Repository: InfluxCommunity/influxdb3-python (language: python)

Issue:
Batch write example doesn't wait for callbacks and batch client doesn't support async/await
### Specifications

* Client Version: v0.7.0
* InfluxDB Version: Cloud Dedicated
* Platform: MacOS


### Code sample to reproduce problem

Using the example in the README, I now need to insert a `time.sleep` call of 2-3 seconds to make sure the callbacks have run.
I didn't encounter this until recently (using v0.5.0) so I don't know what's changed--maybe the InfluxDB instance is slower.

However, if I try to use async/await with the client, then I get the following error:

```
'InfluxDBClient3' object does not support the asynchronous context manager protocol`
```

Example using async/await:

```python
from influxdb_client_3 import(InfluxDBClient3,
                              write_client_options,
                              WriteOptions,
                              InfluxDBError)

class BatchingCallback(object):

    def __init__(self):
        self.status = None

    def success(self, conf: tuple, data=None):
        self.status = f"Success: Data has been successfully written: {data}"
        print(self.status)

    def error(self, conf: tuple, data: str, err: InfluxDBError):
        self.status = f"{err}: Error writing batch: config: {conf}, data: {data}"
        print(self.status)

    def retry(self, conf: tuple, data: str, err: InfluxDBError):
        self.status = f"{err}: Retry error writing batch: config: {conf}, data: {data}"
        print(self.status)

import asyncio

async def main():
    callback = BatchingCallback()

    # Instantiate default WriteOptions for batching
    write_options = WriteOptions()
    wco = write_client_options(success_callback=callback.success,
                               error_callback=callback.error,
                               retry_callback=callback.retry,
                               write_options=write_options)

    # Use the with...as statement to ensure the file is properly closed and resources
    # are released.
    async with InfluxDBClient3(host="your_influxdb_host",
                               database="DATABASE_NAME",
                               token="DATABASE_TOKEN",
                               write_client_options=wco) as client:
        client._client.debug = True  # Enable debug mode
        await client.write_file(file='./data/home-sensor-data.csv',
                                timestamp_column='time',
                                tag_columns=["room"],
                                write_precision='s')

        assert callback.status.startswith("Success"), f"{callback.status}"

# Run the main function
asyncio.run(main())
```


### Expected behavior

Using `with` and a batch write client, the client should wait for the response and for callbacks to fire.

### Actual behavior

Execution continues without callbacks having run, and the client doesn't support async/await.

### Additional info

_No response_


Discussion / hints:
The client does not support async. #53 exists for this topic.

Without the async do you still have these issues?
> The client does not support async. #53 exists for this topic.
> 
> Without the async do you still have these issues

Yes, sorry, that's what I meant about using the batch example from the README--to make sure the callback completes, I need to run something after `client.write_file`. Testing yesterday on Dedicated with a seemingly "normal" network, the required `sleep` was 2-3 seconds.
Also, #53, as written, is specific to queries and it says writes use async inherited from the v2 client, but I wondered whether that was still the case, and if so, how to access it. Do we need to rewrite that issue?
@jstirnaman 

> Also, #53, as written, is specific to queries and it says writes use async inherited from the v2 client, but I wondered whether that was still the case, and if so, how to access it.

Currently, that is not true. The support was removed in this PR: https://github.com/InfluxCommunity/influxdb3-python/pull/62.

Your code should look something like what is shown in https://github.com/InfluxCommunity/influxdb3-python/blob/main/Examples/batching_example.py. You can avoid using asyncio.

> Do we need to rewrite that issue?

I will review the status of asyncio in pyarrow and summarize the status in #53.
> @jstirnaman
> 
> > Also, #53, as written, is specific to queries and it says writes use async inherited from the v2 client, but I wondered whether that was still the case, and if so, how to access it.
> 
> Currently, that is not true. The support was removed in this PR: #62.
> 
> Your code should look something like what is shown in https://github.com/InfluxCommunity/influxdb3-python/blob/main/Examples/batching_example.py. You can avoid using asyncio.

@bednar 

That's my point, though:

> Using the example in the README, I now need to insert a time.sleep call of 2-3 seconds to make sure the callbacks have run.

...the example code doesn't wait for the callbacks to fire. 


@jstirnaman, oh, sorry for the misunderstanding; now I understand the issue. I'll take a look...
Finally, I have enough time to look at this. The problem is caused by the way the client internally uses WriteApi; there isn't an initialized ContextManager for WriteApi (https://docs.python.org/3/reference/compound_stmts.html#the-with-statement), so at the end of ingesting, there is no blocking code to wait for the completion of the ingestion.

We will have to find a solution that maintains the simplicity of using the v3 client, a.k.a. `client.write(record=data)`, along with using a context manager as in the v2 client:

```python
with client.write_api() as write_api:
        write_api.write(record=data)
```
@jstirnaman, I've added an [item](https://github.com/orgs/influxdata/projects/108/views/1?pane=issue&itemId=79214977) to our backlog, and @karel-rehor will take a look at it.

Fix patch:
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 877ae5f..7cd449b 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -5,6 +5,7 @@
 ### Features
 
 1. [#108](https://github.com/InfluxCommunity/influxdb3-python/pull/108): Better expose access to response headers in `InfluxDBError`.  Example `handle_http_error` added.
+2. [#112](https://github.com/InfluxCommunity/influxdb3-python/pull/112): Update batching examples, add integration tests of batching.
 
 ### Bug Fixes
 
diff --git a/Examples/batching_example.py b/Examples/batching_example.py
index 4cef29b..e0ec8df 100644
--- a/Examples/batching_example.py
+++ b/Examples/batching_example.py
@@ -1,114 +1,141 @@
 import datetime
 import random
+import time
 
 from bson import ObjectId
 
 import influxdb_client_3 as InfluxDBClient3
 from influxdb_client_3 import write_client_options, WritePrecision, WriteOptions, InfluxDBError
 
+from config import Config
+
 
 class BatchingCallback(object):
 
+    def __init__(self):
+        self.write_status_msg = None
+        self.write_count = 0
+        self.retry_count = 0
+        self.start = time.time_ns()
+
     def success(self, conf, data: str):
         print(f"Written batch: {conf}, data: {data}")
+        self.write_count += 1
+        self.write_status_msg = f"SUCCESS: {self.write_count} writes"
 
     def error(self, conf, data: str, exception: InfluxDBError):
         print(f"Cannot write batch: {conf}, data: {data} due: {exception}")
+        self.write_status_msg = f"FAILURE - cause: {exception}"
 
