diff --git a/Dockerfile b/Dockerfile
index 533ef6d..4ac39f6 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,4 +1,4 @@
-FROM python:3.9-slim-bullseye as base
+FROM python:3.10.2-bullseye as base
 
 ENV PYTHONFAULTHANDLER=1 \
     PYTHONHASHSEED=random \
diff --git a/analyse/analyse_crawled_domains.py b/analyse/analyse_crawled_domains.py
new file mode 100644
index 0000000..8641f61
--- /dev/null
+++ b/analyse/analyse_crawled_domains.py
@@ -0,0 +1,53 @@
+"""
+See how many unique URLs and root domains we have crawled.
+"""
+import glob
+import gzip
+import json
+from collections import defaultdict, Counter
+from urllib.parse import urlparse
+
+CRAWL_GLOB = "../../data/mwmbl/b2/*/*/*/*/*/*.json.gz"
+
+
+def get_urls():
+    for path in glob.glob(CRAWL_GLOB):
+        data = json.load(gzip.open(path))
+        user = data['user_id_hash']
+        for item in data['items']:
+            yield user, item['url']
+
+
+def analyse_urls(urls):
+    url_set = defaultdict(list)
+    domains = set()
+    for user, url in urls:
+        url_set[url].append(user)
+
+        parsed_url = urlparse(url)
+        path = parsed_url.path.strip('/')
+        if path == '':
+            domains.add(parsed_url.netloc)
+
+    count = sum(len(x) for x in url_set.values())
+    print("Root pages crawled", sorted(domains))
+    find_worst_pages(url_set)
+    print(f"Got {len(url_set)} URLs and {len(domains)} root pages from {count} items")
+    url_list_size = len(json.dumps(list(url_set.keys())))
+    print("Length of all URLs", url_list_size)
+
+
+def find_worst_pages(url_set):
+    worst = sorted(((len(users), url) for url, users in url_set.items()), reverse=True)[:50]
+    for count, url in worst:
+        print("Worst", count, url, Counter(url_set[url]))
+
+
+def run():
+    urls = get_urls()
+    analyse_urls(urls)
+
+
+if __name__ == '__main__':
+    run()
+
diff --git a/analyse/export_top_domains.py b/analyse/export_top_domains.py
new file mode 100644
index 0000000..2794804
--- /dev/null
+++ b/analyse/export_top_domains.py
@@ -0,0 +1,13 @@
+import json
+
+from mwmbl.indexer.paths import TOP_DOMAINS_JSON_PATH
+from mwmbl.tinysearchengine.hn_top_domains_filtered import DOMAINS
+
+
+def export_top_domains_to_json():
+    with open(TOP_DOMAINS_JSON_PATH, 'w') as output_file:
+        json.dump(DOMAINS, output_file, indent=2)
+
+
+if __name__ == '__main__':
+    export_top_domains_to_json()
diff --git a/analyse/top_links.py b/analyse/top_links.py
new file mode 100644
index 0000000..012c44f
--- /dev/null
+++ b/analyse/top_links.py
@@ -0,0 +1,39 @@
+"""
+Analyse crawl data to find the most popular links
+"""
+import glob
+import gzip
+import json
+from collections import defaultdict
+from urllib.parse import urlparse
+
+from analyse.analyse_crawled_domains import CRAWL_GLOB
+
+
+def get_urls():
+    for path in glob.glob(CRAWL_GLOB):
+        data = json.load(gzip.open(path))
+        for item in data['items']:
+            url = item['url']
+            domain = urlparse(url).hostname
+            for link in item['links']:
+                yield domain, link
+
+
+def collect_links(urls):
+    links = defaultdict(set)
+    for url, link in urls:
+        links[link].add(url)
+    return links
+
+
+def run():
+    url_links = get_urls()
+    collected = collect_links(url_links)
+    top = sorted(collected.items(), key=lambda x: len(x[1]), reverse=True)[:1000]
+    for url, items in top:
+        print("URL", url, len(items))
+
+
+if __name__ == '__main__':
+    run()
diff --git a/mwmbl/indexer/fsqueue.py b/mwmbl/indexer/fsqueue.py
index d81d869..f05b2d4 100644
--- a/mwmbl/indexer/fsqueue.py
+++ b/mwmbl/indexer/fsqueue.py
@@ -58,6 +58,15 @@ class GzipJsonRowSerializer(Serializer):
         return [json.loads(line) for line in lines.strip().split('\n')]
 
 
+class GzipJsonBlobSerializer(Serializer):
+    def serialize(self, items: list[object]) -> bytes:
+        raise NotImplementedError("Serializer not needed - blob is generated by browser extension")
+
+    def deserialize(self, serialized_items: bytes) -> list[object]:
+        data = gzip.decompress(serialized_items).decode('utf8')
+        return json.loads(data)
+
+
 class FSQueue:
     def __init__(self, directory: Union[str, Path], name: str, serializer: Serializer):
         self.directory = str(directory)
diff --git a/mwmbl/indexer/index.py b/mwmbl/indexer/index.py
index d0f0efe..8bd0dc9 100644
--- a/mwmbl/indexer/index.py
+++ b/mwmbl/indexer/index.py
@@ -12,8 +12,6 @@ import pandas as pd
 # PAGE_SIZE = 512
 from mwmbl.tinysearchengine.indexer import TinyIndexer, Document, TokenizedDocument
 
-NUM_INITIAL_TOKENS = 50
-
 HTTP_START = 'http://'
 HTTPS_START = 'https://'
 BATCH_SIZE = 100
@@ -24,10 +22,13 @@ def is_content_token(nlp, token):
     return (lexeme.is_alpha or lexeme.is_digit) and not token.is_stop
 
 
-def tokenize(nlp, cleaned_text):
+def tokenize(nlp, input_text):
+    cleaned_text = input_text.encode('utf8', 'replace').decode('utf8')
     tokens = nlp.tokenizer(cleaned_text)
-    content_tokens = [token for token in tokens[:NUM_INITIAL_TOKENS]
-                      if is_content_token(nlp, token)]
+    if input_text.endswith('…'):
+        # Discard the last two tokens since there will likely be a word cut in two
+        tokens = tokens[:-2]
+    content_tokens = [token for token in tokens if is_content_token(nlp, token)]
     lowered = {nlp.vocab[token.orth].text.lower() for token in content_tokens}
     return lowered
 
