Howto: Dynamically generate CSRF-Token in WTForms with Flask

I have a fruits form that has one FieldList object for the bananas:

bananas = FieldList(FormField(BananaForm))

In the frontend, initially, I add one of those fields to the FieldList

form.append_entry()

Now with Javascript I managed to create functions, that can dynamically add (plus button) or remove (minus button) the number of BananaForm fields that can be filled with information.

FielstList automatically creates ids for all of its fields. So to do dynamical adding with js, I duplicate the HTML code and set the field id += 1, like:

first field:

<tr>
  <td><input id="bananas-0-originCountry" type="text" /></td>
</tr>

duplicated field with += 1:

<tr>
  <td><input id="bananas-1-originCountry" type="text" /></td>
</tr>

When I name them accordingly like this and submitting the form, WTForms will automatically recognize the added fields in the backend (works fine).

So far so good, but here is my problem: For a form to be valid, I have to add CSRF-fields to every WTForm. In the Jinja template I do this with:

{{ form.hidden_tag() }}

However, when I just copy the HTML with my js function, I'm missing the CSRF-fields (because until submitted, the backend form object doesn't know about the added FormFields). So how can I generate these CSRF-fields dynamically? (An Ajax Request? If yes, how?)

This should be a standard use case with forms and flask. I hope my description was understandable, if not please let me know. Any help appreciated!

UPDATE: Here is my code

JS-functions

function addBanana(){
    // clone and insert banana node
    var node = document.getElementById("fruitTable");
    var trs = node.getElementsByTagName("tr");
    var tr = trs[trs.length-2];
    var tr2 = tr.cloneNode(true);
    tr.parentNode.insertBefore(tr2, tr);

    // in order to increment label and input field ids
    function plusone(str){
        return str.replace(
            new RegExp("-(\\d+)-", "gi"),
            function($0, $1){
                var i = parseInt($1) + 1;
                return "-" + i + "-";
            }
        );
    }

    // change inputs
    var inputs = tr.getElementsByTagName("input");

    for (var i = 0; i < inputs.length; i++){
        inputs[i].setAttribute("id", plusone(inputs[i].getAttribute("id")));
    }

    var minusbutton = 
        ['<td>',
        '<button class="btn" type="button" onClick="removeBanana()"><i class="icon-black icon-minus"></i></button>',
        '</td>'
        ].join('\n');

    // only append at the first add
    // second add automatically copies minus button
    if (trs.length < 6){
        tr.innerHTML += minusbutton
    }
}

function removeBanana(){
    var node = document.getElementById("fruitTable");
    var trs = node.getElementsByTagName("tr");
    var tr = trs[trs.length-2];
    var trParent = tr.parentNode;
    trParent.removeChild(tr);
}

Jinja Template:

<form method="POST" action="newsubmit">
  {{ form.hidden_tag() }}
  <table id="fruitTable" class="table">
    {{ render_field(form.description) }}
    <tr><td><h3>Bananas</h3></td></tr>
    {% set counter = 0 %}
    {% for banana in form.bananas %} 
      <tr>
        {{ banana.hidden_tag() }}
        {% set counter = counter + 1%}
        {% for field in banana if field.widget.input_type != 'hidden' %}
          {{ render_field_oneline(field) }}
        {% endfor %}
        {% if counter > 1 %} 
          <td>
            <button class="btn" type="button" onClick="removeBanana()"><i class="icon-black icon-minus"></i></button>
          </td>
        {% endif  %} 
      </tr>
    {% endfor %}
      <tr><td></td><td><button class="btn" type="button" onClick="addBanana()"><i class="icon-black icon-plus"></i></button></td></tr>
  </table>
<input class="btn btn-primary" style="margin-left:300px;"type="submit" value="Submit" />
</form>

Jinja Template Macros:

{% macro render_field_oneline(field) %}
<td>{{ field.label }}</td>
<td>{{ field(**kwargs)|safe }}
  {% if field.errors %}
  <ul class=errors>
    {% for error in field.errors %}
    <li>{{ error }}</li>
    {% endfor %}
  </ul>
  {% endif %}
</td>
{% endmacro %}

{% macro render_field(field) %}
<tr>
  {{ render_field_oneline(field) }} 
</tr>
{% endmacro %}