '#########', 'Executive Summary': 'Yes', 'External Version of the Report': 'No', 'Languages': 'English', 'Migration Thematic Areas': 'Migration and Development - 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