diff --git a/mwmbl/indexer/index_crawl.py b/mwmbl/indexer/index_crawl.py
new file mode 100644
index 0000000..3c30482
--- /dev/null
+++ b/mwmbl/indexer/index_crawl.py
@@ -0,0 +1,46 @@
+"""
+Index data crawled through the Mwmbl crawler.
+"""
+from logging import getLogger
+
+import spacy
+
+from mwmbl.indexer.fsqueue import FSQueue, GzipJsonBlobSerializer, FSQueueError
+from mwmbl.indexer.index import index_titles_urls_and_extracts
+from mwmbl.indexer.paths import INDEX_PATH, MWMBL_CRAWL_TERMS_PATH, DATA_DIR
+from mwmbl.tinysearchengine.indexer import TinyIndexer, Document, NUM_PAGES, PAGE_SIZE
+
+
+logger = getLogger(__name__)
+
+
+def index_mwmbl_craw_data():
+    nlp = spacy.load("en_core_web_sm")
+
+    with TinyIndexer(Document, INDEX_PATH, NUM_PAGES, PAGE_SIZE) as indexer:
+        titles_urls_and_extracts = get_mwmbl_crawl_titles_urls_and_extracts()
+        index_titles_urls_and_extracts(indexer, nlp, titles_urls_and_extracts, MWMBL_CRAWL_TERMS_PATH)
+
+
+def get_mwmbl_crawl_titles_urls_and_extracts():
+    input_queue = FSQueue(DATA_DIR, 'mwmbl-search-items', GzipJsonBlobSerializer())
+    input_queue.unlock_all()
+    while True:
+        try:
+            next_item = input_queue.get()
+        except FSQueueError as e:
+            logger.exception(f'Error with item {e.item_id}')
+            input_queue.error(e.item_id)
+            continue
+        if next_item is None:
+            logger.info('Not more items to process, stopping')
+            break
+        item_id, item_data = next_item
+        logger.info(f'Processing item {item_id}')
+        for item in item_data['items']:
+            yield item['title'], item['url'], item['extract']
+        input_queue.done(item_id)
+
+
+if __name__ == '__main__':
+    index_mwmbl_craw_data()
diff --git a/mwmbl/indexer/paths.py b/mwmbl/indexer/paths.py
index f9cf1e0..c372021 100644
--- a/mwmbl/indexer/paths.py
+++ b/mwmbl/indexer/paths.py
@@ -19,4 +19,8 @@ DOMAINS_QUEUE_NAME = 'domains-queue-fs'
 DOMAINS_TITLES_QUEUE_NAME = 'domains-title-queue-fs'
 DOMAINS_PATH = os.path.join(DATA_DIR, 'top10milliondomains.csv.gz')
 
-INDEX_PATH = Path(__file__).parent / 'data' / 'index.tinysearch'
+LOCAL_DATA_DIR = Path(__file__).parent.parent.parent / 'data'
+INDEX_PATH = LOCAL_DATA_DIR / 'index.tinysearch'
+MWMBL_CRAWL_TERMS_PATH = LOCAL_DATA_DIR / 'mwmbl-crawl-terms.csv'
+
+TOP_DOMAINS_JSON_PATH = DATA_DIR / 'hn-top-domains.json'
diff --git a/mwmbl/tinysearchengine/app.py b/mwmbl/tinysearchengine/app.py
index e692284..d0cde72 100644
--- a/mwmbl/tinysearchengine/app.py
+++ b/mwmbl/tinysearchengine/app.py
@@ -1,8 +1,11 @@
 import logging
 import argparse
+
+import pandas as pd
 import uvicorn
 
 from mwmbl.tinysearchengine import create_app
+from mwmbl.tinysearchengine.completer import Completer
 from mwmbl.tinysearchengine.indexer import TinyIndex, NUM_PAGES, PAGE_SIZE, Document
 from mwmbl.tinysearchengine.config import parse_config_file
 
@@ -28,8 +31,12 @@ def main():
     """
     config, tiny_index = get_config_and_index()
 
+    # Load term data
+    terms = pd.read_csv(config.terms_path)
+    completer = Completer(terms)
+
     # Initialize FastApi instance
-    app = create_app.create(tiny_index)
+    app = create_app.create(tiny_index, completer)
 
     # Initialize uvicorn server using global app instance and server config params
     uvicorn.run(app, **config.server_config.dict())
diff --git a/mwmbl/tinysearchengine/completer.py b/mwmbl/tinysearchengine/completer.py
new file mode 100644
index 0000000..2336fb5
--- /dev/null
+++ b/mwmbl/tinysearchengine/completer.py
@@ -0,0 +1,37 @@
+from bisect import bisect_left, bisect_right
+from datetime import datetime
+
+import pandas as pd
+from pandas import DataFrame
+
+
+class Completer:
+    def __init__(self, terms: DataFrame, num_matches: int = 3):
+        terms_dict = terms.sort_values('term').set_index('term')['count'].to_dict()
+        self.terms = list(terms_dict.keys())
+        self.counts = list(terms_dict.values())
+        self.num_matches = num_matches
+        print("Terms", self.terms[:100], self.counts[:100])
+
+    def complete(self, term) -> list[str]:
+        term_length = len(term)
+        start_index = bisect_left(self.terms, term, key=lambda x: x[:term_length])
+        end_index = bisect_right(self.terms, term, key=lambda x: x[:term_length])
+
+        matching_terms = zip(self.counts[start_index:end_index], self.terms[start_index:end_index])
+        top_terms = sorted(matching_terms, reverse=True)[:self.num_matches]
+        print("Top terms, counts", top_terms)
+        if not top_terms:
+            return []
+
+        counts, terms = zip(*top_terms)
+        return list(terms)
+
+
+if __name__ == '__main__':
+    data = pd.read_csv('data/mwmbl-crawl-terms.csv')
+    completer = Completer(data)
+    start = datetime.now()
+    completer.complete('fa')
+    end = datetime.now()
+    print("Time", end - start)
diff --git a/mwmbl/tinysearchengine/config.py b/mwmbl/tinysearchengine/config.py
index c506117..2fd6f54 100644
--- a/mwmbl/tinysearchengine/config.py
+++ b/mwmbl/tinysearchengine/config.py
@@ -18,6 +18,7 @@ class IndexConfigModel(BaseModel):
 class ConfigModel(BaseModel):
     server_config: ServerConfigModel = Field(default_factory=ServerConfigModel)
     index_config: IndexConfigModel = Field(default_factory=IndexConfigModel)
+    terms_path: StrictStr = "data/mwmbl-crawl-terms.csv"
 
 
 def parse_config_file(config_filename: str) -> ConfigModel:
diff --git a/mwmbl/tinysearchengine/create_app.py b/mwmbl/tinysearchengine/create_app.py
index 538a539..8e54df1 100644
--- a/mwmbl/tinysearchengine/create_app.py
+++ b/mwmbl/tinysearchengine/create_app.py
@@ -6,20 +6,18 @@ from urllib.parse import urlparse
 
 from fastapi import FastAPI
 from starlette.middleware.cors import CORSMiddleware
-from starlette.responses import FileResponse
-from starlette.staticfiles import StaticFiles
 
+from mwmbl.tinysearchengine.completer import Completer
 from mwmbl.tinysearchengine.hn_top_domains_filtered import DOMAINS
 from mwmbl.tinysearchengine.indexer import TinyIndex, Document
 
 logger = getLogger(__name__)
 
 
-STATIC_FILES_PATH = Path(__file__).parent / 'static'
 SCORE_THRESHOLD = 0.25
 
 
-def create(tiny_index: TinyIndex):
+def create(tiny_index: TinyIndex, completer: Completer):
     app = FastAPI()
     