     def retry(self, conf, data: str, exception: InfluxDBError):
         print(f"Retryable error occurs for batch: {conf}, data: {data} retry: {exception}")
-
-
-# Creating 5.000 gatewayId values as MongoDB ObjectIDs
-gatewayIds = [ObjectId() for x in range(0, 100)]
-
-# Setting decimal precision to 2
-precision = 2
-
-# Setting timestamp for first sensor reading
-now = datetime.datetime.now()
-now = now - datetime.timedelta(days=30)
-teststart = datetime.datetime.now()
-
-# InfluxDB connection details
-token = ""
-org = ""
-database = ""
-url = "eu-central-1-1.aws.cloud2.influxdata.com"
-
-callback = BatchingCallback()
-
-write_options = WriteOptions(batch_size=5_000,
-                             flush_interval=10_000,
-                             jitter_interval=2_000,
-                             retry_interval=5_000,
-                             max_retries=5,
-                             max_retry_delay=30_000,
-                             exponential_base=2)
-
-wco = write_client_options(success_callback=callback.success,
-                           error_callback=callback.error,
-                           retry_callback=callback.retry,
-                           write_options=write_options
-                           )
-# Opening InfluxDB client with a batch size of 5k points or flush interval
-# of 10k ms and gzip compression
-with InfluxDBClient3.InfluxDBClient3(token=token,
-                                     host=url,
-                                     org=org,
-                                     database=database, enable_gzip=True, write_client_options=wco) as _client:
-    # Creating iterator for one hour worth of data (6 sensor readings per
-    # minute)
-    for i in range(0, 525600):
-        # Adding 10 seconds to timestamp of previous sensor reading
-        now = now + datetime.timedelta(seconds=10)
-        # Iterating over gateways
-        for gatewayId in gatewayIds:
-            # Creating random test data for 12 fields to be stored in
-            # timeseries database
-            bcW = random.randrange(1501)
-            bcWh = round(random.uniform(0, 4.17), precision)
-            bdW = random.randrange(71)
-            bdWh = round(random.uniform(0, 0.12), precision)
-            cPvWh = round(random.uniform(0.51, 27.78), precision)
-            cW = random.randrange(172, 10001)
-            cWh = round(random.uniform(0.51, 27.78), precision)
-            eWh = round(random.uniform(0, 41.67), precision)
-            iWh = round(random.uniform(0, 16.67), precision)
-            pW = random.randrange(209, 20001)
-            pWh = round(random.uniform(0.58, 55.56), precision)
-            scWh = round(random.uniform(0.58, 55.56), precision)
-            # Creating point to be ingested into InfluxDB
-            p = InfluxDBClient3.Point("stream").tag(
-                "gatewayId",
-                str(gatewayId)).field(
-                "bcW",
-                bcW).field(
-                "bcWh",
-                bcWh).field(
-                "bdW",
-                bdW).field(
-                "bdWh",
-                bdWh).field(
-                "cPvWh",
-                cPvWh).field(
-                "cW",
-                cW).field(
-                "cWh",
-                cWh).field(
-                "eWh",
-                eWh).field(
-                "iWh",
-                iWh).field(
-                "pW",
-                pW).field(
-                "pWh",
-                pWh).field(
-                "scWh",
-                scWh).time(
-                now.strftime('%Y-%m-%dT%H:%M:%SZ'),
-                WritePrecision.S)
-
-            # Writing point (InfluxDB automatically batches writes into sets of
-            # 5k points)
-            _client.write(record=p)
+        self.retry_count += 1
+
+    def elapsed(self) -> int:
+        return time.time_ns() - self.start
+
+
+def main() -> None:
+    conf = Config()
+
+    # Creating 5.000 gatewayId values as MongoDB ObjectIDs
+    gatewayIds = [ObjectId() for x in range(0, 100)]
+
+    # Setting decimal precision to 2
+    precision = 2
+
+    # Setting timestamp for first sensor reading
+    sample_window_days = 7
+    now = datetime.datetime.now()
+    now = now - datetime.timedelta(days=sample_window_days)
+    target_sample_count = sample_window_days * 24 * 60 * 6
+
+    callback = BatchingCallback()
+
+    write_options = WriteOptions(batch_size=5_000,
+                                 flush_interval=10_000,
+                                 jitter_interval=2_000,
+                                 retry_interval=5_000,
+                                 max_retries=5,
+                                 max_retry_delay=30_000,
+                                 max_close_wait=600_000,
+                                 exponential_base=2)
+
+    wco = write_client_options(success_callback=callback.success,
+                               error_callback=callback.error,
+                               retry_callback=callback.retry,
+                               write_options=write_options)
+
+    # Opening InfluxDB client with a batch size of 5k points or flush interval
+    # of 10k ms and gzip compression
+    with InfluxDBClient3.InfluxDBClient3(token=conf.token,
+                                         host=conf.host,
+                                         org=conf.org,
+                                         database=conf.database,
+                                         enable_gzip=True,
+                                         write_client_options=wco) as _client:
+        # Creating iterator for one hour worth of data (6 sensor readings per
+        # minute)
+        print(f"Writing {target_sample_count} data points.")
+        for i in range(0, target_sample_count):
+            # Adding 10 seconds to timestamp of previous sensor reading
+            now = now + datetime.timedelta(seconds=10)
+            # Iterating over gateways
+            for gatewayId in gatewayIds:
+                # Creating random test data for 12 fields to be stored in
+                # timeseries database
+                bcW = random.randrange(1501)
+                bcWh = round(random.uniform(0, 4.17), precision)
+                bdW = random.randrange(71)
+                bdWh = round(random.uniform(0, 0.12), precision)
+                cPvWh = round(random.uniform(0.51, 27.78), precision)
+                cW = random.randrange(172, 10001)
+                cWh = round(random.uniform(0.51, 27.78), precision)
+                eWh = round(random.uniform(0, 41.67), precision)
+                iWh = round(random.uniform(0, 16.67), precision)
+                pW = random.randrange(209, 20001)
+                pWh = round(random.uniform(0.58, 55.56), precision)
+                scWh = round(random.uniform(0.58, 55.56), precision)
+                # Creating point to be ingested into InfluxDB
+                p = InfluxDBClient3.Point("stream").tag(
+                    "gatewayId",
+                    str(gatewayId)).field(
+                    "bcW",
+                    bcW).field(
+                    "bcWh",
+                    bcWh).field(
+                    "bdW",
+                    bdW).field(
+                    "bdWh",
+                    bdWh).field(
+                    "cPvWh",
+                    cPvWh).field(
+                    "cW",
+                    cW).field(
+                    "cWh",
+                    cWh).field(
+                    "eWh",
+                    eWh).field(
+                    "iWh",
+                    iWh).field(
+                    "pW",
+                    pW).field(
+                    "pWh",
+                    pWh).field(
+                    "scWh",
+                    scWh).time(
+                    now.strftime('%Y-%m-%dT%H:%M:%SZ'),
+                    WritePrecision.S)
+
+                # Writing point (InfluxDB automatically batches writes into sets of
+                # 5k points)
+                _client.write(record=p)
+
+    print(callback.write_status_msg)
+    print(f"Write retries: {callback.retry_count}")
+    print(f"Wrote {target_sample_count} data points.")
+    print(f"Elapsed time ms: {int(callback.elapsed() / 1_000_000)}")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/Examples/file-import/csv_write.py b/Examples/file-import/csv_write.py
index fc80c5e..2c6ed44 100644
--- a/Examples/file-import/csv_write.py
+++ b/Examples/file-import/csv_write.py
@@ -1,10 +1,15 @@
+import logging
 import influxdb_client_3 as InfluxDBClient3
 from influxdb_client_3 import write_client_options, WriteOptions, InfluxDBError
 
 
 class BatchingCallback(object):
 
+    def __init__(self):
+        self.write_count = 0
+
     def success(self, conf, data: str):
+        self.write_count += 1
         print(f"Written batch: {conf}, data: {data}")
 
     def error(self, conf, data: str, exception: InfluxDBError):
@@ -14,27 +19,48 @@ def retry(self, conf, data: str, exception: InfluxDBError):
         print(f"Retryable error occurs for batch: {conf}, data: {data} retry: {exception}")
 
