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2026-05-21 08:40:24 -04:00
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{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"id": "ab78f088-380c-49ef-8542-0e9428eb29aa",
"metadata": {},
"outputs": [],
"source": [
"import plotly.express as px\n",
"import pandas as pd\n",
"import numpy as np"
]
},
{
"cell_type": "markdown",
"id": "c9603e4d-4f96-41ba-bb45-f006763fff43",
"metadata": {},
"source": [
"Data source: https://pasbdc.neoserra.com/activity/list/7?__formid=7&remove=&savename=&sort=DATE&sortdir=DESC&expr=&field_1=DATE&opt_auto_1=pfy&field_2=TYPE&opt_2=&opt_2=32&field_3=F_CENTER_ID&opt_3=-1&field_4=&sortdir=DESC"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "a72c8bb6-0c90-42ac-bfa2-f913e083717f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total letters: 298\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Milestone Date</th>\n",
" <th>Type</th>\n",
" <th>Client</th>\n",
" <th>Client ID</th>\n",
" <th>Center</th>\n",
" <th>Counselor</th>\n",
" <th>Affirmation</th>\n",
" <th>Attribution Date</th>\n",
" <th>Attribution Source</th>\n",
" <th>Notes</th>\n",
" <th>Attribution Signature</th>\n",
" <th>Attribution Statement</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>9/30/2025 12:00 AM</td>\n",
" <td>Leg. Letter</td>\n",
" <td>Jones, Josephine (WD08182)</td>\n",
" <td>WD08182</td>\n",
" <td>WD - WIDENER SBDC</td>\n",
" <td>Daniel, Tim</td>\n",
" <td>Email</td>\n",
" <td>NaN</td>\n",
" <td>Email from Client</td>\n",
" <td>My name is Josephine Jones and I am the owner ...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>9/30/2025 12:00 AM</td>\n",
" <td>Leg. Letter</td>\n",
" <td>Afrvbz LLC (WD07771)</td>\n",
" <td>WD07771</td>\n",
" <td>WD - WIDENER SBDC</td>\n",
" <td>Daniel, Tim</td>\n",
" <td>Email</td>\n",
" <td>NaN</td>\n",
" <td>Email from Client</td>\n",
" <td>My name is Rasaq Lawal and I am the owner of A...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>9/30/2025 12:00 AM</td>\n",
" <td>Leg. Letter</td>\n",
" <td>Hillian, DWAYNE (WD08319)</td>\n",
" <td>WD08319</td>\n",
" <td>WD - WIDENER SBDC</td>\n",
" <td>Daniel, Tim</td>\n",
" <td>Email</td>\n",
" <td>NaN</td>\n",
" <td>Email from Client</td>\n",
" <td>My name is DWAYNE Hillian and I am the owner o...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>9/30/2025 12:00 AM</td>\n",
" <td>Leg. Letter</td>\n",
" <td>Scioli, Joanne (WD08318)</td>\n",
" <td>WD08318</td>\n",
" <td>WD - WIDENER SBDC</td>\n",
" <td>Daniel, Tim</td>\n",
" <td>Email</td>\n",
" <td>NaN</td>\n",
" <td>Email from Client</td>\n",
" <td>My name is Joanne Scioli and I am the owner of...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>9/30/2025 12:00 AM</td>\n",
" <td>Leg. Letter</td>\n",
" <td>INCOME + ESTATE PLANNING PARTNERS, P.A. (WD06115)</td>\n",
" <td>WD06115</td>\n",
" <td>WD - WIDENER SBDC</td>\n",
" <td>Daniel, Tim</td>\n",
" <td>Email</td>\n",
" <td>NaN</td>\n",
" <td>Email from Client</td>\n",
" <td>My name is Craig Lytle and I am the owner of I...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Milestone Date Type \\\n",
"0 9/30/2025 12:00 AM Leg. Letter \n",
"1 9/30/2025 12:00 AM Leg. Letter \n",
"2 9/30/2025 12:00 AM Leg. Letter \n",