     # Allow CORS requests from any site
@@ -33,9 +31,10 @@ def create(tiny_index: TinyIndex):
     def search(s: str):
         results, terms = get_results(s)
 
+        is_complete = s.endswith(' ')
+        pattern = get_query_regex(terms, is_complete)
         formatted_results = []
         for result in results:
-            pattern = get_query_regex(terms)
             formatted_result = {}
             for content_type, content in [('title', result.title), ('extract', result.extract)]:
                 matches = re.finditer(pattern, content, re.IGNORECASE)
@@ -53,17 +52,23 @@ def create(tiny_index: TinyIndex):
         logger.info("Return results: %r", formatted_results)
         return formatted_results
 
-    def get_query_regex(terms):
-        term_patterns = [rf'\b{term}\b' for term in terms]
+    def get_query_regex(terms, is_complete):
+        if not terms:
+            return ''
+
+        if is_complete:
+            term_patterns = [rf'\b{term}\b' for term in terms]
+        else:
+            term_patterns = [rf'\b{term}\b' for term in terms[:-1]] + [rf'\b{terms[-1]}']
         pattern = '|'.join(term_patterns)
         return pattern
 
-    def score_result(terms, result: Document):
+    def score_result(terms, result: Document, is_complete: bool):
         domain = urlparse(result.url).netloc
         domain_score = DOMAINS.get(domain, 0.0)
 
         result_string = f"{result.title.strip()} {result.extract.strip()}"
-        query_regex = get_query_regex(terms)
+        query_regex = get_query_regex(terms, is_complete)
         matches = list(re.finditer(query_regex, result_string, flags=re.IGNORECASE))
         match_strings = {x.group(0).lower() for x in matches}
         match_length = sum(len(x) for x in match_strings)
@@ -80,8 +85,8 @@ def create(tiny_index: TinyIndex):
         score = 0.1*domain_score + 0.9*(match_length + 1./last_match_char) / (total_possible_match_length + 1)
         return score
 
-    def order_results(terms: list[str], results: list[Document]):
-        results_and_scores = [(score_result(terms, result), result) for result in results]
+    def order_results(terms: list[str], results: list[Document], is_complete: bool):
+        results_and_scores = [(score_result(terms, result, is_complete), result) for result in results]
         ordered_results = sorted(results_and_scores, key=itemgetter(0), reverse=True)
         filtered_results = [result for score, result in ordered_results if score > SCORE_THRESHOLD]
         return filtered_results
@@ -97,9 +102,15 @@ def create(tiny_index: TinyIndex):
 
     def get_results(q):
         terms = [x.lower() for x in q.replace('.', ' ').split()]
+        is_complete = q.endswith(' ')
+        if len(terms) > 0 and not is_complete:
+            retrieval_terms = terms[:-1] + completer.complete(terms[-1])
+        else:
+            retrieval_terms = terms
+
         pages = []
         seen_items = set()
-        for term in terms:
+        for term in retrieval_terms:
             items = tiny_index.retrieve(term)
             if items is not None:
                 for item in items:
@@ -108,12 +119,6 @@ def create(tiny_index: TinyIndex):
                             pages.append(item)
                             seen_items.add(item.title)
 
-        ordered_results = order_results(terms, pages)
+        ordered_results = order_results(terms, pages, is_complete)
         return ordered_results, terms
-
-    @app.get('/')
-    def index():
-        return FileResponse(STATIC_FILES_PATH / 'index.html')
-
-    app.mount('/', StaticFiles(directory=STATIC_FILES_PATH), name="static")
     return app
diff --git a/mwmbl/tinysearchengine/indexer.py b/mwmbl/tinysearchengine/indexer.py
index d5fe684..33ebfc0 100644
--- a/mwmbl/tinysearchengine/indexer.py
+++ b/mwmbl/tinysearchengine/indexer.py
@@ -41,7 +41,6 @@ class TinyIndexBase(Generic[T]):
         page = self.get_page(index)
         if page is None:
             return []
-        # print("REtrieve", self.index_path, page)
         return self.convert_items(page)
 
     def _get_key_page_index(self, key):
@@ -53,25 +52,21 @@ class TinyIndexBase(Generic[T]):
         Get the page at index i, decompress and deserialise it using JSON
         """
         page_data = self.mmap[i * self.page_size:(i + 1) * self.page_size]
-        zeros = page_data.count(b'\x00\x00\x00\x00') * 4
         try:
             decompressed_data = self.decompressor.decompress(page_data)
         except ZstdError:
             return None
         results = json.loads(decompressed_data.decode('utf8'))
-        # print(f"Num results: {len(results)}, num zeros: {zeros}")
         return results
 
     def convert_items(self, items) -> List[T]:
         converted = [self.item_factory(*item) for item in items]
-        # print("Converted", items, converted)
         return converted
 