 
-callback = BatchingCallback()
-
-write_options = WriteOptions(batch_size=500,
-                             flush_interval=10_000,
-                             jitter_interval=2_000,
-                             retry_interval=5_000,
-                             max_retries=5,
-                             max_retry_delay=30_000,
-                             exponential_base=2)
-
-wco = write_client_options(success_callback=callback.success,
-                           error_callback=callback.error,
-                           retry_callback=callback.retry,
-                           write_options=write_options
-                           )
-
-with InfluxDBClient3.InfluxDBClient3(
-        token="INSERT_TOKEN",
-        host="eu-central-1-1.aws.cloud2.influxdata.com",
-        org="6a841c0c08328fb1",
-        database="python", write_client_options=wco) as client:
-    client.write_file(
-        file='./out.csv',
-        timestamp_column='time', tag_columns=["provider", "machineID"])
+def main() -> None:
+
+    # allow detailed inspection
+    logging.basicConfig(level=logging.DEBUG)
+
+    callback = BatchingCallback()
+
+    write_options = WriteOptions(batch_size=100,
+                                 flush_interval=10_000,
+                                 jitter_interval=2_000,
+                                 retry_interval=5_000,
+                                 max_retries=5,
+                                 max_retry_delay=30_000,
+                                 exponential_base=2)
+
+    wco = write_client_options(success_callback=callback.success,
+                               error_callback=callback.error,
+                               retry_callback=callback.retry,
+                               write_options=write_options
+                               )
+
+    """
+       token: access token generated in cloud
+       host: ATTN could be another AWS region or even another cloud provider
+       org: organization associated with account and database
+       database: should have retention policy 'forever' to handle older sample data timestamps
+       write_client_options: see above
+       debug: allows low-level inspection of communications and context-manager termination
+    """
+    with InfluxDBClient3.InfluxDBClient3(
+            token="INSERT_TOKEN",
+            host="https://us-east-1-1.aws.cloud2.influxdata.com/",
+            org="INSERT_ORG",
+            database="example_data_forever",
+            write_client_options=wco,
+            debug=True) as client:
+        client.write_file(
+            file='./out.csv',
+            timestamp_column='time', tag_columns=["provider", "machineID"])
+
+    print(f'DONE writing from csv in {callback.write_count} batch(es)')
+
+
+if __name__ == "__main__":
+    main()
diff --git a/Examples/file-import/json_write.py b/Examples/file-import/json_write.py
index 7129e47..37e8a1c 100644
--- a/Examples/file-import/json_write.py
+++ b/Examples/file-import/json_write.py
@@ -1,10 +1,15 @@
+import logging
 import influxdb_client_3 as InfluxDBClient3
 from influxdb_client_3 import write_client_options, WriteOptions, InfluxDBError
 
 
 class BatchingCallback(object):
 
+    def __init__(self):
+        self.write_count = 0
+
     def success(self, conf, data: str):
+        self.write_count += 1
         print(f"Written batch: {conf}, data: {data}")
 
     def error(self, conf, data: str, exception: InfluxDBError):
@@ -14,27 +19,49 @@ def retry(self, conf, data: str, exception: InfluxDBError):
         print(f"Retryable error occurs for batch: {conf}, data: {data} retry: {exception}")
 