"3 9/30/2025 12:00 AM Leg. Letter \n",
"4 9/30/2025 12:00 AM Leg. Letter \n",
"\n",
" Client Client ID \\\n",
"0 Jones, Josephine (WD08182) WD08182 \n",
"1 Afrvbz LLC (WD07771) WD07771 \n",
"2 Hillian, DWAYNE (WD08319) WD08319 \n",
"3 Scioli, Joanne (WD08318) WD08318 \n",
"4 INCOME + ESTATE PLANNING PARTNERS, P.A. (WD06115) WD06115 \n",
"\n",
" Center Counselor Affirmation Attribution Date \\\n",
"0 WD - WIDENER SBDC Daniel, Tim Email NaN \n",
"1 WD - WIDENER SBDC Daniel, Tim Email NaN \n",
"2 WD - WIDENER SBDC Daniel, Tim Email NaN \n",
"3 WD - WIDENER SBDC Daniel, Tim Email NaN \n",
"4 WD - WIDENER SBDC Daniel, Tim Email NaN \n",
"\n",
" Attribution Source Notes \\\n",
"0 Email from Client My name is Josephine Jones and I am the owner ... \n",
"1 Email from Client My name is Rasaq Lawal and I am the owner of A... \n",
"2 Email from Client My name is DWAYNE Hillian and I am the owner o... \n",
"3 Email from Client My name is Joanne Scioli and I am the owner of... \n",
"4 Email from Client My name is Craig Lytle and I am the owner of I... \n",
"\n",
" Attribution Signature Attribution Statement \n",
"0 NaN NaN \n",
"1 NaN NaN \n",
"2 NaN NaN \n",
"3 NaN NaN \n",
"4 NaN NaN "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"let_df = pd.read_csv('leg_letters_milestones.csv')\n",
"\n",
"print(f\"Total letters: {let_df.shape[0]}\")\n",
"let_df.head()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a86a2c54-4ccc-4ed5-8f75-e3167b665811",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
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"display_name": "Python 3 (ipykernel)",
"language": "python",
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},
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@@ -0,0 +1,230 @@
{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"id": "ab78f088-380c-49ef-8542-0e9428eb29aa",
"metadata": {},
"outputs": [],
"source": [
"import plotly.express as px\n",
"import pandas as pd\n",
"import numpy as np"
]
},
{
"cell_type": "markdown",
"id": "c9603e4d-4f96-41ba-bb45-f006763fff43",
"metadata": {},
"source": [
"Data source: https://pasbdc.neoserra.com/activity/list/7?__formid=7&remove=&savename=&sort=DATE&sortdir=DESC&expr=&field_1=DATE&opt_auto_1=pfy&field_2=TYPE&opt_2=&opt_2=32&field_3=F_CENTER_ID&opt_3=-1&field_4=&sortdir=DESC"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "a72c8bb6-0c90-42ac-bfa2-f913e083717f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total letters: 298\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Milestone Date</th>\n",
" <th>Type</th>\n",
" <th>Client</th>\n",
" <th>Client ID</th>\n",
" <th>Center</th>\n",
" <th>Counselor</th>\n",
" <th>Affirmation</th>\n",
" <th>Attribution Date</th>\n",
" <th>Attribution Source</th>\n",
" <th>Notes</th>\n",
" <th>Attribution Signature</th>\n",
" <th>Attribution Statement</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>9/30/2025 12:00 AM</td>\n",
" <td>Leg. Letter</td>\n",
" <td>Jones, Josephine (WD08182)</td>\n",
" <td>WD08182</td>\n",
" <td>WD - WIDENER SBDC</td>\n",
" <td>Daniel, Tim</td>\n",
" <td>Email</td>\n",
" <td>NaN</td>\n",
" <td>Email from Client</td>\n",
" <td>My name is Josephine Jones and I am the owner ...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>9/30/2025 12:00 AM</td>\n",