 
 class TinyIndex(TinyIndexBase[T]):
     def __init__(self, item_factory: Callable[..., T], index_path, num_pages, page_size):
         super().__init__(item_factory, num_pages, page_size)
-        # print("REtrieve path", index_path)
         self.index_path = index_path
         self.index_file = open(self.index_path, 'rb')
         self.mmap = mmap(self.index_file.fileno(), 0, prot=PROT_READ)
diff --git a/mwmbl/tinysearchengine/static/index.css b/mwmbl/tinysearchengine/static/index.css
deleted file mode 100644
index d6e2348..0000000
--- a/mwmbl/tinysearchengine/static/index.css
+++ /dev/null
@@ -1,82 +0,0 @@
-html {
-    font-family: Verdana, Geneva, sans-serif;
-    background: #dcdced;
-}
-
-body {
-  font-size: 1.2rem;
-}
-
-p {
-    width: 100%;
-    white-space: nowrap;
-    overflow: hidden;
-    text-overflow: ellipsis;
-    margin: 3px;
-}
-
-div {
-    margin-top: 15px;
-    margin-bottom: 15px;
-}
-
-.url {
-   margin-top: 0px;
-   font-size: 1rem;
-}
-
-.container {
-  width: 100%;
-  max-width: 1024px;
-  margin: 0 auto;
-}
-
-
-#search {
-    display: block;
-    width: 100%;
-
-    outline: none;
-
-    font-size: inherit;
-
-    border: 2px solid #ccc;
-    border-width: 4px;
-    border-radius: 50px;
-
-    padding: 10px;
-    padding-left: 35px;
-
-    margin-top: 50px;
-}
-
-a {
-    text-decoration: none;
-    color: #555555;
-}
-
-div .result:hover {
-    background: #f0f0ff;
-}
-
-div .selected {
-    background: #f0f0ff;
-}
-
-div .result {
-    padding: 10px;
-}
-
-
-
-span .term {
-    font-weight: bold;
-}
-
-.title {
-    color: #1a0daa;
-    /* color: black; */
-}
-
-.extract {
-}
diff --git a/mwmbl/tinysearchengine/static/index.html b/mwmbl/tinysearchengine/static/index.html
deleted file mode 100644
index 8ab2c2e..0000000
--- a/mwmbl/tinysearchengine/static/index.html
+++ /dev/null
@@ -1,22 +0,0 @@
-<html>
-<head>
-<meta name="referrer" content="no-referrer">
-  <title>Stoatally Different</title>
-  <meta name="viewport" content="width=device-width, initial-scale=1">
-  <link href="/index.css" rel="stylesheet">
-  <link rel="search"
-      type="application/opensearchdescription+xml"
-      title="Stoatally Different"
-      href="http://localhost:8000/plugin.xml">
-  <script src="/index.js"></script>
-</head>
-<body>
-<div class="container">
-  <form autocomplete="off" id="search-form">
-    <input type="search" id="search" name="s" value="" autofocus/>
-  </form>
-
-  <div id="results"></div>
-</div>
-</body>
-</html>
diff --git a/mwmbl/tinysearchengine/static/index.js b/mwmbl/tinysearchengine/static/index.js
deleted file mode 100644
index a28dc3b..0000000
--- a/mwmbl/tinysearchengine/static/index.js
+++ /dev/null
@@ -1,167 +0,0 @@
-
-ts = {
-    selected: null,
-    numItems: 0
-};
-
-window.onload = (event) => {
-    const searchInput = document.getElementById('search');
-
-    const length = searchInput.value.length;
-    searchInput.setSelectionRange(length, length);
-
-    searchInput.oninput = debounce(e => {
-        console.log("Key", e.key);
-        console.log(searchInput.value);
-
-        const encodedValue = encodeURIComponent(searchInput.value);
-        fetch('/search?s=' + encodedValue).then(response => {
-            clearResults();
-            console.log(response);
-            response.json().then(content => {
-                console.log(content);
-                for (const [i, element] of content.entries()) {
-                    addResult(element.title, element.extract, element.url, i);
-                };
-                ts.selected = null;
-                ts.numItems = content.length;
-            });
-        });
-    });
-
-    // Handle moving the selected item up and down
-    document.addEventListener('keydown', (e) => {
-        console.log("Key press", e);
-        if (e.key == 'ArrowDown') {
-            selectNextItem();
-            e.preventDefault();
-        } else if (e.key == 'ArrowUp') {
-            selectPreviousItem();
-            e.preventDefault();
-        } else if (e.key == 'Enter') {
-//            const form = document.getElementById('search-form');
-//            form.submit();
-//            event.preventDefault();
-       }
-    });
-
-    // Handle pressing enter
-    const form = document.getElementById('search-form');
-
-    form.addEventListener("submit", event => {
-        event.preventDefault();
-        clickSelected();
-    });
-
-    searchInput.focus();
-};
-
-
-function debounce(callback, timeout = 100){
-    let timer;
-    return (...args) => {
-        clearTimeout(timer);
-        timer = setTimeout(() => { callback.apply(this, args); }, timeout);
-    };
-}
-
-
-function selectNextItem() {
-    if (ts.selected === null) {
-        ts.selected = 0;
-    } else if (ts.selected < ts.numItems -1) {
-        ts.selected++;
-    }
-
-    updateSelected();
-}
-
-
-function clickSelected() {
-    if (ts.selected !== null) {
-        const selectedResult = document.getElementById(ts.selected.toString());
-        selectedResult.click();
-    }
-}
-
-
-function selectPreviousItem() {
-    if (ts.selected === null) {
-        return;
-    } else if (ts.selected > 0) {
-        ts.selected--;
-    } else if (ts.selected == 0) {
-        ts.selected = null;
-    }
-
-    updateSelected();
-}
-
-
-function updateSelected() {
-    const results = document.querySelectorAll('.result');
-    results.forEach(child => {
-        child.classList.remove('selected');
-    });
-
-    if (ts.selected !== null) {
-        const selectedResult = document.getElementById(ts.selected.toString());
-        selectedResult.classList.add('selected');
-    }
-}
-
-
-function clearResults() {
-  const results = document.getElementById('results');
-  results.innerHTML = '';
-}
-
-
-function addResult(title, extract, url, id) {
-   const par = document.createElement("p");
-
-   const titleText = createBoldedSpan(title);
-   titleText.classList.add('title');
-   const extractText = createBoldedSpan(extract);
-   extractText.classList.add('extract');
-   par.appendChild(titleText);
-
-   separator = document.createTextNode(' - ')
-   par.appendChild(separator);
-
-   par.appendChild(extractText);
-
-   const div = document.createElement("div");
-   div.classList.add('result');
-   div.id = id.toString();
-
-   const urlPar = document.createElement("p");
-   const urlText = document.createTextNode(url);
-   urlPar.appendChild(urlText);
-   urlPar.classList.add('url');
-   div.appendChild(urlPar);
-   div.appendChild(par);
-
-   const link = document.createElement("a");
-   link.appendChild(div);
-   link.href = url;
-
-   const results = document.getElementById('results');
-   results.appendChild(link);
-}
-
-function createBoldedSpan(title) {
-    span = document.createElement('span');
-    title.forEach(element => {
-        text = document.createTextNode(element.value);
-        if (element.is_bold) {
-            b = document.createElement('span');
-            b.classList.add('term');
-            b.appendChild(text);
-            span.appendChild(b);
-        } else {
-            span.appendChild(text);
-        }
-    });
-    return span;
-}
\ No newline at end of file
diff --git a/mwmbl/tinysearchengine/static/landing.html b/mwmbl/tinysearchengine/static/landing.html
deleted file mode 100644
index 5a20587..0000000
--- a/mwmbl/tinysearchengine/static/landing.html
+++ /dev/null
@@ -1,48 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-  <title>%s</title>
-  <link rel="search"
-      type="application/opensearchdescription+xml"
-      title="Stoatally Different"
-      href="https://stoatally-different.appspot.com/plugin.xml">
-  <!--BOOTSTRAP-->
-  <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/4.0.0-beta/css/bootstrap.min.css" integrity="sha384-/Y6pD6FV/Vv2HJnA6t+vslU6fwYXjCFtcEpHbNJ0lyAFsXTsjBbfaDjzALeQsN6M" crossorigin="anonymous">
-  <link href="typeaheadjs.css" rel="stylesheet">
-  <meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
-</head>
-<body>
-%s
-
-<div id="remote">
-  <form action="/search">
-    <input class="typeahead" type="search" placeholder="Search" name="s">
-    <!--<input type="search" name="s" />-->
-  </form>
-</div>
-
-<!--BOOTSTRAP-->
-<script src="https://code.jquery.com/jquery-3.2.1.slim.min.js" integrity="sha384-KJ3o2DKtIkvYIK3UENzmM7KCkRr/rE9/Qpg6aAZGJwFDMVNA/GpGFF93hXpG5KkN" crossorigin="anonymous"></script>
-<script src="https://cdnjs.cloudflare.com/ajax/libs/popper.js/1.11.0/umd/popper.min.js" integrity="sha384-b/U6ypiBEHpOf/4+1nzFpr53nxSS+GLCkfwBdFNTxtclqqenISfwAzpKaMNFNmj4" crossorigin="anonymous"></script>
-<script src="https://maxcdn.bootstrapcdn.com/bootstrap/4.0.0-beta/js/bootstrap.min.js" integrity="sha384-h0AbiXch4ZDo7tp9hKZ4TsHbi047NrKGLO3SEJAg45jXxnGIfYzk4Si90RDIqNm1" crossorigin="anonymous"></script>