 
-callback = BatchingCallback()
-
-write_options = WriteOptions(batch_size=500,
-                             flush_interval=10_000,
-                             jitter_interval=2_000,
-                             retry_interval=5_000,
-                             max_retries=5,
-                             max_retry_delay=30_000,
-                             exponential_base=2)
-
-wco = write_client_options(success_callback=callback.success,
-                           error_callback=callback.error,
-                           retry_callback=callback.retry,
-                           write_options=write_options
-                           )
-
-with InfluxDBClient3.InfluxDBClient3(
-        token="INSERT_TOKEN",
-        host="eu-central-1-1.aws.cloud2.influxdata.com",
-        org="6a841c0c08328fb1",
-        database="python", write_client_options=wco) as client:
-    client.write_file(
-        file='./out.json',
-        timestamp_column='time', tag_columns=["provider", "machineID"], date_unit='ns')
+def main() -> None:
+
+    # allow detailed inspection
+    logging.basicConfig(level=logging.DEBUG)
+
+    callback = BatchingCallback()
+
+    write_options = WriteOptions(batch_size=100,
+                                 flush_interval=10_000,
+                                 jitter_interval=2_000,
+                                 retry_interval=5_000,
+                                 max_retries=5,
+                                 max_retry_delay=30_000,
+                                 exponential_base=2)
+
+    wco = write_client_options(success_callback=callback.success,
+                               error_callback=callback.error,
+                               retry_callback=callback.retry,
+                               write_options=write_options
+                               )
+    """
+       token: access token generated in cloud
+       host: ATTN could be another AWS region or even another cloud provider
+       org: organization associated with account and database
+       database: should have retention policy 'forever' to handle older sample data timestamps
+       write_client_options: see above
+       debug: allows low-level inspection of communications and context-manager termination
+    """
+    with InfluxDBClient3.InfluxDBClient3(
+            token="INSERT_TOKEN",
+            host="https://us-east-1-1.aws.cloud2.influxdata.com/",
+            org="INSERT_ORG",
+            database="example_data_forever",
+            write_client_options=wco,
+            debug=True) as client:
+        client.write_file(
+            file='./out.json',
+            timestamp_column='time',
+            tag_columns=["provider", "machineID"],
+            date_unit='ns')
+
+    print(f"DONE writing from json in {callback.write_count} batch(es)")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/Examples/file-import/out.csv b/Examples/file-import/out.csv
index cb508b1..881baf5 100644
--- a/Examples/file-import/out.csv
+++ b/Examples/file-import/out.csv
@@ -1,163 +1,163 @@
 iox::measurement,time,host,load,machineID,power,provider,temperature,topic,vibration
-machine_data,2023-06-02 16:42:42.317550714,491cc20bbe13,120.0,machine3,301.0,Smith Group,80.0,machine/machine3,310.0
-machine_data,2023-06-02 16:42:42.317757560,491cc20bbe13,23.0,machine1,183.0,"Morales, Robinson and Newman",31.0,machine/machine1,78.0
-machine_data,2023-06-02 16:42:42.317787898,491cc20bbe13,13.0,machine2,198.0,Thomas and Sons,34.0,machine/machine2,73.0
-machine_data,2023-06-02 16:42:43.318452979,491cc20bbe13,120.0,machine3,307.0,Smith Group,81.0,machine/machine3,332.0
-machine_data,2023-06-02 16:42:43.318733897,491cc20bbe13,23.0,machine1,191.0,"Morales, Robinson and Newman",30.0,machine/machine1,53.0
-machine_data,2023-06-02 16:42:43.318895072,491cc20bbe13,13.0,machine2,197.0,Thomas and Sons,31.0,machine/machine2,56.0
-machine_data,2023-06-02 16:42:44.319014820,491cc20bbe13,120.0,machine3,302.0,Smith Group,87.0,machine/machine3,406.0
-machine_data,2023-06-02 16:42:44.319289702,491cc20bbe13,23.0,machine1,194.0,"Morales, Robinson and Newman",31.0,machine/machine1,65.0
-machine_data,2023-06-02 16:42:44.319743319,491cc20bbe13,13.0,machine2,192.0,Thomas and Sons,34.0,machine/machine2,64.0
-machine_data,2023-06-02 16:42:45.319492285,491cc20bbe13,120.0,machine3,312.0,Smith Group,83.0,machine/machine3,460.0
-machine_data,2023-06-02 16:42:45.319953921,491cc20bbe13,23.0,machine1,199.0,"Morales, Robinson and Newman",29.0,machine/machine1,69.0
-machine_data,2023-06-02 16:42:45.319985284,491cc20bbe13,13.0,machine2,188.0,Thomas and Sons,29.0,machine/machine2,72.0
-machine_data,2023-06-02 16:42:46.319917712,491cc20bbe13,120.0,machine3,317.0,Smith Group,90.0,machine/machine3,363.0
-machine_data,2023-06-02 16:42:46.320373453,491cc20bbe13,23.0,machine1,183.0,"Morales, Robinson and Newman",34.0,machine/machine1,69.0
-machine_data,2023-06-02 16:42:46.320760737,491cc20bbe13,13.0,machine2,184.0,Thomas and Sons,31.0,machine/machine2,78.0
-machine_data,2023-06-02 16:42:47.320548979,491cc20bbe13,120.0,machine3,303.0,Smith Group,80.0,machine/machine3,419.0
-machine_data,2023-06-02 16:42:47.320966397,491cc20bbe13,23.0,machine1,181.0,"Morales, Robinson and Newman",30.0,machine/machine1,71.0
-machine_data,2023-06-02 16:42:47.321006298,491cc20bbe13,13.0,machine2,186.0,Thomas and Sons,31.0,machine/machine2,60.0
-machine_data,2023-06-02 16:42:48.321265346,491cc20bbe13,120.0,machine3,305.0,Smith Group,89.0,machine/machine3,367.0
-machine_data,2023-06-02 16:42:48.321382477,491cc20bbe13,23.0,machine1,197.0,"Morales, Robinson and Newman",33.0,machine/machine1,54.0
-machine_data,2023-06-02 16:42:48.321535645,491cc20bbe13,13.0,machine2,195.0,Thomas and Sons,30.0,machine/machine2,68.0
-machine_data,2023-06-02 16:42:49.321847629,491cc20bbe13,120.0,machine3,317.0,Smith Group,86.0,machine/machine3,334.0
-machine_data,2023-06-02 16:42:49.322119417,491cc20bbe13,13.0,machine2,188.0,Thomas and Sons,29.0,machine/machine2,71.0
-machine_data,2023-06-02 16:42:49.322147172,491cc20bbe13,23.0,machine1,184.0,"Morales, Robinson and Newman",34.0,machine/machine1,71.0
-machine_data,2023-06-02 16:42:50.322698923,491cc20bbe13,120.0,machine3,302.0,Smith Group,87.0,machine/machine3,407.0
-machine_data,2023-06-02 16:42:50.323173071,491cc20bbe13,23.0,machine1,193.0,"Morales, Robinson and Newman",32.0,machine/machine1,59.0
-machine_data,2023-06-02 16:42:50.323237285,491cc20bbe13,13.0,machine2,182.0,Thomas and Sons,30.0,machine/machine2,72.0
-machine_data,2023-06-02 16:42:51.323193568,491cc20bbe13,120.0,machine3,303.0,Smith Group,90.0,machine/machine3,343.0
-machine_data,2023-06-02 16:42:51.323662012,491cc20bbe13,13.0,machine2,188.0,Thomas and Sons,31.0,machine/machine2,67.0
-machine_data,2023-06-02 16:42:51.323725850,491cc20bbe13,23.0,machine1,187.0,"Morales, Robinson and Newman",30.0,machine/machine1,69.0
-machine_data,2023-06-02 16:42:52.323837298,491cc20bbe13,120.0,machine3,319.0,Smith Group,89.0,machine/machine3,406.0
-machine_data,2023-06-02 16:42:52.324179952,491cc20bbe13,23.0,machine1,192.0,"Morales, Robinson and Newman",31.0,machine/machine1,65.0
-machine_data,2023-06-02 16:42:52.324204211,491cc20bbe13,13.0,machine2,193.0,Thomas and Sons,34.0,machine/machine2,61.0
