From 633769b8d12ecd56917f894b338e928bc96a88ac Mon Sep 17 00:00:00 2001
From: Dave <davepeck@gmail.com>
Date: Thu, 1 Feb 2024 10:53:31 -0800
Subject: [PATCH] Slight data updates

---
 notebooks/slifka.ipynb | 54 +++++++++++++++++++++++-------------------
 1 file changed, 30 insertions(+), 24 deletions(-)

diff --git a/notebooks/slifka.ipynb b/notebooks/slifka.ipynb
index 923a569..ba82669 100644
--- a/notebooks/slifka.ipynb
+++ b/notebooks/slifka.ipynb
@@ -18,14 +18,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 18287/18287 [00:00<00:00, 952597.40it/s]"
+      "100%|██████████| 18287/18287 [00:00<00:00, 1235801.20it/s]"
      ]
     },
     {
@@ -121,14 +121,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 70659611/70659611 [04:29<00:00, 262293.44it/s]"
+      "100%|██████████| 70659611/70659611 [04:32<00:00, 259776.33it/s]"
      ]
     },
     {
@@ -233,14 +233,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 4643882/4643882 [00:05<00:00, 808163.79it/s]"
+      "100%|██████████| 4643882/4643882 [00:06<00:00, 691777.95it/s]"
      ]
     },
     {
@@ -280,14 +280,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 4643882/4643882 [00:09<00:00, 505675.05it/s]"
+      "100%|██████████| 4643882/4643882 [00:09<00:00, 495751.89it/s]\n"
      ]
     },
     {
@@ -296,13 +296,6 @@
      "text": [
       "Saved to ../data/weekly-contributions-2020.csv\n"
      ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\n"
-     ]
     }
    ],
    "source": [
@@ -370,7 +363,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -405,7 +398,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -436,7 +429,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -477,16 +470,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 1250295/1250295 [00:01<00:00, 1022021.36it/s]\n",
-      "100%|██████████| 1250295/1250295 [00:01<00:00, 1032787.78it/s]\n",
-      "100%|██████████| 1250295/1250295 [00:01<00:00, 1050511.00it/s]"
+      "100%|██████████| 1250295/1250295 [00:01<00:00, 810089.33it/s] \n",
+      "100%|██████████| 1250295/1250295 [00:01<00:00, 1051498.90it/s]\n",
+      "100%|██████████| 1250295/1250295 [00:01<00:00, 1054138.85it/s]"
      ]
     },
     {
@@ -495,7 +488,15 @@
      "text": [
       "Found 8 contributors who gave >= $100,000\n",
       "Found 332 contributors who gave >= $25,000\n",
-      "Found 7889 contributors who gave >= $5,000\n"
+      "Found 7889 contributors who gave >= $5,000\n",
+      "BELL, LEONARD (WOODBRIDGE, CT) gave $138,486.00 in 137 contributions\n",
+      "ROWE, KEVIN (SANTA FE, NM) gave $110,597.00 in 42 contributions\n",
+      "FINK, DAVID (LOS ANGELES, CA) gave $126,000.00 in 45 contributions\n",
+      "BEKENSTEIN, JOSHUA (WAYLAND, MA) gave $131,500.00 in 47 contributions\n",
+      "KLARMAN, SETH (BOSTON, MA) gave $129,800.00 in 47 contributions\n",
+      "SIMONS, NAT (BERKELEY, CA) gave $112,000.00 in 40 contributions\n",
+      "SRIKANT, RAM (CUPERTINO, CA) gave $117,500.00 in 43 contributions\n",
+      "RANDALL, GIOVANNA (NEW YORK, NY) gave $109,200.00 in 39 contributions\n"
      ]
     },
     {
@@ -531,7 +532,12 @@
     "\n",
     "print(f\"Found {len(big_100k_contributors)} contributors who gave >= $100,000\")\n",
     "print(f\"Found {len(big_25k_contributors)} contributors who gave >= $25,000\")\n",
-    "print(f\"Found {len(big_5k_contributors)} contributors who gave >= $5,000\")"
+    "print(f\"Found {len(big_5k_contributors)} contributors who gave >= $5,000\")\n",
+    "\n",
+    "# Okay, I gotta know -- who *are* the biggest contributors?\n",
+    "for contributor, contributions in big_100k_contributors.items():\n",
+    "  total = sum(amount_usd for _, _, amount_usd in contributions)\n",
+    "  print(f\"{contributor.name} ({contributor.city}, {contributor.state}) gave ${total:,.2f} in {len(contributions)} contributions\")"
    ]
   }
  ],