-<script src="typeahead.js"></script>
-<script>
-var bestPictures = new Bloodhound({
-  datumTokenizer: Bloodhound.tokenizers.obj.whitespace('value'),
-  queryTokenizer: Bloodhound.tokenizers.whitespace,
-  remote: {
-    url: '/complete?q=%%QUERY',
-    wildcard: '%%QUERY'
-  }
-});
-
-$('#remote .typeahead').typeahead(null, {
-  name: 'best-pictures',
-  display: 'value',
-  source: bestPictures
-});
-
-</script>
-
-</body>
-</html>
diff --git a/mwmbl/tinysearchengine/static/plugin.xml b/mwmbl/tinysearchengine/static/plugin.xml
deleted file mode 100644
index 2ed8bdb..0000000
--- a/mwmbl/tinysearchengine/static/plugin.xml
+++ /dev/null
@@ -1,10 +0,0 @@
-<OpenSearchDescription xmlns="http://a9.com/-/spec/opensearch/1.1/"
-                       xmlns:moz="http://www.mozilla.org/2006/browser/search/">
-  <ShortName>StDif</ShortName>
-  <Description>Stotally Different</Description>
-  <InputEncoding>UTF-8</InputEncoding>
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-  <Url type="text/html" template="http://localhost:8000/search?s={searchTerms}"/>
-  <Url type="application/x-suggestions+json" template="http://localhost:8000/complete?q={searchTerms}"/>
-  <moz:SearchForm>http://localhost:8000/search</moz:SearchForm>
-</OpenSearchDescription>
diff --git a/mwmbl/tinysearchengine/static/search.html b/mwmbl/tinysearchengine/static/search.html
deleted file mode 100644
index 42dc8b8..0000000
--- a/mwmbl/tinysearchengine/static/search.html
+++ /dev/null
@@ -1,18 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <title>Search results</title>
-</head>
-<body>
-
-<div id="remote">
-  <form action="/search">
-    <input class="typeahead" type="search" placeholder="Search" name="s">
-    <!--<input type="search" name="s" />-->
-  </form>
-</div>
-
-
-</body>
-</html>
\ No newline at end of file
diff --git a/mwmbl/tinysearchengine/static/typeahead.css b/mwmbl/tinysearchengine/static/typeahead.css
deleted file mode 100644
index 1753f37..0000000
--- a/mwmbl/tinysearchengine/static/typeahead.css
+++ /dev/null
@@ -1,58 +0,0 @@
-span.twitter-typeahead .tt-menu {
-  cursor: pointer;
-}
-
-.dropdown-menu, span.twitter-typeahead .tt-menu {
-  position: absolute;
-  top: 100%;
-  left: 0;
-  z-index: 1000;
-  display: none;
-  float: left;
-  min-width: 160px;
-  padding: 5px 0;
-  margin: 2px 0 0;
-  font-size: 1rem;
-  color: #373a3c;
-  text-align: left;
-  list-style: none;
-  background-color: #fff;
-  background-clip: padding-box;
-  border: 1px solid rgba(0, 0, 0, 0.15);
-  border-radius: 0.25rem; }
-
-span.twitter-typeahead .tt-suggestion {
-  display: block;
-  width: 100%;
-  padding: 3px 20px;
-  clear: both;
-  font-weight: normal;
-  line-height: 1.5;
-  color: #373a3c;
-  text-align: inherit;
-  white-space: nowrap;
-  background: none;
-  border: 0; }
-span.twitter-typeahead .tt-suggestion:focus, .dropdown-item:hover, span.twitter-typeahead .tt-suggestion:hover {
-    color: #2b2d2f;
-    text-decoration: none;
-    background-color: #f5f5f5; }
-span.twitter-typeahead .active.tt-suggestion, span.twitter-typeahead .tt-suggestion.tt-cursor, span.twitter-typeahead .active.tt-suggestion:focus, span.twitter-typeahead .tt-suggestion.tt-cursor:focus, span.twitter-typeahead .active.tt-suggestion:hover, span.twitter-typeahead .tt-suggestion.tt-cursor:hover {
-    color: #fff;
-    text-decoration: none;
-    background-color: #0275d8;
-    outline: 0; }
-span.twitter-typeahead .disabled.tt-suggestion, span.twitter-typeahead .disabled.tt-suggestion:focus, span.twitter-typeahead .disabled.tt-suggestion:hover {
-    color: #818a91; }
-span.twitter-typeahead .disabled.tt-suggestion:focus, span.twitter-typeahead .disabled.tt-suggestion:hover {
-    text-decoration: none;
-    cursor: not-allowed;
-    background-color: transparent;
-    background-image: none;
-    filter: "progid:DXImageTransform.Microsoft.gradient(enabled = false)"; }
-span.twitter-typeahead {
-  width: 100%; }
-  .input-group span.twitter-typeahead {
-    display: block !important; }
-    .input-group span.twitter-typeahead .tt-menu {
-      top: 2.375rem !important; }
diff --git a/mwmbl/tinysearchengine/static/typeahead.js b/mwmbl/tinysearchengine/static/typeahead.js
deleted file mode 100644
index ffd98f3..0000000
--- a/mwmbl/tinysearchengine/static/typeahead.js
+++ /dev/null
@@ -1,8 +0,0 @@
-/*!
- * typeahead.js 0.11.1
- * https://github.com/twitter/typeahead.js
- * Copyright 2013-2015 Twitter, Inc. and other contributors; Licensed MIT
- */
-
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c=this.getActiveSelectable(),b=this._getSelectables(),d=c?b.index(c):-1,e=d+a,e=(e+1)%(b.length+1)-1,e=-1>e?b.length-1:e,-1===e?null:b.eq(e)},setCursor:function(a){this._removeCursor(),(a=a&&a.first())&&(a.addClass(this.classes.cursor),this._ensureVisible(a))},getSelectableData:function(a){return a&&a.length?h.extractData(a):null},getActiveSelectable:function(){var a=this._getSelectables().filter(this.selectors.cursor).first();return a.length?a:null},getTopSelectable:function(){var a=this._getSelectables().first();return a.length?a:null},update:function(a){function c(b){b.update(a)}var d=a!==this.query;return d&&(this.query=a,b.each(this.datasets,c)),d},empty:function(){function a(a){a.clear()}b.each(this.datasets,a),this.query=null,this.$node.addClass(this.classes.empty)},destroy:function(){function c(a){a.destroy()}this.$node.off(".tt"),this.$node=a("<div>"),b.each(this.datasets,c)}}),c}(),j=function(){"use strict";function a(){i.apply(this,[].slice.call(arguments,0))}var 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c;(c=this.menu.getActiveSelectable())?this.select(c)&&b.preventDefault():(c=this.menu.getTopSelectable())&&this.autocomplete(c)&&b.preventDefault()},_onEscKeyed:function(){this.close()},_onUpKeyed:function(){this.moveCursor(-1)},_onDownKeyed:function(){this.moveCursor(1)},_onLeftKeyed:function(){"rtl"===this.dir&&this.input.isCursorAtEnd()&&this.autocomplete(this.menu.getTopSelectable())},_onRightKeyed:function(){"ltr"===this.dir&&this.input.isCursorAtEnd()&&this.autocomplete(this.menu.getTopSelectable())},_onQueryChanged:function(a,b){this._minLengthMet(b)?this.menu.update(b):this.menu.empty()},_onWhitespaceChanged:function(){this._updateHint()},_onLangDirChanged:function(a,b){this.dir!==b&&(this.dir=b,this.menu.setLanguageDirection(b))},_openIfActive:function(){this.isActive()&&this.open()},_minLengthMet:function(a){return a=b.isString(a)?a:this.input.getQuery()||"",a.length>=this.minLength},_updateHint:function(){var a,c,d,e,f,h,i;a=this.menu.getTopSelectable(),c=this.menu.getSelectableData(a),d=this.input.getInputValue(),!c||b.isBlankString(d)||this.input.hasOverflow()?this.input.clearHint():(e=g.normalizeQuery(d),f=b.escapeRegExChars(e),h=new RegExp("^(?:"+f+")(.+$)","i"),i=h.exec(c.val),i&&this.input.setHint(d+i[1]))},isEnabled:function(){return this.enabled},enable:function(){this.enabled=!0},disable:function(){this.enabled=!1},isActive:function(){return this.active},activate:function(){return this.isActive()?!0:!this.isEnabled()||this.eventBus.before("active")?!1:(this.active=!0,this.eventBus.trigger("active"),!0)},deactivate:function(){return this.isActive()?this.eventBus.before("idle")?!1:(this.active=!1,this.close(),this.eventBus.trigger("idle"),!0):!0},isOpen:function(){return this.menu.isOpen()},open:function(){return this.isOpen()||this.eventBus.before("open")||(this.menu.open(),this._updateHint(),this.eventBus.trigger("open")),this.isOpen()},close:function(){return this.isOpen()&&!this.eventBus.before("close")&&(this.menu.close(),this.input.clearHint(),this.input.resetInputValue(),this.eventBus.trigger("close")),!this.isOpen()},setVal:function(a){this.input.setQuery(b.toStr(a))},getVal:function(){return this.input.getQuery()},select:function(a){var b=this.menu.getSelectableData(a);return b&&!this.eventBus.before("select",b.obj)?(this.input.setQuery(b.val,!0),this.eventBus.trigger("select",b.obj),this.close(),!0):!1},autocomplete:function(a){var b,c,d;return b=this.input.getQuery(),c=this.menu.getSelectableData(a),d=c&&b!==c.val,d&&!this.eventBus.before("autocomplete",c.obj)?(this.input.setQuery(c.val),this.eventBus.trigger("autocomplete",c.obj),!0):!1},moveCursor:function(a){var b,c,d,e,f;return 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\ No newline at end of file
diff --git a/poetry.lock b/poetry.lock
index 8d5b756..2d146ef 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,6 +1,6 @@
 [[package]]
 name = "anyio"
-version = "3.4.0"
+version = "3.5.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 category = "main"
 optional = false
@@ -11,17 +11,17 @@ idna = ">=2.8"
 sniffio = ">=1.1"
 