-machine_data,2023-06-02 16:42:53.324457761,491cc20bbe13,120.0,machine3,306.0,Smith Group,81.0,machine/machine3,432.0
-machine_data,2023-06-02 16:42:53.324791324,491cc20bbe13,23.0,machine1,196.0,"Morales, Robinson and Newman",30.0,machine/machine1,59.0
-machine_data,2023-06-02 16:42:53.324822237,491cc20bbe13,13.0,machine2,184.0,Thomas and Sons,30.0,machine/machine2,62.0
-machine_data,2023-06-02 16:42:54.324940162,491cc20bbe13,120.0,machine3,319.0,Smith Group,87.0,machine/machine3,473.0
-machine_data,2023-06-02 16:42:54.325470257,491cc20bbe13,23.0,machine1,183.0,"Morales, Robinson and Newman",29.0,machine/machine1,69.0
-machine_data,2023-06-02 16:42:54.325535111,491cc20bbe13,13.0,machine2,184.0,Thomas and Sons,34.0,machine/machine2,72.0
-machine_data,2023-06-02 16:42:55.325452588,491cc20bbe13,120.0,machine3,308.0,Smith Group,88.0,machine/machine3,478.0
-machine_data,2023-06-02 16:42:55.326241988,491cc20bbe13,23.0,machine1,180.0,"Morales, Robinson and Newman",32.0,machine/machine1,67.0
-machine_data,2023-06-02 16:42:55.326458954,491cc20bbe13,13.0,machine2,181.0,Thomas and Sons,34.0,machine/machine2,53.0
-machine_data,2023-06-02 16:42:56.325962575,491cc20bbe13,120.0,machine3,301.0,Smith Group,89.0,machine/machine3,366.0
-machine_data,2023-06-02 16:42:56.326547488,491cc20bbe13,23.0,machine1,194.0,"Morales, Robinson and Newman",33.0,machine/machine1,77.0
-machine_data,2023-06-02 16:42:56.326817078,491cc20bbe13,13.0,machine2,182.0,Thomas and Sons,33.0,machine/machine2,54.0
-machine_data,2023-06-02 16:42:57.326651847,491cc20bbe13,120.0,machine3,316.0,Smith Group,82.0,machine/machine3,446.0
-machine_data,2023-06-02 16:42:57.326903277,491cc20bbe13,23.0,machine1,186.0,"Morales, Robinson and Newman",32.0,machine/machine1,57.0
-machine_data,2023-06-02 16:42:57.327169455,491cc20bbe13,13.0,machine2,183.0,Thomas and Sons,33.0,machine/machine2,50.0
-machine_data,2023-06-02 16:42:58.327381372,491cc20bbe13,120.0,machine3,303.0,Smith Group,83.0,machine/machine3,329.0
-machine_data,2023-06-02 16:42:58.327785814,491cc20bbe13,13.0,machine2,189.0,Thomas and Sons,31.0,machine/machine2,54.0
-machine_data,2023-06-02 16:42:58.328075202,491cc20bbe13,23.0,machine1,184.0,"Morales, Robinson and Newman",34.0,machine/machine1,67.0
-machine_data,2023-06-02 16:42:59.328107312,491cc20bbe13,120.0,machine3,300.0,Smith Group,90.0,machine/machine3,446.0
-machine_data,2023-06-02 16:42:59.328697178,491cc20bbe13,13.0,machine2,196.0,Thomas and Sons,32.0,machine/machine2,51.0
-machine_data,2023-06-02 16:42:59.328842456,491cc20bbe13,23.0,machine1,183.0,"Morales, Robinson and Newman",30.0,machine/machine1,56.0
-machine_data,2023-06-02 16:43:00.328689987,491cc20bbe13,120.0,machine3,300.0,Smith Group,81.0,machine/machine3,460.0
-machine_data,2023-06-02 16:43:00.328730602,491cc20bbe13,13.0,machine2,180.0,Thomas and Sons,34.0,machine/machine2,57.0
-machine_data,2023-06-02 16:43:00.329187607,491cc20bbe13,23.0,machine1,187.0,"Morales, Robinson and Newman",33.0,machine/machine1,70.0
-machine_data,2023-06-02 16:43:01.329623051,491cc20bbe13,13.0,machine2,194.0,Thomas and Sons,33.0,machine/machine2,79.0
-machine_data,2023-06-02 16:43:01.329737661,491cc20bbe13,120.0,machine3,314.0,Smith Group,85.0,machine/machine3,441.0
-machine_data,2023-06-02 16:43:01.329994500,491cc20bbe13,23.0,machine1,196.0,"Morales, Robinson and Newman",34.0,machine/machine1,70.0
-machine_data,2023-06-02 16:43:02.330561375,491cc20bbe13,13.0,machine2,182.0,Thomas and Sons,31.0,machine/machine2,66.0
-machine_data,2023-06-02 16:43:02.330611344,491cc20bbe13,120.0,machine3,304.0,Smith Group,89.0,machine/machine3,455.0
-machine_data,2023-06-02 16:43:02.330943808,491cc20bbe13,23.0,machine1,186.0,"Morales, Robinson and Newman",29.0,machine/machine1,77.0
-machine_data,2023-06-02 16:43:03.331222016,491cc20bbe13,120.0,machine3,319.0,Smith Group,90.0,machine/machine3,459.0
-machine_data,2023-06-02 16:43:03.331373671,491cc20bbe13,23.0,machine1,196.0,"Morales, Robinson and Newman",29.0,machine/machine1,60.0
-machine_data,2023-06-02 16:43:03.331578703,491cc20bbe13,13.0,machine2,195.0,Thomas and Sons,34.0,machine/machine2,60.0
-machine_data,2023-06-02 16:43:04.331723999,491cc20bbe13,120.0,machine3,311.0,Smith Group,80.0,machine/machine3,493.0
-machine_data,2023-06-02 16:43:04.332158179,491cc20bbe13,23.0,machine1,198.0,"Morales, Robinson and Newman",31.0,machine/machine1,71.0
-machine_data,2023-06-02 16:43:04.332222502,491cc20bbe13,13.0,machine2,188.0,Thomas and Sons,34.0,machine/machine2,72.0
-machine_data,2023-06-02 16:43:05.332522723,491cc20bbe13,120.0,machine3,305.0,Smith Group,89.0,machine/machine3,442.0
-machine_data,2023-06-02 16:43:05.332606103,491cc20bbe13,23.0,machine1,189.0,"Morales, Robinson and Newman",33.0,machine/machine1,71.0
-machine_data,2023-06-02 16:43:05.332956871,491cc20bbe13,13.0,machine2,191.0,Thomas and Sons,34.0,machine/machine2,76.0
-machine_data,2023-06-02 16:43:06.332934234,491cc20bbe13,120.0,machine3,313.0,Smith Group,87.0,machine/machine3,470.0
-machine_data,2023-06-02 16:43:06.333179737,491cc20bbe13,13.0,machine2,193.0,Thomas and Sons,29.0,machine/machine2,74.0
-machine_data,2023-06-02 16:43:06.333464546,491cc20bbe13,23.0,machine1,193.0,"Morales, Robinson and Newman",31.0,machine/machine1,61.0
-machine_data,2023-06-02 16:43:07.333538813,491cc20bbe13,120.0,machine3,303.0,Smith Group,86.0,machine/machine3,443.0
-machine_data,2023-06-02 16:43:07.333592979,491cc20bbe13,13.0,machine2,197.0,Thomas and Sons,33.0,machine/machine2,62.0
-machine_data,2023-06-02 16:43:07.333964542,491cc20bbe13,23.0,machine1,197.0,"Morales, Robinson and Newman",29.0,machine/machine1,70.0
-machine_data,2023-06-02 16:43:08.333966919,491cc20bbe13,120.0,machine3,308.0,Smith Group,84.0,machine/machine3,330.0
-machine_data,2023-06-02 16:43:08.334168052,491cc20bbe13,13.0,machine2,195.0,Thomas and Sons,31.0,machine/machine2,73.0
-machine_data,2023-06-02 16:43:08.334236775,491cc20bbe13,23.0,machine1,184.0,"Morales, Robinson and Newman",30.0,machine/machine1,73.0
-machine_data,2023-06-02 16:43:09.334998961,491cc20bbe13,120.0,machine3,303.0,Smith Group,88.0,machine/machine3,395.0
-machine_data,2023-06-02 16:43:09.335091622,491cc20bbe13,21.0,machine2,193.0,Thomas and Sons,34.0,machine/machine2,72.0
-machine_data,2023-06-02 16:43:09.335117396,491cc20bbe13,51.0,machine1,201.0,"Morales, Robinson and Newman",37.0,machine/machine1,90.0
-machine_data,2023-06-02 16:43:10.335359448,491cc20bbe13,53.0,machine3,209.0,Smith Group,36.0,machine/machine3,89.0
-machine_data,2023-06-02 16:43:10.335917983,491cc20bbe13,21.0,machine2,189.0,Thomas and Sons,32.0,machine/machine2,58.0
-machine_data,2023-06-02 16:43:10.335961039,491cc20bbe13,51.0,machine1,203.0,"Morales, Robinson and Newman",38.0,machine/machine1,85.0
-machine_data,2023-06-02 16:43:11.335865097,491cc20bbe13,53.0,machine3,211.0,Smith Group,39.0,machine/machine3,83.0
-machine_data,2023-06-02 16:43:11.336300844,491cc20bbe13,21.0,machine2,194.0,Thomas and Sons,29.0,machine/machine2,58.0
-machine_data,2023-06-02 16:43:11.336354602,491cc20bbe13,51.0,machine1,205.0,"Morales, Robinson and Newman",38.0,machine/machine1,85.0
-machine_data,2023-06-02 16:43:12.336856584,491cc20bbe13,53.0,machine3,213.0,Smith Group,37.0,machine/machine3,88.0
-machine_data,2023-06-02 16:43:12.337596930,491cc20bbe13,21.0,machine2,193.0,Thomas and Sons,32.0,machine/machine2,55.0
-machine_data,2023-06-02 16:43:12.337627620,491cc20bbe13,51.0,machine1,203.0,"Morales, Robinson and Newman",36.0,machine/machine1,81.0
-machine_data,2023-06-02 16:43:13.337427240,491cc20bbe13,53.0,machine3,206.0,Smith Group,38.0,machine/machine3,80.0
-machine_data,2023-06-02 16:43:13.337811242,491cc20bbe13,21.0,machine2,184.0,Thomas and Sons,32.0,machine/machine2,73.0
-machine_data,2023-06-02 16:43:13.337874112,491cc20bbe13,51.0,machine1,201.0,"Morales, Robinson and Newman",40.0,machine/machine1,81.0
-machine_data,2023-06-02 16:43:14.337992849,491cc20bbe13,53.0,machine3,217.0,Smith Group,39.0,machine/machine3,89.0
-machine_data,2023-06-02 16:43:14.338326166,491cc20bbe13,21.0,machine2,198.0,Thomas and Sons,34.0,machine/machine2,63.0
-machine_data,2023-06-02 16:43:14.338634931,491cc20bbe13,51.0,machine1,205.0,"Morales, Robinson and Newman",37.0,machine/machine1,81.0
-machine_data,2023-06-02 16:43:15.339009274,491cc20bbe13,53.0,machine3,210.0,Smith Group,40.0,machine/machine3,80.0
-machine_data,2023-06-02 16:43:15.339100441,491cc20bbe13,51.0,machine1,206.0,"Morales, Robinson and Newman",38.0,machine/machine1,90.0
-machine_data,2023-06-02 16:43:15.339762188,491cc20bbe13,21.0,machine2,188.0,Thomas and Sons,30.0,machine/machine2,55.0
-machine_data,2023-06-02 16:43:16.340230361,491cc20bbe13,51.0,machine1,201.0,"Morales, Robinson and Newman",38.0,machine/machine1,84.0
-machine_data,2023-06-02 16:43:16.340650516,491cc20bbe13,21.0,machine2,184.0,Thomas and Sons,33.0,machine/machine2,64.0
-machine_data,2023-06-02 16:43:16.340991256,491cc20bbe13,53.0,machine3,203.0,Smith Group,37.0,machine/machine3,84.0
-machine_data,2023-06-02 16:43:17.341908770,491cc20bbe13,53.0,machine3,211.0,Smith Group,40.0,machine/machine3,84.0
-machine_data,2023-06-02 16:43:17.342360815,491cc20bbe13,51.0,machine1,215.0,"Morales, Robinson and Newman",38.0,machine/machine1,86.0
-machine_data,2023-06-02 16:43:17.342426363,491cc20bbe13,21.0,machine2,194.0,Thomas and Sons,33.0,machine/machine2,62.0
-machine_data,2023-06-02 16:43:18.342445484,491cc20bbe13,53.0,machine3,201.0,Smith Group,36.0,machine/machine3,90.0
-machine_data,2023-06-02 16:43:18.342768157,491cc20bbe13,21.0,machine2,197.0,Thomas and Sons,30.0,machine/machine2,53.0
-machine_data,2023-06-02 16:43:18.342799655,491cc20bbe13,51.0,machine1,211.0,"Morales, Robinson and Newman",36.0,machine/machine1,87.0
-machine_data,2023-06-02 16:43:19.342914561,491cc20bbe13,53.0,machine3,206.0,Smith Group,40.0,machine/machine3,80.0
-machine_data,2023-06-02 16:43:19.343415645,491cc20bbe13,21.0,machine2,196.0,Thomas and Sons,33.0,machine/machine2,53.0
-machine_data,2023-06-02 16:43:19.343478737,491cc20bbe13,51.0,machine1,220.0,"Morales, Robinson and Newman",36.0,machine/machine1,89.0
-machine_data,2023-06-02 16:43:20.343479811,491cc20bbe13,53.0,machine3,216.0,Smith Group,36.0,machine/machine3,84.0
-machine_data,2023-06-02 16:43:20.344124763,491cc20bbe13,21.0,machine2,193.0,Thomas and Sons,32.0,machine/machine2,77.0
-machine_data,2023-06-02 16:43:20.344153596,491cc20bbe13,51.0,machine1,200.0,"Morales, Robinson and Newman",35.0,machine/machine1,89.0
-machine_data,2023-06-02 16:43:21.343964197,491cc20bbe13,53.0,machine3,212.0,Smith Group,35.0,machine/machine3,86.0
-machine_data,2023-06-02 16:43:21.344617756,491cc20bbe13,21.0,machine2,183.0,Thomas and Sons,33.0,machine/machine2,64.0
-machine_data,2023-06-02 16:43:21.344685120,491cc20bbe13,51.0,machine1,209.0,"Morales, Robinson and Newman",35.0,machine/machine1,86.0
-machine_data,2023-06-02 16:43:22.344825564,491cc20bbe13,53.0,machine3,205.0,Smith Group,39.0,machine/machine3,87.0
-machine_data,2023-06-02 16:43:22.345135145,491cc20bbe13,21.0,machine2,184.0,Thomas and Sons,31.0,machine/machine2,60.0
-machine_data,2023-06-02 16:43:22.345167055,491cc20bbe13,51.0,machine1,220.0,"Morales, Robinson and Newman",38.0,machine/machine1,81.0
-machine_data,2023-06-02 16:43:23.345437181,491cc20bbe13,53.0,machine3,200.0,Smith Group,37.0,machine/machine3,86.0
-machine_data,2023-06-02 16:43:23.345506574,491cc20bbe13,51.0,machine1,214.0,"Morales, Robinson and Newman",37.0,machine/machine1,86.0
-machine_data,2023-06-02 16:43:23.345564703,491cc20bbe13,21.0,machine2,193.0,Thomas and Sons,33.0,machine/machine2,62.0
-machine_data,2023-06-02 16:43:24.346349521,491cc20bbe13,53.0,machine3,210.0,Smith Group,37.0,machine/machine3,85.0
-machine_data,2023-06-02 16:43:24.346383833,491cc20bbe13,51.0,machine1,211.0,"Morales, Robinson and Newman",37.0,machine/machine1,87.0
-machine_data,2023-06-02 16:43:24.346401291,491cc20bbe13,21.0,machine2,193.0,Thomas and Sons,32.0,machine/machine2,54.0
-machine_data,2023-06-02 16:43:25.346821289,491cc20bbe13,53.0,machine3,220.0,Smith Group,37.0,machine/machine3,89.0
-machine_data,2023-06-02 16:43:25.346921797,491cc20bbe13,21.0,machine2,190.0,Thomas and Sons,34.0,machine/machine2,75.0
-machine_data,2023-06-02 16:43:25.347491870,491cc20bbe13,51.0,machine1,214.0,"Morales, Robinson and Newman",39.0,machine/machine1,83.0
-machine_data,2023-06-02 16:43:26.347838431,491cc20bbe13,21.0,machine2,186.0,Thomas and Sons,29.0,machine/machine2,79.0
-machine_data,2023-06-02 16:43:26.348427616,491cc20bbe13,51.0,machine1,200.0,"Morales, Robinson and Newman",40.0,machine/machine1,85.0
-machine_data,2023-06-02 16:43:26.348455741,491cc20bbe13,53.0,machine3,205.0,Smith Group,40.0,machine/machine3,80.0
-machine_data,2023-06-02 16:43:27.348535696,491cc20bbe13,21.0,machine2,189.0,Thomas and Sons,34.0,machine/machine2,79.0
-machine_data,2023-06-02 16:43:27.349173287,491cc20bbe13,51.0,machine1,215.0,"Morales, Robinson and Newman",36.0,machine/machine1,86.0
-machine_data,2023-06-02 16:43:27.349217288,491cc20bbe13,53.0,machine3,213.0,Smith Group,39.0,machine/machine3,83.0
-machine_data,2023-06-02 16:43:28.348964054,491cc20bbe13,21.0,machine2,191.0,Thomas and Sons,31.0,machine/machine2,63.0
-machine_data,2023-06-02 16:43:28.349958403,491cc20bbe13,51.0,machine1,211.0,"Morales, Robinson and Newman",35.0,machine/machine1,84.0
-machine_data,2023-06-02 16:43:28.350213700,491cc20bbe13,53.0,machine3,201.0,Smith Group,38.0,machine/machine3,81.0
-machine_data,2023-06-02 16:43:29.349501656,491cc20bbe13,21.0,machine2,190.0,Thomas and Sons,30.0,machine/machine2,70.0
-machine_data,2023-06-02 16:43:29.350320992,491cc20bbe13,51.0,machine1,209.0,"Morales, Robinson and Newman",35.0,machine/machine1,88.0
-machine_data,2023-06-02 16:43:29.350858026,491cc20bbe13,53.0,machine3,204.0,Smith Group,36.0,machine/machine3,82.0
-machine_data,2023-06-02 16:43:30.350640276,491cc20bbe13,21.0,machine2,197.0,Thomas and Sons,30.0,machine/machine2,55.0
-machine_data,2023-06-02 16:43:30.351158057,491cc20bbe13,51.0,machine1,214.0,"Morales, Robinson and Newman",36.0,machine/machine1,90.0
-machine_data,2023-06-02 16:43:30.351331667,491cc20bbe13,53.0,machine3,210.0,Smith Group,39.0,machine/machine3,85.0
-machine_data,2023-06-02 16:43:31.351859842,491cc20bbe13,21.0,machine2,188.0,Thomas and Sons,29.0,machine/machine2,65.0
-machine_data,2023-06-02 16:43:31.352098083,491cc20bbe13,51.0,machine1,214.0,"Morales, Robinson and Newman",35.0,machine/machine1,86.0
-machine_data,2023-06-02 16:43:31.352141060,491cc20bbe13,53.0,machine3,213.0,Smith Group,37.0,machine/machine3,84.0
-machine_data,2023-06-02 16:43:32.352201239,491cc20bbe13,21.0,machine2,195.0,Thomas and Sons,32.0,machine/machine2,56.0