" <td>Leg. Letter</td>\n",
" <td>Afrvbz LLC (WD07771)</td>\n",
" <td>WD07771</td>\n",
" <td>WD - WIDENER SBDC</td>\n",
" <td>Daniel, Tim</td>\n",
" <td>Email</td>\n",
" <td>NaN</td>\n",
" <td>Email from Client</td>\n",
" <td>My name is Rasaq Lawal and I am the owner of A...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>9/30/2025 12:00 AM</td>\n",
" <td>Leg. Letter</td>\n",
" <td>Hillian, DWAYNE (WD08319)</td>\n",
" <td>WD08319</td>\n",
" <td>WD - WIDENER SBDC</td>\n",
" <td>Daniel, Tim</td>\n",
" <td>Email</td>\n",
" <td>NaN</td>\n",
" <td>Email from Client</td>\n",
" <td>My name is DWAYNE Hillian and I am the owner o...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>9/30/2025 12:00 AM</td>\n",
" <td>Leg. Letter</td>\n",
" <td>Scioli, Joanne (WD08318)</td>\n",
" <td>WD08318</td>\n",
" <td>WD - WIDENER SBDC</td>\n",
" <td>Daniel, Tim</td>\n",
" <td>Email</td>\n",
" <td>NaN</td>\n",
" <td>Email from Client</td>\n",
" <td>My name is Joanne Scioli and I am the owner of...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>9/30/2025 12:00 AM</td>\n",
" <td>Leg. Letter</td>\n",
" <td>INCOME + ESTATE PLANNING PARTNERS, P.A. (WD06115)</td>\n",
" <td>WD06115</td>\n",
" <td>WD - WIDENER SBDC</td>\n",
" <td>Daniel, Tim</td>\n",
" <td>Email</td>\n",
" <td>NaN</td>\n",
" <td>Email from Client</td>\n",
" <td>My name is Craig Lytle and I am the owner of I...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Milestone Date Type \\\n",
"0 9/30/2025 12:00 AM Leg. Letter \n",
"1 9/30/2025 12:00 AM Leg. Letter \n",
"2 9/30/2025 12:00 AM Leg. Letter \n",
"3 9/30/2025 12:00 AM Leg. Letter \n",
"4 9/30/2025 12:00 AM Leg. Letter \n",
"\n",
" Client Client ID \\\n",
"0 Jones, Josephine (WD08182) WD08182 \n",
"1 Afrvbz LLC (WD07771) WD07771 \n",
"2 Hillian, DWAYNE (WD08319) WD08319 \n",
"3 Scioli, Joanne (WD08318) WD08318 \n",
"4 INCOME + ESTATE PLANNING PARTNERS, P.A. (WD06115) WD06115 \n",
"\n",
" Center Counselor Affirmation Attribution Date \\\n",
"0 WD - WIDENER SBDC Daniel, Tim Email NaN \n",
"1 WD - WIDENER SBDC Daniel, Tim Email NaN \n",
"2 WD - WIDENER SBDC Daniel, Tim Email NaN \n",
"3 WD - WIDENER SBDC Daniel, Tim Email NaN \n",
"4 WD - WIDENER SBDC Daniel, Tim Email NaN \n",
"\n",
" Attribution Source Notes \\\n",
"0 Email from Client My name is Josephine Jones and I am the owner ... \n",
"1 Email from Client My name is Rasaq Lawal and I am the owner of A... \n",
"2 Email from Client My name is DWAYNE Hillian and I am the owner o... \n",
"3 Email from Client My name is Joanne Scioli and I am the owner of... \n",
"4 Email from Client My name is Craig Lytle and I am the owner of I... \n",
"\n",
" Attribution Signature Attribution Statement \n",
"0 NaN NaN \n",
"1 NaN NaN \n",
"2 NaN NaN \n",
"3 NaN NaN \n",
"4 NaN NaN "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"let_df = pd.read_csv('leg_letters_milestones.csv')\n",
"\n",
"print(f\"Total letters: {let_df.shape[0]}\")\n",
"let_df.head()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a86a2c54-4ccc-4ed5-8f75-e3167b665811",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
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"language": "python",
"name": "python3"
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