 [package.extras]
-doc = ["sphinx-rtd-theme", "sphinx-autodoc-typehints (>=1.2.0)"]
+doc = ["packaging", "sphinx-rtd-theme", "sphinx-autodoc-typehints (>=1.2.0)"]
 test = ["coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "pytest (>=6.0)", "pytest-mock (>=3.6.1)", "trustme", "contextlib2", "uvloop (<0.15)", "mock (>=4)", "uvloop (>=0.15)"]
 trio = ["trio (>=0.16)"]
 
 [[package]]
 name = "asgiref"
-version = "3.4.1"
+version = "3.5.0"
 description = "ASGI specs, helper code, and adapters"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.extras]
 tests = ["pytest", "pytest-asyncio", "mypy (>=0.800)"]
@@ -113,7 +113,7 @@ pycparser = "*"
 
 [[package]]
 name = "charset-normalizer"
-version = "2.0.9"
+version = "2.0.11"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 category = "main"
 optional = true
@@ -183,7 +183,7 @@ test = ["pytest (>=6.2.4,<7.0.0)", "pytest-cov (>=2.12.0,<4.0.0)", "mypy (==0.91
 
 [[package]]
 name = "h11"
-version = "0.12.0"
+version = "0.13.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
 category = "main"
 optional = false
@@ -322,24 +322,19 @@ pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
 
 [[package]]
 name = "pandas"
-version = "1.3.5"
+version = "1.4.0"
 description = "Powerful data structures for data analysis, time series, and statistics"
 category = "main"
 optional = false
-python-versions = ">=3.7.1"
+python-versions = ">=3.8"
 
 [package.dependencies]
-numpy = [
-    {version = ">=1.17.3", markers = "platform_machine != \"aarch64\" and platform_machine != \"arm64\" and python_version < \"3.10\""},
-    {version = ">=1.19.2", markers = "platform_machine == \"aarch64\" and python_version < \"3.10\""},
-    {version = ">=1.20.0", markers = "platform_machine == \"arm64\" and python_version < \"3.10\""},
-    {version = ">=1.21.0", markers = "python_version >= \"3.10\""},
-]
-python-dateutil = ">=2.7.3"
-pytz = ">=2017.3"
+numpy = {version = ">=1.21.0", markers = "python_version >= \"3.10\""}
+python-dateutil = ">=2.8.1"
+pytz = ">=2020.1"
 
 [package.extras]
-test = ["hypothesis (>=3.58)", "pytest (>=6.0)", "pytest-xdist"]
+test = ["hypothesis (>=5.5.3)", "pytest (>=6.0)", "pytest-xdist (>=1.31)"]
 
 [[package]]
 name = "pathy"
@@ -415,7 +410,7 @@ email = ["email-validator (>=1.0.3)"]
 
 [[package]]
 name = "pyparsing"
-version = "3.0.6"
+version = "3.0.7"
 description = "Python parsing module"
 category = "main"
 optional = true
@@ -481,7 +476,7 @@ full = ["numpy"]
 
 [[package]]
 name = "requests"
-version = "2.26.0"
+version = "2.27.1"
 description = "Python HTTP for Humans."
 category = "main"
 optional = true
@@ -736,7 +731,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "urllib3"
-version = "1.26.7"
+version = "1.26.8"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 category = "main"
 optional = true
@@ -801,17 +796,17 @@ indexer = ["botocore", "boto3", "ujson", "warcio", "idna", "beautifulsoup4", "lx
 
 [metadata]
 lock-version = "1.1"
-python-versions = "^3.9"
-content-hash = "b45f9def8dcadfaa6ce23560b51bdee7f81c335598f6cc84d11fd3d596e3da5b"
+python-versions = "^3.10"
+content-hash = "b5af8ce9887d0cf69297180fbb4040e1522e4a3135f8b651415afb35f86124ef"
 