-machine_data,2023-06-02 16:43:32.352517261,491cc20bbe13,51.0,machine1,205.0,"Morales, Robinson and Newman",37.0,machine/machine1,84.0
-machine_data,2023-06-02 16:43:32.352589820,491cc20bbe13,53.0,machine3,215.0,Smith Group,36.0,machine/machine3,85.0
-machine_data,2023-06-02 16:43:33.352642145,491cc20bbe13,21.0,machine2,187.0,Thomas and Sons,34.0,machine/machine2,68.0
-machine_data,2023-06-02 16:43:33.353162708,491cc20bbe13,51.0,machine1,218.0,"Morales, Robinson and Newman",35.0,machine/machine1,82.0
-machine_data,2023-06-02 16:43:33.353192522,491cc20bbe13,53.0,machine3,205.0,Smith Group,36.0,machine/machine3,89.0
-machine_data,2023-06-02 16:43:34.353255548,491cc20bbe13,21.0,machine2,197.0,Thomas and Sons,31.0,machine/machine2,50.0
-machine_data,2023-06-02 16:43:34.353521359,491cc20bbe13,51.0,machine1,205.0,"Morales, Robinson and Newman",38.0,machine/machine1,80.0
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diff --git a/Examples/file-import/out.json b/Examples/file-import/out.json
index 91c31d8..9d3a175 100644
--- a/Examples/file-import/out.json
+++ b/Examples/file-import/out.json
@@ -1,1 +1,1 @@
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\ No newline at end of file
diff --git a/Examples/file-import/out_orig.csv b/Examples/file-import/out_orig.csv
new file mode 100644
index 0000000..cb508b1
--- /dev/null
+++ b/Examples/file-import/out_orig.csv
@@ -0,0 +1,163 @@
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+machine_data,2023-06-02 16:42:42.317757560,491cc20bbe13,23.0,machine1,183.0,"Morales, Robinson and Newman",31.0,machine/machine1,78.0
+machine_data,2023-06-02 16:42:42.317787898,491cc20bbe13,13.0,machine2,198.0,Thomas and Sons,34.0,machine/machine2,73.0
+machine_data,2023-06-02 16:42:43.318452979,491cc20bbe13,120.0,machine3,307.0,Smith Group,81.0,machine/machine3,332.0
+machine_data,2023-06-02 16:42:43.318733897,491cc20bbe13,23.0,machine1,191.0,"Morales, Robinson and Newman",30.0,machine/machine1,53.0
+machine_data,2023-06-02 16:42:43.318895072,491cc20bbe13,13.0,machine2,197.0,Thomas and Sons,31.0,machine/machine2,56.0
+machine_data,2023-06-02 16:42:44.319014820,491cc20bbe13,120.0,machine3,302.0,Smith Group,87.0,machine/machine3,406.0
+machine_data,2023-06-02 16:42:44.319289702,491cc20bbe13,23.0,machine1,194.0,"Morales, Robinson and Newman",31.0,machine/machine1,65.0
+machine_data,2023-06-02 16:42:44.319743319,491cc20bbe13,13.0,machine2,192.0,Thomas and Sons,34.0,machine/machine2,64.0
+machine_data,2023-06-02 16:42:45.319492285,491cc20bbe13,120.0,machine3,312.0,Smith Group,83.0,machine/machine3,460.0
+machine_data,2023-06-02 16:42:45.319953921,491cc20bbe13,23.0,machine1,199.0,"Morales, Robinson and Newman",29.0,machine/machine1,69.0
+machine_data,2023-06-02 16:42:45.319985284,491cc20bbe13,13.0,machine2,188.0,Thomas and Sons,29.0,machine/machine2,72.0
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+machine_data,2023-06-02 16:42:46.320373453,491cc20bbe13,23.0,machine1,183.0,"Morales, Robinson and Newman",34.0,machine/machine1,69.0
+machine_data,2023-06-02 16:42:46.320760737,491cc20bbe13,13.0,machine2,184.0,Thomas and Sons,31.0,machine/machine2,78.0
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+machine_data,2023-06-02 16:42:47.321006298,491cc20bbe13,13.0,machine2,186.0,Thomas and Sons,31.0,machine/machine2,60.0
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+machine_data,2023-06-02 16:42:48.321382477,491cc20bbe13,23.0,machine1,197.0,"Morales, Robinson and Newman",33.0,machine/machine1,54.0
+machine_data,2023-06-02 16:42:48.321535645,491cc20bbe13,13.0,machine2,195.0,Thomas and Sons,30.0,machine/machine2,68.0
+machine_data,2023-06-02 16:42:49.321847629,491cc20bbe13,120.0,machine3,317.0,Smith Group,86.0,machine/machine3,334.0
+machine_data,2023-06-02 16:42:49.322119417,491cc20bbe13,13.0,machine2,188.0,Thomas and Sons,29.0,machine/machine2,71.0
+machine_data,2023-06-02 16:42:49.322147172,491cc20bbe13,23.0,machine1,184.0,"Morales, Robinson and Newman",34.0,machine/machine1,71.0
+machine_data,2023-06-02 16:42:50.322698923,491cc20bbe13,120.0,machine3,302.0,Smith Group,87.0,machine/machine3,407.0
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+machine_data,2023-06-02 16:42:55.326458954,491cc20bbe13,13.0,machine2,181.0,Thomas and Sons,34.0,machine/machine2,53.0
+machine_data,2023-06-02 16:42:56.325962575,491cc20bbe13,120.0,machine3,301.0,Smith Group,89.0,machine/machine3,366.0
+machine_data,2023-06-02 16:42:56.326547488,491cc20bbe13,23.0,machine1,194.0,"Morales, Robinson and Newman",33.0,machine/machine1,77.0
+machine_data,2023-06-02 16:42:56.326817078,491cc20bbe13,13.0,machine2,182.0,Thomas and Sons,33.0,machine/machine2,54.0
+machine_data,2023-06-02 16:42:57.326651847,491cc20bbe13,120.0,machine3,316.0,Smith Group,82.0,machine/machine3,446.0
+machine_data,2023-06-02 16:42:57.326903277,491cc20bbe13,23.0,machine1,186.0,"Morales, Robinson and Newman",32.0,machine/machine1,57.0
+machine_data,2023-06-02 16:42:57.327169455,491cc20bbe13,13.0,machine2,183.0,Thomas and Sons,33.0,machine/machine2,50.0
+machine_data,2023-06-02 16:42:58.327381372,491cc20bbe13,120.0,machine3,303.0,Smith Group,83.0,machine/machine3,329.0
+machine_data,2023-06-02 16:42:58.327785814,491cc20bbe13,13.0,machine2,189.0,Thomas and Sons,31.0,machine/machine2,54.0
+machine_data,2023-06-02 16:42:58.328075202,491cc20bbe13,23.0,machine1,184.0,"Morales, Robinson and Newman",34.0,machine/machine1,67.0
+machine_data,2023-06-02 16:42:59.328107312,491cc20bbe13,120.0,machine3,300.0,Smith Group,90.0,machine/machine3,446.0
+machine_data,2023-06-02 16:42:59.328697178,491cc20bbe13,13.0,machine2,196.0,Thomas and Sons,32.0,machine/machine2,51.0
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+machine_data,2023-06-02 16:43:00.328730602,491cc20bbe13,13.0,machine2,180.0,Thomas and Sons,34.0,machine/machine2,57.0
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+machine_data,2023-06-02 16:43:02.330561375,491cc20bbe13,13.0,machine2,182.0,Thomas and Sons,31.0,machine/machine2,66.0
+machine_data,2023-06-02 16:43:02.330611344,491cc20bbe13,120.0,machine3,304.0,Smith Group,89.0,machine/machine3,455.0
+machine_data,2023-06-02 16:43:02.330943808,491cc20bbe13,23.0,machine1,186.0,"Morales, Robinson and Newman",29.0,machine/machine1,77.0
+machine_data,2023-06-02 16:43:03.331222016,491cc20bbe13,120.0,machine3,319.0,Smith Group,90.0,machine/machine3,459.0
+machine_data,2023-06-02 16:43:03.331373671,491cc20bbe13,23.0,machine1,196.0,"Morales, Robinson and Newman",29.0,machine/machine1,60.0
+machine_data,2023-06-02 16:43:03.331578703,491cc20bbe13,13.0,machine2,195.0,Thomas and Sons,34.0,machine/machine2,60.0
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+machine_data,2023-06-02 16:43:04.332158179,491cc20bbe13,23.0,machine1,198.0,"Morales, Robinson and Newman",31.0,machine/machine1,71.0
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diff --git a/Examples/file-import/out_orig.json b/Examples/file-import/out_orig.json
new file mode 100644
index 0000000..91c31d8
--- /dev/null
+++ b/Examples/file-import/out_orig.json
@@ -0,0 +1,1 @@
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\ No newline at end of file
diff --git a/README.md b/README.md
index 7fee9fc..c4df8eb 100644
--- a/README.md
+++ b/README.md
@@ -92,7 +92,11 @@ from influxdb_client_3 import write_client_options, WritePrecision, WriteOptions
 
