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‎docs/clean-prep/voluptuous.ipynb‎

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@@ -27,7 +27,15 @@
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"metadata": {
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"execution": {
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"iopub.execute_input": "2025-11-18T22:31:17.573145Z",
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}
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},
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"outputs": [],
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"source": [
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"import logging\n",
@@ -62,7 +70,15 @@
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"metadata": {
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"execution": {
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}
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},
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"outputs": [],
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"source": [
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"logger = logging.getLogger(0)\n",
@@ -80,7 +96,15 @@
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"metadata": {
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"execution": {
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"iopub.execute_input": "2025-11-18T22:31:18.095921Z",
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}
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},
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"outputs": [],
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"source": [
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"sales = pd.read_csv('https://raw.githubusercontent.com/kjam/data-cleaning-101/master/data/sales_data.csv')"
@@ -96,7 +120,15 @@
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"shell.execute_reply.started": "2025-11-18T22:31:18.426831Z"
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}
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},
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"outputs": [
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{
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"data": {
@@ -211,7 +243,15 @@
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"metadata": {
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"execution": {
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},
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"outputs": [
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{
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"data": {
@@ -247,7 +287,15 @@
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"metadata": {
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"execution": {
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"iopub.execute_input": "2025-11-18T22:31:18.450998Z",
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}
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},
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"outputs": [],
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"source": [
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"schema = Schema(\n",
@@ -261,7 +309,15 @@
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {},
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},
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"outputs": [
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{
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"name": "stderr",
@@ -361,7 +417,15 @@
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{
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"cell_type": "code",
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"execution_count": 8,
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"metadata": {},
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"metadata": {
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"execution": {
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}
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},
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"outputs": [
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{
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"data": {
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{
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"cell_type": "code",
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"execution_count": 9,
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"metadata": {},
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"metadata": {
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"execution": {
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"iopub.execute_input": "2025-11-18T22:31:18.482964Z",
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}
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},
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"outputs": [],
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"source": [
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"def ValidDate(fmt=\"%Y-%m-%d %H:%M:%S\"):\n",
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"def valid_date(fmt=\"%Y-%m-%d %H:%M:%S\"):\n",
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" return lambda v: datetime.strptime(v, fmt)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 10,
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"metadata": {},
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"metadata": {
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"execution": {
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"outputs": [],
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"source": [
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"schema = Schema(\n",
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" {\n",
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" Required(\"timestamp\"): All(ValidDate()),\n",
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" Required(\"timestamp\"): All(valid_date()),\n",
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" },\n",
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" extra=ALLOW_EXTRA,\n",
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" extra = ALLOW_EXTRA,\n",
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")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 11,
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}
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},
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"outputs": [],
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"source": [
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"error_count = 0\n",
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{
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"cell_type": "code",
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"execution_count": 12,
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"metadata": {},
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"metadata": {
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}
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},
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"outputs": [
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{
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"data": {
@@ -467,10 +563,18 @@
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{
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"cell_type": "code",
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"execution_count": 13,
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"metadata": {},
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"metadata": {
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"execution": {
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"iopub.execute_input": "2025-11-18T22:31:18.498347Z",
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}
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},
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"outputs": [],
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"source": [
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"def ValidDate(fmt=\"%Y-%m-%d %H:%M:%S\"):\n",
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"def valid_date(fmt=\"%Y-%m-%d %H:%M:%S\"):\n",
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" def validation_func(v):\n",
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" try:\n",
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" assert datetime.strptime(v, fmt) <= datetime.now()\n",
@@ -483,21 +587,37 @@
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{
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"cell_type": "code",
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"execution_count": 14,
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"metadata": {},
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"metadata": {
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"execution": {
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}
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},
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"outputs": [],
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"source": [
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"schema = Schema(\n",
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" {\n",
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" Required(\"timestamp\"): All(ValidDate()),\n",
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" Required(\"timestamp\"): All(valid_date()),\n",
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" },\n",
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" extra=ALLOW_EXTRA,\n",
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" extra = ALLOW_EXTRA,\n",
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")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 15,
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"metadata": {},
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"metadata": {
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"execution": {
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"iopub.execute_input": "2025-11-18T22:31:18.502983Z",
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}
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},
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"outputs": [],
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"source": [
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"error_count = 0\n",
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{
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"cell_type": "code",
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"execution_count": 16,
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"metadata": {},
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"metadata": {
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}
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},
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"outputs": [
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{
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"data": {
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.11.4"
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"version": "3.11.13"
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},
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"latex_envs": {
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"LaTeX_envs_menu_present": true,

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