 [metadata.files]
 anyio = [
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-    {file = "anyio-3.4.0.tar.gz", hash = "sha256:24adc69309fb5779bc1e06158e143e0b6d2c56b302a3ac3de3083c705a6ed39d"},
+    {file = "anyio-3.5.0-py3-none-any.whl", hash = "sha256:b5fa16c5ff93fa1046f2eeb5bbff2dad4d3514d6cda61d02816dba34fa8c3c2e"},
+    {file = "anyio-3.5.0.tar.gz", hash = "sha256:a0aeffe2fb1fdf374a8e4b471444f0f3ac4fb9f5a5b542b48824475e0042a5a6"},
 ]
 asgiref = [
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-    {file = "asgiref-3.4.1.tar.gz", hash = "sha256:4ef1ab46b484e3c706329cedeff284a5d40824200638503f5768edb6de7d58e9"},
+    {file = "asgiref-3.5.0-py3-none-any.whl", hash = "sha256:88d59c13d634dcffe0510be048210188edd79aeccb6a6c9028cdad6f31d730a9"},
+    {file = "asgiref-3.5.0.tar.gz", hash = "sha256:2f8abc20f7248433085eda803936d98992f1343ddb022065779f37c5da0181d0"},
 ]
 beautifulsoup4 = [
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@@ -904,8 +899,8 @@ cffi = [
     {file = "cffi-1.15.0.tar.gz", hash = "sha256:920f0d66a896c2d99f0adbb391f990a84091179542c205fa53ce5787aff87954"},
 ]
 charset-normalizer = [
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-    {file = "charset_normalizer-2.0.9-py3-none-any.whl", hash = "sha256:1eecaa09422db5be9e29d7fc65664e6c33bd06f9ced7838578ba40d58bdf3721"},
+    {file = "charset-normalizer-2.0.11.tar.gz", hash = "sha256:98398a9d69ee80548c762ba991a4728bfc3836768ed226b3945908d1a688371c"},
+    {file = "charset_normalizer-2.0.11-py3-none-any.whl", hash = "sha256:2842d8f5e82a1f6aa437380934d5e1cd4fcf2003b06fed6940769c164a480a45"},
 ]
 click = [
     {file = "click-8.0.3-py3-none-any.whl", hash = "sha256:353f466495adaeb40b6b5f592f9f91cb22372351c84caeb068132442a4518ef3"},
@@ -939,8 +934,8 @@ fastapi = [
     {file = "fastapi-0.70.1.tar.gz", hash = "sha256:21d03979b5336375c66fa5d1f3126c6beca650d5d2166fbb78345a30d33c8d06"},
 ]
 h11 = [
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-    {file = "h11-0.12.0.tar.gz", hash = "sha256:47222cb6067e4a307d535814917cd98fd0a57b6788ce715755fa2b6c28b56042"},
+    {file = "h11-0.13.0-py3-none-any.whl", hash = "sha256:8ddd78563b633ca55346c8cd41ec0af27d3c79931828beffb46ce70a379e7442"},
+    {file = "h11-0.13.0.tar.gz", hash = "sha256:70813c1135087a248a4d38cc0e1a0181ffab2188141a93eaf567940c3957ff06"},
 ]
 idna = [
     {file = "idna-3.3-py3-none-any.whl", hash = "sha256:84d9dd047ffa80596e0f246e2eab0b391788b0503584e8945f2368256d2735ff"},
@@ -1234,31 +1229,27 @@ packaging = [
     {file = "packaging-21.3.tar.gz", hash = "sha256:dd47c42927d89ab911e606518907cc2d3a1f38bbd026385970643f9c5b8ecfeb"},
 ]
 pandas = [
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-    {file = "pandas-1.3.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2651d75b9a167cc8cc572cf787ab512d16e316ae00ba81874b560586fa1325e0"},
-    {file = "pandas-1.3.5-cp310-cp310-win_amd64.whl", hash = "sha256:aaf183a615ad790801fa3cf2fa450e5b6d23a54684fe386f7e3208f8b9bfbef6"},
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-    {file = "pandas-1.3.5-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5f261553a1e9c65b7a310302b9dbac31cf0049a51695c14ebe04e4bfd4a96f02"},
-    {file = "pandas-1.3.5-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8b6dbec5f3e6d5dc80dcfee250e0a2a652b3f28663492f7dab9a24416a48ac39"},
-    {file = "pandas-1.3.5-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d3bc49af96cd6285030a64779de5b3688633a07eb75c124b0747134a63f4c05f"},
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-    {file = "pandas-1.3.5-cp38-cp38-win_amd64.whl", hash = "sha256:a395692046fd8ce1edb4c6295c35184ae0c2bbe787ecbe384251da609e27edcb"},
-    {file = "pandas-1.3.5-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:bd971a3f08b745a75a86c00b97f3007c2ea175951286cdda6abe543e687e5f2f"},
-    {file = "pandas-1.3.5-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:37f06b59e5bc05711a518aa10beaec10942188dccb48918bb5ae602ccbc9f1a0"},
-    {file = "pandas-1.3.5-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2c21778a688d3712d35710501f8001cdbf96eb70a7c587a3d5613573299fdca6"},
-    {file = "pandas-1.3.5-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:3345343206546545bc26a05b4602b6a24385b5ec7c75cb6059599e3d56831da2"},
-    {file = "pandas-1.3.5-cp39-cp39-win32.whl", hash = "sha256:c69406a2808ba6cf580c2255bcf260b3f214d2664a3a4197d0e640f573b46fd3"},
-    {file = "pandas-1.3.5-cp39-cp39-win_amd64.whl", hash = "sha256:32e1a26d5ade11b547721a72f9bfc4bd113396947606e00d5b4a5b79b3dcb006"},
-    {file = "pandas-1.3.5.tar.gz", hash = "sha256:1e4285f5de1012de20ca46b188ccf33521bff61ba5c5ebd78b4fb28e5416a9f1"},
+    {file = "pandas-1.4.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:de62cf699122dcef175988f0714678e59c453dc234c5b47b7136bfd7641e3c8c"},
+    {file = "pandas-1.4.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:46a18572f3e1cb75db59d9461940e9ba7ee38967fa48dd58f4139197f6e32280"},
+    {file = "pandas-1.4.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:73f7da2ccc38cc988b74e5400b430b7905db5f2c413ff215506bea034eaf832d"},
+    {file = "pandas-1.4.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5229c95db3a907451dacebc551492db6f7d01743e49bbc862f4a6010c227d187"},