 class BatchingCallback(object):
 
+    def __init__(self):
+        self.write_count = 0
+
     def success(self, conf, data: str):
+        self.write_count += 1
         print(f"Written batch: {conf}, data: {data}")
 
     def error(self, conf, data: str, exception: InfluxDBError):
@@ -103,7 +107,7 @@ class BatchingCallback(object):
 
 callback = BatchingCallback()
 
-write_options = WriteOptions(batch_size=500,
+write_options = WriteOptions(batch_size=100,
                                         flush_interval=10_000,
                                         jitter_interval=2_000,
                                         retry_interval=5_000,
@@ -128,10 +132,7 @@ with  InfluxDBClient3.InfluxDBClient3(
         file='./out.csv',
         timestamp_column='time', tag_columns=["provider", "machineID"])
 
-    client.write_file(
-        file='./out.json',
-        timestamp_column='time', tag_columns=["provider", "machineID"], date_unit='ns' )
-
+print(f'DONE writing from csv in {callback.write_count} batch(es)')
 
 ```
 


Test patch:
diff --git a/tests/test_influxdb_client_3_integration.py b/tests/test_influxdb_client_3_integration.py
index d6c230f..1fb5747 100644
--- a/tests/test_influxdb_client_3_integration.py
+++ b/tests/test_influxdb_client_3_integration.py
@@ -1,10 +1,18 @@
+import logging
 import os
+import random
+import string
 import time
 import unittest
 
+import pyarrow
 import pytest
 
-from influxdb_client_3 import InfluxDBClient3, InfluxDBError
+from influxdb_client_3 import InfluxDBClient3, InfluxDBError, write_client_options, WriteOptions
+
+
+def random_hex(len=6):
+    return ''.join(random.choice(string.hexdigits) for i in range(len))
 
 
 @pytest.mark.integration
@@ -20,6 +28,10 @@
 )
 class TestInfluxDBClient3Integration(unittest.TestCase):
 
+    @pytest.fixture(autouse=True)
+    def inject_fixtures(self, caplog):
+        self._caplog = caplog
+
     def setUp(self):
         self.host = os.getenv('TESTING_INFLUXDB_URL')
         self.token = os.getenv('TESTING_INFLUXDB_TOKEN')
@@ -27,6 +39,8 @@ def setUp(self):
         self.client = InfluxDBClient3(host=self.host, database=self.database, token=self.token)
 
     def tearDown(self):
+        self._caplog.clear()
+        self._caplog.set_level(logging.ERROR)
         if self.client:
             self.client.close()
 
@@ -72,3 +86,101 @@ def test_error_headers(self):
             self.assertIsNotNone(headers['X-Influxdb-Build'])
         except KeyError as ke:
             self.fail(f'Header {ke} not found')
+
+    def test_batch_write_callbacks(self):
+        write_success = False
+        write_error = False
+        write_count = 0
+
+        measurement = f'test{random_hex(6)}'
+        data_set_size = 40
+        batch_size = 10
+
+        def success(conf, data):
+            nonlocal write_success, write_count
+            write_success = True
+            write_count += 1
+
+        def error(conf, data, exception: InfluxDBError):
+            nonlocal write_error
+            write_error = True
+
+        w_opts = WriteOptions(
+            batch_size=batch_size,
+            flush_interval=1_000,
+            jitter_interval=500
+        )
+
+        wc_opts = write_client_options(
+            success_callback=success,
+            error_callback=error,
+            write_options=w_opts
+        )
+
+        now = time.time_ns()
+        with InfluxDBClient3(host=self.host,
+                             database=self.database,
+                             token=self.token,
+                             write_client_options=wc_opts) as w_client:
+
+            for i in range(0, data_set_size):
+                w_client.write(f'{measurement},location=harfa val={i}i {now - (i * 1_000_000_000)}')
+
+        self.assertEqual(data_set_size / batch_size, write_count)
+        self.assertTrue(write_success)
+        self.assertFalse(write_error)
+
+        with InfluxDBClient3(host=self.host,
+                             database=self.database,
+                             token=self.token,
+                             write_client_options=wc_opts) as r_client:
+
+            query = f"SELECT * FROM \"{measurement}\" WHERE time >= now() - interval '3 minute'"
+            reader: pyarrow.Table = r_client.query(query)
+            list_results = reader.to_pylist()
+            self.assertEqual(data_set_size, len(list_results))
+
+    def test_batch_write_closed(self):
+
+        self._caplog.set_level(logging.DEBUG)
+        # writing measurement for last cca 3hrs
+        # so repeat runs in that time frame could
+        # result in clashed result data if always
+        # using same measurement name
+        measurement = f'test{random_hex()}'
+        data_size = 10_000
+        w_opts = WriteOptions(
+            batch_size=100,
+            flush_interval=3_000,
+            jitter_interval=500
+        )
+
+        wc_opts = write_client_options(
+            write_options=w_opts
+        )
+
+        now = time.time_ns()
+        with InfluxDBClient3(host=self.host,
+                             database=self.database,
+                             token=self.token,
+                             write_client_options=wc_opts,
+                             debug=True) as w_client:
+
+            for i in range(0, data_size):
+                w_client.write(f'{measurement},location=harfa val={i}i {now - (i * 1_000_000_000)}')
+
+        lines = self._caplog.text.splitlines()
+        self.assertRegex(lines[len(lines) - 1], ".*the batching processor was disposed$")
+
+        logging.info("WRITING DONE")
+        with InfluxDBClient3(host=self.host,
+                             database=self.database,
+                             token=self.token,
+                             write_client_options=wc_opts) as r_client:
+
+            logging.info("PREPARING QUERY")
+
+            query = f"SELECT * FROM \"{measurement}\" WHERE time >= now() - interval '3 hours'"
+            reader: pyarrow.Table = r_client.query(query, mode="")
+            list_results = reader.to_pylist()
+            self.assertEqual(data_size, len(list_results))