+    {file = "pandas-1.4.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fe454180ad31bbbe1e5d111b44443258730467f035e26b4e354655ab59405871"},
+    {file = "pandas-1.4.0-cp310-cp310-win_amd64.whl", hash = "sha256:784cca3f69cfd7f6bd7c7fdb44f2bbab17e6de55725e9ff36d6f382510dfefb5"},
+    {file = "pandas-1.4.0-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:de8f8999864399529e8514a2e6bfe00fd161f0a667903655552ed12e583ae3cb"},
+    {file = "pandas-1.4.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:0f19504f2783526fb5b4de675ea69d68974e21c1624f4b92295d057a31d5ec5f"},
+    {file = "pandas-1.4.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:f045bb5c6bfaba536089573bf97d6b8ccc7159d951fe63904c395a5e486fbe14"},
+    {file = "pandas-1.4.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5280d057ddae06fe4a3cd6aa79040b8c205cd6dd21743004cf8635f39ed01712"},
+    {file = "pandas-1.4.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1f3b74335390dda49f5d5089fab71958812bf56f42aa27663ee4c16d19f4f1c5"},
+    {file = "pandas-1.4.0-cp38-cp38-win32.whl", hash = "sha256:51e5da3802aaee1aa4254108ffaf1129a15fb3810b7ce8da1ec217c655b418f5"},
+    {file = "pandas-1.4.0-cp38-cp38-win_amd64.whl", hash = "sha256:f103a5cdcd66cb18882ccdc18a130c31c3cfe3529732e7f10a8ab3559164819c"},
+    {file = "pandas-1.4.0-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:4a8d5a200f8685e7ea562b2f022c77ab7cb82c1ca5b240e6965faa6f84e5c1e9"},
+    {file = "pandas-1.4.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:b5af258c7b090cca7b742cf2bd67ad1919aa9e4e681007366c9edad2d6a3d42b"},
+    {file = "pandas-1.4.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:156aac90dd7b303bf0b91bae96c0503212777f86c731e41929c571125d26c8e9"},
+    {file = "pandas-1.4.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2dad075089e17a72391de33021ad93720aff258c3c4b68c78e1cafce7e447045"},
+    {file = "pandas-1.4.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1d59c958d6b8f96fdf850c7821571782168d5acfe75ccf78cd8d1ac15fb921df"},
+    {file = "pandas-1.4.0-cp39-cp39-win32.whl", hash = "sha256:55ec0e192eefa26d823fc25a1f213d6c304a3592915f368e360652994cdb8d9a"},
+    {file = "pandas-1.4.0-cp39-cp39-win_amd64.whl", hash = "sha256:23c04dab11f3c6359cfa7afa83d3d054a8f8c283d773451184d98119ef54da97"},
+    {file = "pandas-1.4.0.tar.gz", hash = "sha256:cdd76254c7f0a1583bd4e4781fb450d0ebf392e10d3f12e92c95575942e37df5"},
 ]
 pathy = [
     {file = "pathy-0.6.1-py3-none-any.whl", hash = "sha256:25fd04cec6393661113086730ce69c789d121bea83ab1aa18452e8fd42faf29a"},
@@ -1353,8 +1344,8 @@ pydantic = [
     {file = "pydantic-1.8.2.tar.gz", hash = "sha256:26464e57ccaafe72b7ad156fdaa4e9b9ef051f69e175dbbb463283000c05ab7b"},
 ]
 pyparsing = [
-    {file = "pyparsing-3.0.6-py3-none-any.whl", hash = "sha256:04ff808a5b90911829c55c4e26f75fa5ca8a2f5f36aa3a51f68e27033341d3e4"},
-    {file = "pyparsing-3.0.6.tar.gz", hash = "sha256:d9bdec0013ef1eb5a84ab39a3b3868911598afa494f5faa038647101504e2b81"},
+    {file = "pyparsing-3.0.7-py3-none-any.whl", hash = "sha256:a6c06a88f252e6c322f65faf8f418b16213b51bdfaece0524c1c1bc30c63c484"},
+    {file = "pyparsing-3.0.7.tar.gz", hash = "sha256:18ee9022775d270c55187733956460083db60b37d0d0fb357445f3094eed3eea"},
 ]
 pyspark = [
     {file = "pyspark-3.2.0.tar.gz", hash = "sha256:bfea06179edbfb4bc76a0f470bd3c38e12f00e1023e3ad0373558d07cff102ab"},
@@ -1459,8 +1450,8 @@ rapidfuzz = [
     {file = "rapidfuzz-1.8.3.tar.gz", hash = "sha256:e85fa8110dc1271b7f193f225e5c6c63be81c3cf1a48648d01ed5d55955fbc4c"},
 ]
 requests = [
-    {file = "requests-2.26.0-py2.py3-none-any.whl", hash = "sha256:6c1246513ecd5ecd4528a0906f910e8f0f9c6b8ec72030dc9fd154dc1a6efd24"},
-    {file = "requests-2.26.0.tar.gz", hash = "sha256:b8aa58f8cf793ffd8782d3d8cb19e66ef36f7aba4353eec859e74678b01b07a7"},
+    {file = "requests-2.27.1-py2.py3-none-any.whl", hash = "sha256:f22fa1e554c9ddfd16e6e41ac79759e17be9e492b3587efa038054674760e72d"},
+    {file = "requests-2.27.1.tar.gz", hash = "sha256:68d7c56fd5a8999887728ef304a6d12edc7be74f1cfa47714fc8b414525c9a61"},
 ]
 s3transfer = [
     {file = "s3transfer-0.5.0-py3-none-any.whl", hash = "sha256:9c1dc369814391a6bda20ebbf4b70a0f34630592c9aa520856bf384916af2803"},
@@ -1607,8 +1598,8 @@ ujson = [
     {file = "ujson-4.3.0.tar.gz", hash = "sha256:baee56eca35cb5fbe02c28bd9c0936be41a96fa5c0812d9d4b7edeb5c3d568a0"},
 ]
 urllib3 = [
-    {file = "urllib3-1.26.7-py2.py3-none-any.whl", hash = "sha256:c4fdf4019605b6e5423637e01bc9fe4daef873709a7973e195ceba0a62bbc844"},
-    {file = "urllib3-1.26.7.tar.gz", hash = "sha256:4987c65554f7a2dbf30c18fd48778ef124af6fab771a377103da0585e2336ece"},
+    {file = "urllib3-1.26.8-py2.py3-none-any.whl", hash = "sha256:000ca7f471a233c2251c6c7023ee85305721bfdf18621ebff4fd17a8653427ed"},
+    {file = "urllib3-1.26.8.tar.gz", hash = "sha256:0e7c33d9a63e7ddfcb86780aac87befc2fbddf46c58dbb487e0855f7ceec283c"},
 ]
 uvicorn = [
     {file = "uvicorn-0.16.0-py3-none-any.whl", hash = "sha256:d8c839231f270adaa6d338d525e2652a0b4a5f4c2430b5c4ef6ae4d11776b0d2"},
diff --git a/pyproject.toml b/pyproject.toml
index 0dc2d10..02ae404 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,7 +5,7 @@ description = ""
 authors = ["Daoud Clarke <daoud.clarke@gmail.com>"]
 
 [tool.poetry.dependencies]
-python = "^3.9"
+python = "^3.10"
 pandas = "^1.3.4"
 zstandard = "^0.16.0"
 mmh3 = "^3.0.0"