diff --git a/notebooks/event_study.ipynb b/notebooks/event_study.ipynb
index 6166df5..5490235 100644
--- a/notebooks/event_study.ipynb
+++ b/notebooks/event_study.ipynb
@@ -4,7 +4,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "# `duckreg` for panel data: Applying Mundlak Regression to estimate Event Studies at scale"
+ "# `duckreg` for panel data: Applying Mundlak Regression to perform event studies at scale"
]
},
{
@@ -16,7 +16,7 @@
"data": {
"text/html": [
"\n",
- "
\n",
+ " \n",
" \n",
@@ -56,7 +56,7 @@
"data": {
"text/html": [
"\n",
- " \n",
+ " \n",
" \n",
@@ -130,7 +130,7 @@
" ) # Stronger effects on weekends\n",
" day_pattern = np.tile(day_effects, num_periods // 7 + 1)[:num_periods]\n",
"\n",
- " # Generate autoregressive structure\n",
+ " # Generate autoregressive structure in errors - IID won't work here\n",
" ar_coef_time = 0.2\n",
" ar_noise_time = np.random.normal(0, sigma_time, num_periods)\n",
" time_intercepts = np.zeros(num_periods)\n",
@@ -196,135 +196,85 @@
" print(f\"Data loaded into DuckDB database: {db_name}\")"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Generate some data with 'sharkfin' temporal heterogeneity "
+ ]
+ },
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 9,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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FV98w0RUxIikBgGFiGIbu+cMOGYb0mZmFmlM82uyQhlTXnBIqJYgNSQkADJM/bqvRxn0fyZlp1Z2XTTc7nCHXNaeESgliQ1ICAMOg3R/QDzqXAH/twikaPzLL5IiGXlefEioliE1qTvkGkDxcqdefozc/f3WfPjzWpoIcp74+/3SzwxkWXR1dqZQgNiQlAMzjdksej9lRDLnapnatfGWPJOnOy6ZH9oRJdeFdgll9g1hx+QYAhth9a3er1RfQxyaO1JWzCs0OZ9i4uq2+MQzD5GiQDEhKAGAIbT14XL/Z8qEkaflnzpbFkrpLgE8UTkqChuTtSJ/meBg4khIA5mlvl664InS0t5sdzaALLQHeLkn63MfGa2bRSHMDGmbdL1MxrwSxSI8LmwASUyAgvfhi13mK+d//O6wtB47LZbfpjktTfwnwiWxWi5yZVrX7g2r1BXSa2QEh4VEpAYAh0Orr0L1/3CVJuvmTU5Wf4zQ5InOElwXTqwSxICkBgCGwav37OtLYrgmjsnTjP0w2OxzTRBqo0dUVMSApAYBB1tjm18//9r4k6a7Lz5Iz02ZyROZhUz7Eg6QEAAbZM5sOyOMLaFr+CF12ToHZ4ZiKTfkQD5ISABhE/kBQj7+2X5J04wWT02oJcG+6Ws2TlKB/JCUAMIhefOeIjjS2Ky/bkVaN0qLpajXP5Rv0jyXBAMzjdksp1OnTMAz9/NV9kqTFZZPkyEjfuSRh4VbzVEoQCyolADBI3th/TG9/2ChHhlXXf3yS2eEkBColiMeAkpKVK1equLhYTqdT8+bN06ZNm2K63zPPPCOLxaKrrrpqIN8WABLaI50rbj4/e4JGu+0mR5MYIpvy+UlK0L+4k5I1a9aosrJSy5cv15YtWzRz5kwtWLBAdXV1fd5v//79uu2223TBBRcMOFgAKaa9XfrCF0JHkreZ39fg0cs7ayVJX/lE+vYlOVFXpYTLN+hf3EnJQw89pCVLlqiiokIlJSVatWqVXC6XVq9eHfU+gUBA119/ve6++26dfvrppxQwgBQSCEi//nXoSPI284/9fZ8MQ/rU9LGaOjbb7HASRjgpaaVPCWIQV1Li8/m0efNmlZeXdz2A1ary8nJt2LAh6v3uuecejR07VjfeeGNM38fr9aqpqanHAQCJ6nirT8++GdoJ+Ktp3L21N+FN+aiUIBZxJSUNDQ0KBALKz8/vcXt+fr5qamp6vc+rr76qn//853rkkUdi/j5VVVXKzc2NHEVFRfGECQDD6ulNB9TmD6hkXI7KprDtXHduB5USxG5IV980Nzfry1/+sh555BHl5eXFfL+lS5eqsbExchw8eHAIowSAgfN1BPVEZ7O0r9Is7SQuNuRDHOLqU5KXlyebzaba2toet9fW1qqg4ORWynv37tX+/fv1mc98JnJbMBgMfeOMDO3evVtTpkw56X4Oh0MOhyOe0ADAFM+/fVi1TV6NHeHQP86gWdqJ2PsG8YirUmK32zV79mxVV1dHbgsGg6qurlZZWdlJ46dPn6533nlHW7dujRyf/exn9clPflJbt27lsgyApGYYhh79W2eztPOLZc+g9dOJIrsEUylBDOLu6FpZWanFixertLRUc+fO1YoVK+TxeFRRUSFJWrRokcaPH6+qqio5nU6dc845Pe4/cuRISTrpdgBINhveP6odR5qUlWnT9fMmmh1OQoqsvqF5GmIQd1KycOFC1dfXa9myZaqpqdGsWbO0du3ayOTXAwcOyGrl0wKAGLhcUktL13mS+XlnleSa2RM00kWztN64mVOCOFgMI/E3nmhqalJubq4aGxuVk5NjdjgAoL31Lbr4wfWyWKS//PtFmpznNjukhHS0xavZ33tZkrT3B5fLZmUicDqJ9+83JQ0AGIDwxnvlZ+WTkPQh3GZeYlM+9I+kBIB5vF7phhtCh9drdjQx+8jj02820ywtFo4Mq8LFEXqVoD8kJQDM09EhPfFE6OhInk/RT73+gbwdQZ07PldzJ482O5yEZrFYIvNKSErQH5ISAIiDtyOgJzZ8IIlmabGKLAum1Tz6QVICAHH4362H1dDiVUGOU5efO87scJKCi0oJYkRSAgAxMgwjMsH1hk8UK9PGW2gswr1KWBaM/vAbBQAxenVPg3bVNMtlt+m6uTRLi1VkTgkN1NAPkhIAiFG4pfwXS4uUm5VpcjTJg1bziBVJCQDE4N3aZq1/t14Wi/SVT7AMOB5syodYxd1mHgAGjcsl1dV1nSew1Z1zSRaUFGjiaYkda6JhTgliRVICwDwWizRmjNlR9Ku+2avfvnVIUmgZMOLDpnyIFZdvAKAfv3j9A/k6gppZNFKzJ40yO5yk43KwKR9iQ1ICwDxer3TzzaEjQdvMt/sD+sXrnc3S/oFmaQPhplKCGJGUADBPR4f005+GjgRtM/+7tw7pqMen8SOzdNk5BWaHk5TCzdOolKA/JCUAEIVhGHq0c4JrxSeKlUGztAFxdy4JpqMr+sNvGABEsf7deu2pa1G2I0NfnFNkdjhJq6vNPJUS9I2kBACiCDdLWzinSDlOmqUNFJUSxIqkBAB6sfNIk17d0yCrRbrh/GKzw0lqWZmdc0rYJRj9ICkBgF78ZvOHkqQFZxeoaDTN0k4FlRLEiqQEAE5gGIb+tKNGknTlrEKTo0l+kdU3VErQDzq6AjBPVpa0b1/XeYLYeaRZBz9qkyPDqgvPTPyOs4mOSgliRVICwDxWq1RcbHYUJ/nT9lCV5MIzx0Q+5WPgws9hR9CQryMoewZFevSOVwYAnCCclCw4m2ZpgyG8943EsmD0jaQEgHl8Pun220OHz2d2NJKkA0dbtaumWTarReVnjTU7nJSQabPK3tl4zsMlHPSBpASAefx+6YEHQoffb3Y0krqqJPMmj9ZIl93kaFKHKzyvhMmu6ANJCQB0w6WboeGO7H9DpQTRkZQAQKf6Zq82HzgmSbrk7HyTo0ktLjuVEvSPpAQAOr20o1aGIc2ckKtxuYmzRDkVuBxUStA/khIA6BS+dHMJl24GnTtcKWH1DfpAUgIAkpra/Xptb4Mk5pMMha6dgqmUIDqSEgCQ9MquOvkDhqaMcWvq2Gyzw0k54TkltJpHX2hVCMA8WVnStm1d5yZi1c3QotU8YkFSAsA8Vqt09tlmR6F2f0DrdtdLIikZKpFN+ZhTgj5w+QZA2nv1vQa1+gIal+vUjAm5ZoeTkiITXb1UShAdlRIA5vH5pB/8IHR+112S3ZwOqpFVNyX5slgspsSQ6sJLgrl8g76QlAAwj98v3X136Pz2201JSjoCQb28s1YSl26GEkuCEQsu3wBIa2/sP6ZjrX6NdGVq7uTRZoeTsrJoM48YkJQASGvhSzcXT89Xho23xKHips08YsBvIIC0ZRiGXtoRvnTDXjdDiTbziAVJCYC0te1Qkw4db1NWpk0XnjnG7HBSGnNKEAuSEgBpK3zpZv6ZY+TMtJkcTWqjzTxiQVICIG1Furiew6WboRbp6MqcEvSBJcEAzON0Sps2dZ0Po/frW/ReXYsyrBZ9ahpJyVCLVEr8AQWDhqxW+sHgZCQlAMxjs0lz5pjyrf+0PTTBtWzKacp1ZZoSQzoJb8hnGFJ7RyCSpADdcfkGQFqKdHGlYdqwyOo2Z8dDq3lEQVICwDw+n3T//aHD5xu2b1vT2K6tB49LCrWWx9CzWi2RagkrcBAN9TMA5vH7pW99K3R+003D1mb+pR2hKsl5E0cqP2d457KkM5c9Q62+AJUSREWlBEDaCc8nYa+b4RVegdPmp1KC3pGUAEgrja1+vf7+UUkkJcMtPLmVSgmiISkBkFaqd9WqI2jozPxsTc5zmx1OWqGrK/ozoKRk5cqVKi4ultPp1Lx587Qp3GegF7/97W9VWlqqkSNHyu12a9asWXryyScHHDAAnIpIwzSqJMMuqzMpoVKCaOJOStasWaPKykotX75cW7Zs0cyZM7VgwQLV1dX1On706NH69re/rQ0bNujtt99WRUWFKioq9Kc//emUgweAeLT5Alr/br0kkhIzuCOt5qmUoHdxJyUPPfSQlixZooqKCpWUlGjVqlVyuVxavXp1r+MvuugiXX311TrrrLM0ZcoU3XrrrZoxY4ZeffXVUw4eAOLx1/fq1e4PavzILJ1dmGN2OGnH1TnRlZ2CEU1cSYnP59PmzZtVXl7e9QBWq8rLy7Vhw4Z+728Yhqqrq7V7925deOGFUcd5vV41NTX1OACkIKdTeuWV0DEMbea7Gqbly2Khzflwc7MpH/oRV5+ShoYGBQIB5ef3bDaUn5+vXbt2Rb1fY2Ojxo8fL6/XK5vNpp/+9Kf69Kc/HXV8VVWV7r777nhCA5CMbDbpoouG5Vv5A0FV7wxdZubSjTlcbMqHfgzL6psRI0Zo69ateuONN/T9739flZWVWrduXdTxS5cuVWNjY+Q4ePDgcIQJIIVt2veRGtv8Gu22a07xaLPDSUvhSgmXbxBNXJWSvLw82Ww21dbW9ri9trZWBQXRP3lYrVZNnTpVkjRr1izt3LlTVVVVuijKJySHwyGHwxFPaACSkd8v/exnofOvfU3KHLqN8cKXbsrPGisbO9Sagjbz6E9clRK73a7Zs2eruro6clswGFR1dbXKyspifpxgMCiv1xvPtwaQinw+6ZZbQscQ7n0TDBr6M11cTUfzNPQn7r1vKisrtXjxYpWWlmru3LlasWKFPB6PKioqJEmLFi3S+PHjVVVVJSk0P6S0tFRTpkyR1+vViy++qCeffFIPP/zw4P4kABDF24caVdPULrfdpk9MzTM7nLQVbjNPpQTRxJ2ULFy4UPX19Vq2bJlqamo0a9YsrV27NjL59cCBA7JauwowHo9HN910kz788ENlZWVp+vTp+sUvfqGFCxcO3k8BAH0IX7q5aNpYOTNtJkeTvlzMKUE/LIZhGGYH0Z+mpibl5uaqsbFROTn0FgBShscjZWeHzltaJPfQtH3/1IPr9H69Rz+6dpaunDV+SL4H+vfangZ96dGNOjM/W3/+5nyzw8EwiPfvN3vfAEhpe+qa9X69R5k2iz45fazZ4aQ1l4M5JegbSQmAlPanzgmu50/JU45z6Fb3oH9syIf+kJQASGlswJc4IhvyMacEUcQ90RUABo3DIT3/fNf5IDt8vE1vf9goi0X6dEl+/3fAkAo3T/N1BOUPBJVp43MxeiIpAWCejAzpiiuG7OH/3FklmT1xlMaMoCGj2cJt5qXQ/je5WSQl6IlXBICU9ScapiUUu82qjM5uum1cwkEvSEoAmMfvlx5/PHT4/YP60O3+gDbt/0hSaFdgmM9isURazXuY7IpekJQAMI/PJ1VUhI5BbjO/u6ZZgaCh09x2TRztGtTHxsC5O5cFt7IsGL0gKQGQknYcaZIknTUuRxYLG/AliiwqJegDSQmAlLQzkpSMMDkSdBdegUOvEvSGpARASgonJSWFbE2RSCJzSrh8g16QlABIOcGgoZ1HmiWFLt8gcUTmlFApQS9ISgCknA+PtanF2yG7zaopY7LNDgfduCKt5qmU4GQkJQBSTniS6xn52XQNTTBdc0pISnAyOroCMI/DIf3qV13ng6T7yhsklnBXV4+Xyzc4GUkJAPNkZEhf+MKgP2xkkitJScLh8g36Ql0TQMrZcZhKSaJydV6+oVKC3lApAWCejg7puedC51dfHaqcnKLGNr8OHW+TRKUkEbmplKAPJCUAzOP1Sl/8Yui8pWVQkpJdnZduxo/MUq4r85QfD4PLxZJg9IHLNwBSyg46uSa08OobD5US9IKkBEBKYZJrYguvvqFSgt6QlABIKSwHTmyuzM6khDbz6AVJCYCU0REI6t3aFknseZOowm3m2SUYvSEpAZAy3m/wyNcRlNtuU9Eol9nhoBeRPiVUStALkhIAKSPcn2T6uBxZrRaTo0FvIhvy+QMyDMPkaJBoWBIMwDx2u/TYY13np4hJrokvXCkJBA15O4Jyds4xASSSEgBmysyUbrhh0B6OSa6JL9zRVQo1UCMpQXdcvgGQMiKVEia5Jiyb1SJnZuhPD63mcSKSEgDm6eiQXnghdHSc2h+ouuZ2NbT4ZLVI0/JpnJbIwtUSWs3jRFy+AWAer1f6x38MnZ9im/nwJNfiPLey7FwSSGQuu00feVgWjJNRKQGQEnYeaZbEJNdkEG41z7JgnIikBEBK2Mkk16RBq3lEQ1ICICXsYDlw0nAzpwRRkJQASHrt/oDer6e9fLII9yphTglORFICIOm9W9usoCGNdts1doTD7HDQD1rNIxqSEgBJL7zypmRcjiwW2ssnOheb8iEKlgQDMI/dLv3kJ13nA9Q1yZX+JMnAHa6UMKcEJyApAWCezEzp5ptP+WFoL59cupqnUSlBT1y+AZDUDMPQrnCPEia5JgW3gzkl6B2VEgDmCQSkv/0tdH7BBZIt/k6sHx5rU7O3Q3abVVPGZA9ygBgK4UoJc0pwIpISAOZpb5c++cnQeUuL5HbH/RDbOye5npGfrUwbxd9kEKmUMKcEJ+A3GEBSo5Nr8snK7KyUsEswTkBSAiCpMck1+VApQTQkJQCS2k7ayycd5pQgGpISAEmrsc2vD4+1SSIpSSbhSkkblRKcgKQEQNLa1VklGT8yS7muTJOjQazCG/J5WBKME5CUAEhadHJNTuG9b9r8AQWChsnRIJGwJBiAeTIzpfvu6zqP087OpmlMck0u4TklUigxyXbwpwghvBIAmMdul26/fcB338Ek16TkzLTKYpEMQ2r1dpCUIGJAl29Wrlyp4uJiOZ1OzZs3T5s2bYo69pFHHtEFF1ygUaNGadSoUSovL+9zPADEoiMQ1O5aKiXJyGKxdM0rYbIruok7KVmzZo0qKyu1fPlybdmyRTNnztSCBQtUV1fX6/h169bpuuuu0yuvvKINGzaoqKhIl1xyiQ4dOnTKwQNIcoGA9MYboSMQ3x+n9xs88nUE5bbbNHG0a4gCxFBxRXYKZlkwusSdlDz00ENasmSJKioqVFJSolWrVsnlcmn16tW9jn/qqad00003adasWZo+fboeffRRBYNBVVdXn3LwAJJce7s0d27oaG+P667hSa7Tx+XIarUMRXQYQm5HeKdgKiXoEldS4vP5tHnzZpWXl3c9gNWq8vJybdiwIabHaG1tld/v1+jRo6OO8Xq9ampq6nEAQHc7WHmT1MKVElrNo7u4kpKGhgYFAgHl5+f3uD0/P181NTUxPcYdd9yhwsLCHonNiaqqqpSbmxs5ioqK4gkTQBrYcTg8yTXX5EgwEOE5JVRK0N2w9im599579cwzz+i5556T0+mMOm7p0qVqbGyMHAcPHhzGKAEkg67lwFRKklEWlRL0Iq51WHl5ebLZbKqtre1xe21trQoKCvq87wMPPKB7771XL7/8smbMmNHnWIfDIYfDEU9oANJIXXO7Glq8slqk6QWsvElGbMqH3sRVKbHb7Zo9e3aPSarhSatlZWVR73fffffpu9/9rtauXavS0tKBRwsA6qqSFOe5I5+4kVzYlA+9ibtjTWVlpRYvXqzS0lLNnTtXK1askMfjUUVFhSRp0aJFGj9+vKqqqiRJ//Vf/6Vly5bp6aefVnFxcWTuSXZ2trKzswfxRwGQLrray1MlSVZuO5vy4WRxJyULFy5UfX29li1bppqaGs2aNUtr166NTH49cOCArNauAszDDz8sn8+na665psfjLF++XN/5zndOLXoAyS0zU1q+vOs8Rl2TXElKkpXLwaZ8ONmAevvecsstuuWWW3r92rp163r8e//+/QP5FgDSgd0uDeDDyU7ayyc9N83T0At2CQaQVNr9Ab3f4JHE5Ztk5qLNPHrBLkgAzBMMSjt3hs7POkuy9v856d3aZgWChka77crPYZVesoq0mWdJMLohKQFgnrY26ZxzQuctLZLb3e9ddnbr5Gqx0F4+WUXmlHD5Bt1w+QZAUmGSa2pg9Q16Q1ICIKl0dXIlKUlmzClBb0hKACQNwzDoUZIiIh1dmVOCbkhKACSND4+1qdnbIbvNqiljaL6YzKiUoDckJQCSxo7OKsnUsdmyZ/D2lcxc9ClBL/itBpA0Ik3TCrl0k+zcnZUSf8CQryNocjRIFCwJBmCezEzpttu6zvsRXnnDfJLk130jxTZfgMoXJJGUADCT3S7df3/Mw3fWdPUoQXKzZ1hlt1nlCwTl8XUo1xX73kdIXaSmAJJCU7tfBz9qk0SPklThcjCvBD2RlAAwTzAo7d8fOoJ9zyvY1dmfpDDXqZEu+9DHhiEXnlfCTsEI4/INAPO0tUmTJ4fO+2kzzyTX1BNegUOreYRRKQGQFJjkmnq6NuWjUoIQkhIASaFrkitJSaroaqBGpQQhJCUAEl5HIKjdNaE5JUxyTR3hVvNsyocwkhIACW9fg0fejqDcdpsmjnaZHQ4GCa3mcSKSEgAJL9xefvq4HFmtFpOjwWBhUz6ciKQEQMLbcYSmaamISglOxJJgAObJyJBuuqnrPIqdnT1KmOSaWtiUDyciKQFgHodDWrmy32GRHiUkJSnFRfM0nIDLNwASWn2zV/XNXlks0rQCLt+kksjqGz+VEoRQKQFgHsOQGhpC53l5kuXkSazhKsnk09yRT9ZIDVRKcCJ+wwGYp7VVGjs2dB6lzXxkkivt5VOOmzklOAGXbwAkNOaTpC6Xg0oJeiIpAZDQSEpSF5USnIikBEDCavcHtLfeI4nlwKkoK7JLMJUShJCUAEhY79W2KBA0NMqVqfwch9nhYJC5Oye60tEVYSQlABJW5NJNYY4svazMQXJzhdvM+wMyDMPkaJAISEoAJKzIypsCLt2konClxDCkdn/Q5GiQCFgSDMA8GRnS4sVd5yfY0a1SgtSTlWmLnHt8HZE5JkhfJCUAzONwSI8/3uuXDMOIXL5hkmtqslotctltavUF1OoNSNlmRwSzcfkGQEL68Fibmts7lGmzaMoY/lqlKldkBQ6TXUFSAsBMhiF5PKHjhImO4SrJGWNHyJ7BW1WqCreap1cJJJISAGZqbZWys0NHa2uPL+3g0k1acEUaqNGrBCQlABLUTia5pgU3rebRDUkJgIS080izJOmscSNMjgRDyUWreXRDUgIg4TS3+3Xgo9DlHPa8SW3hXiW0modEUgIgAe2qCVVJCnOdGumymxwNhlKkqyut5iGSEgAJaMdhJrmmCxeb8qEbkhIACYemaemDTfnQHR1dAZjHZpOuuabrvBMrb9JHpE+Jn0oJSEoAmMnplJ59tsdNHYFgZE4JlZLU52ZOCbrh8g2AhLL/qEfejqBcdpsmjXaZHQ6GmIvVN+iGpARAQtneOcl1esEIWa0Wk6PBUItUSuhTApGUADCTxyNZLKHD45HUvWkal27SQVZm5+obOrpCJCUAEgyTXNNLuM08lRJIJCUAEgwb8aUXNuRDdyQlABJGfbNX9c1eWSyhOSVIfV2VEpISDDApWblypYqLi+V0OjVv3jxt2rQp6tjt27fr85//vIqLi2WxWLRixYqBxgogxYUv3Uw+zR1ZlYHUFunoypJgaABJyZo1a1RZWanly5dry5YtmjlzphYsWKC6urpex7e2tur000/Xvffeq4KCglMOGEDqopNr+gl3dPV2BNURCJocDcwWd1Ly0EMPacmSJaqoqFBJSYlWrVoll8ul1atX9zp+zpw5uv/++3XttdfK4XCccsAAUheTXNNPeEM+ia6uiLOjq8/n0+bNm7V06dLIbVarVeXl5dqwYcOgBeX1euX1eiP/bmpqGrTHBpBAbDbp8ssj512TXJlPki7sNqtsVosCQUOt3oBynJlmhwQTxVUpaWhoUCAQUH5+fo/b8/PzVVNTM2hBVVVVKTc3N3IUFRUN2mMDSCBOp/TCC9ILL6jdlqm99aFeJVy+SR8Wi6XbChzmlaS7hFx9s3TpUjU2NkaOgwcPmh0SgCG2p65FgaChUa5MFeQ4zQ4HwyiyUzArcNJeXJdv8vLyZLPZVFtb2+P22traQZ3E6nA4mH8CpJkdh7smuVostJdPJ+F5JazAQVyVErvdrtmzZ6u6ujpyWzAYVHV1tcrKygY9OAApzuOR3G7J7dZ7+0KXgEu4dJN2qJQgLO5GAJWVlVq8eLFKS0s1d+5crVixQh6PRxUVFZKkRYsWafz48aqqqpIUmhy7Y8eOyPmhQ4e0detWZWdna+rUqYP4owBISq2tkqRdNex5k64ivUqYU5L24k5KFi5cqPr6ei1btkw1NTWaNWuW1q5dG5n8euDAAVmtXQWYw4cP67zzzov8+4EHHtADDzyg+fPna926daf+EwBICbtrmiVlkJSkochEVzblS3sDapl4yy236JZbbun1aycmGsXFxTIMYyDfBkAaaW7vUGZWpqaOzTY7FAwzV2ereSolSMjVNwDS09SxI2TP4G0p3bjZlA+d+O0HkDBompaeXJGJrlRK0h1JCYCEwcqb9OSOLAmmUpLu2IYTgHmsVmn+fL118LiCFgtJSZqiUoIwkhIA5snKUvPal3T1d/4sieXA6codWRJMpSTdcfkGgKnC/UnG5To1ym03ORqYIVIpoaNr2iMpAWCqnUe62ssjPYXbzLP6BiQlAMzj8ehzl35Mm3/8Jc0cxdXkdEWbeYTxLgDAVNlNx5QtaVo+lZJ0RZt5hFEpAWCajkAwcj6tgE6u6crtCM8poVKS7khKAJjmg6OeyPnE09wmRgIzUSlBGEkJANPsqm2JnNusFhMjgZkilRJfgL3S0hxJCQDT7K5pMjsEJICszkpJIGjI2xHsZzRSGUkJANPsPNJsdghIAK5MW+S8jRU4aY2kBIBpdtW26P8KzpBnxnmhlvNISxk2qxydu0MzryS98S4AwBQNLV4dbJeuuuGH0qZNUlaW2SHBRN3nlSB9kZQAMEW4k2vxae7IHySkr8gKHFrNpzWSEgCmCCcl7AwMia6uCCEpAWCKHYeb5PS3q+rfPysVF0utrWaHBBNlUSmBaDMPwCQ7jzTLYkg5tYdCN9CfIq25Ozfla/NTKUlnVEoADLt2f0B761v6H4i04eq8fOOh1XxaIykBMOz21LWoI2go15VpdihIEO7OyzetLAlOayQlAIbdjs5JrtPzR5gcCRKFy0GlBCQlAEyw43BnUjKOpAQhVEogkZQAMEF4OfC0ApYDIyQyp4SkJK2x+gbAsDIMI5KUTB+XI5WUhL5gYZfgdBZuntbK5Zu0RlICYFgdOt6mpvYOZdosmjJprLR9u9khIQG4aDMPcfkGwDAL7ww8ZUy27Bm8BSEkPKeEyzfpjXcEAMMqPMm1pJD5JOjios08RFICYJj12POmtVU6++zQQZv5tBbu6Eqb+fTGnBIAw2pnTSgpOWtcTqi1/I4doS/QZj6tUSmBRKUEwDBqbvfrg6OhishZ7A6Mblz0KYFISgAMo901oUmuBTlOjXbbTY4GicRNpQQiKQEwjCLzSZjkihO4HOFKSUDBIJfy0hVJCYBhE97z5izay+ME4UqJJLX5qZakK5ISAMNmR2ePEuaT4ETOTGukqS+9StIXq28ADItA0NDumm7LgaVQa/lJk7rOkbYsFovc9gy1eDtCreYppqUlkhIAw2Jfg0ft/qCyMm2adJo7dKPLJe3fb2pcSBwuu00t3g4qJWmMyzcAhkXXJnwjZLNSFcHJwsuC21iBk7ZISgAMi65JrswnQe/CDdQ8JCVpi6QEwLDY2VtS0tYmzZkTOtraTIoMiSLcar6VVvNpizklAIZFZCO+7klJMCi9+WbXOdIalRJQKQEw5I62eFXX7JXFIk0vYFkFeheplDDRNW2RlAAYcjs7+5NMGu2S20GBFr2LVEq8VErSFUkJgCG340ijJNrLo29sygeSEgBDLlwpOauApATRudiUL+2RlAAYcmzEh1i4qZSkPS7uAhhS3o6A9tS1SIrSoyQvb5gjQqJyOZhTku5ISgAMqfdqW9QRNJSblalxuc6eX3S7pfp6cwJDwqFSggFdvlm5cqWKi4vldDo1b948bdq0qc/xzz77rKZPny6n06lzzz1XL7744oCCBZB8wp1cS8blyMKme+gDlRLEnZSsWbNGlZWVWr58ubZs2aKZM2dqwYIFqqur63X8a6+9puuuu0433nij3nrrLV111VW66qqrtG3btlMOHkDi67WTK9ALKiWwGIZhxHOHefPmac6cOfrJT34iSQoGgyoqKtK//Mu/6M477zxp/MKFC+XxePT8889Hbvv4xz+uWbNmadWqVTF9z6amJuXm5urw4cPKyTn5jc1ms8np7CoLezyeqI9ltVqVlZU1oLGtra2K9nRZLBa5XK4BjW1ra1Owj26Wbrd7QGPb29sVCET/xBHPWJfLFfmU6/V61dER/U0jnrFZWVmyWkO5sc/nk9/vH5SxTqdTNpst7rF+v18+ny/qWIfDoYyMjLjHdnR0yOv1Rh1rt9uVmZkZ99hAIKD29vaoYzMzM2W32+MeGwwG1dZH2/d4xt7w+Jt642CL7r9mhq6ZPUGtra1dX2xrk66+OnT+3HPKGDFCDodDkmQYRs+xJ4jn9573iN7HJtp7xOvvN6jisTc1dYxbf/jXCyTxHhGWrO8R4b/fjY2Nvf79PokRB6/Xa9hsNuO5557rcfuiRYuMz372s73ep6ioyPjhD3/Y47Zly5YZM2bMiPp92tvbjcbGxshx8OBBQ1LU4/LLL+9xf5fLFXXs/PnzI+Me/dv7hitnVNSxhVPPNr7zv9siR+7YwqhjxxRN6TF2TNGUqGNzxxb2GFs49eyoY105o3qMnXROadSxmY6sHmPPKL2gz+et+9iS8y/pc+xdv9oUGTvzU1f2Ofb2J/8aGTvn8mv7HHvrI3+KjD3/6hv6HHvTT34XGTv/2m/0OXbJg7+MjP30DZV9jl38/dWRsZf/87f7HPul/1wZGXvlrd/rc+wXvvVgZOwXvvVgn2OvvPV7kbFf+s+Vfb/e//nbkbGLv7+6z7GfvqEyMnbJg7/sc+z8a78RGXvTT37X59jzr74hMvbWR/7U59hRpf9oTLrjeWPboeNGXV1d3/8XixdHfj9bWlr6HHvNNdf0+L3v8zkb4HuEYRhGXl5e1LGlpaU9xk6aNCnq2JKSkh5jS0pKoo6dNGlSj7GlpdF/7/Py8nqMnT9/ftSxLperx9jLL7+8z+etu2uuuabPsS0tLZGxixcv7nNsXV1dZOxNN93U51jeI0LHcLxH/OGlv/Y5dvny5ZH/t23btvU59rbbbjMMwzAaGxsNSUZjY6MRi7gmujY0NCgQCCg/P7/H7fn5+dq1a1ev96mpqel1fE1NTdTvU1VVpbvvvjue0AbkhbcPq90fPfNvaPHpsb/vj/y7pT165n+81d9j7PHW6Fl3S3tHj7ENLdEz6XZ/oMfYmsboWWxHMNhjbN1HfW9w1n1s/dHonwYl6ckNB2S1hz5pNnSupIjml5sOyuYKleyPdvaniObXmz9URm7ouTp2qKnPsc9tOST7wdBL9vjB432O/cP/HZGjLtTOvHH/sT7Hrt1WI2fTfklS8/tH+xz70s46/d0XGtvyXkOfY1/ZXa9NltBYz+6+J3O++l6DtjpDY1v39n4pNOz1949qe+f/XfuB6L9HkvTG/mN6t3Os98iRPsduPXhc+zvH+uoP9Tl226EmHeoc29FY2+dYf8BQVqZNU8dmq+nYR32OBU7Ee0TIcLxHnP4JZ59jh0Ncl28OHz6s8ePH67XXXlNZWVnk9m9961tav369Nm7ceNJ97Ha7nnjiCV133XWR237605/q7rvvVm1t729mXq+3R2mqqalJRUVFg3755qmNH2h/TfQXmMViVaaj63F97W0KJYG9jpbdmTWgsX5vuwwjernV7nQNbKzPKyMYPemKZ2ymIytSbu3w+RQMRk/Q4hmbYXdGyq0dfp+CgUEam+mQtbPcGs/YQIdfgY7oCaUt0y6bLSP+sYEOBfzRk09bRqZsGZlxjw0GAurwRy/jWm0Zysi0xz82GFSHL3oCHNdYa4YuPKtQn5iad/IlGY9HCn9oqa1VRm4ul296GZsul28k6YV3jui92q7kg/eIzrHD8B6xsHSCTnNGn4w+HJdv4qqU5OXlyWaznZRM1NbWqqCgoNf7FBQUxDVeCl1nC78xded2u3v8kkQTyxhJun7eJEmTYhoL4NRZLJbov59ut9Tt977Psb3e3fyx3ROJwRzbPfEZzLHdE7XBHBvtPTyWsV/8+NSYvw/MY7Va4/rdiPlx4xlst9s1e/ZsVVdXR24LBoOqrq7uUTnprqysrMd4SXrppZeijgcAAOkp7uZplZWVWrx4sUpLSzV37lytWLFCHo9HFRUVkqRFixZp/PjxqqqqkiTdeuutmj9/vh588EFdccUVeuaZZ/Tmm2/qZz/72eD+JAAAIKnFnZQsXLhQ9fX1WrZsmWpqajRr1iytXbs2Mpn1wIEDkWt6knT++efr6aef1n/8x3/orrvu0hlnnKHf/e53OueccwbvpwCQvOK4jAEgtcXdp8QMca9zBgAApov37ze7BAMAgIRAUgIAABICSQkA87S3S1dcETr6aG8NID3EPdEVAAZNICCFdw3vozEXgPRApQQAACQEkhIAAJAQSEoAAEBCICkBAAAJgaQEAAAkhKRYfRNuOtvU1NTPSABJxePpOm9qYgUOkGLCf7djbR6fFElJc3OzJKmoqMjkSAAMmcJCsyMAMESam5uVm5vb77ik2PsmGAzq8OHDGjFihCwWy6A9blNTk4qKinTw4EH21IkDz9vA8LzFj+dsYHjeBobnbWD6et4Mw1Bzc7MKCwt7bNYbTVJUSqxWqyZMmDBkj5+Tk8MLcAB43gaG5y1+PGcDw/M2MDxvAxPteYulQhLGRFcAAJAQSEoAAEBCSOukxOFwaPny5XI4HGaHklR43gaG5y1+PGcDw/M2MDxvAzOYz1tSTHQFAACpL60rJQAAIHGQlAAAgIRAUgIAABICSQkAAEgIaZ2UrFy5UsXFxXI6nZo3b542bdpkdkgJ7Tvf+Y4sFkuPY/r06WaHlXD++te/6jOf+YwKCwtlsVj0u9/9rsfXDcPQsmXLNG7cOGVlZam8vFzvvfeeOcEmiP6esxtuuOGk196ll15qTrAJoqqqSnPmzNGIESM0duxYXXXVVdq9e3ePMe3t7br55pt12mmnKTs7W5///OdVW1trUsSJIZbn7aKLLjrp9fb1r3/dpIgTw8MPP6wZM2ZEGqSVlZXpj3/8Y+Trg/VaS9ukZM2aNaqsrNTy5cu1ZcsWzZw5UwsWLFBdXZ3ZoSW0s88+W0eOHIkcr776qtkhJRyPx6OZM2dq5cqVvX79vvvu049//GOtWrVKGzdulNvt1oIFC9Te3j7MkSaO/p4zSbr00kt7vPZ++ctfDmOEiWf9+vW6+eab9frrr+ull16S3+/XJZdcIk+3TQ6/+c1v6g9/+IOeffZZrV+/XocPH9bnPvc5E6M2XyzPmyQtWbKkx+vtvvvuMynixDBhwgTde++92rx5s95880196lOf0pVXXqnt27dLGsTXmpGm5s6da9x8882RfwcCAaOwsNCoqqoyMarEtnz5cmPmzJlmh5FUJBnPPfdc5N/BYNAoKCgw7r///shtx48fNxwOh/HLX/7ShAgTz4nPmWEYxuLFi40rr7zSlHiSRV1dnSHJWL9+vWEYoddVZmam8eyzz0bG7Ny505BkbNiwwawwE86Jz5thGMb8+fONW2+91bygksSoUaOMRx99dFBfa2lZKfH5fNq8ebPKy8sjt1mtVpWXl2vDhg0mRpb43nvvPRUWFur000/X9ddfrwMHDpgdUlLZt2+fampqerz2cnNzNW/ePF57/Vi3bp3Gjh2radOm6Rvf+IaOHj1qdkgJpbGxUZI0evRoSdLmzZvl9/t7vNamT5+uiRMn8lrr5sTnLeypp55SXl6ezjnnHC1dulStra1mhJeQAoGAnnnmGXk8HpWVlQ3qay0pNuQbbA0NDQoEAsrPz+9xe35+vnbt2mVSVIlv3rx5evzxxzVt2jQdOXJEd999ty644AJt27ZNI0aMMDu8pFBTUyNJvb72wl/DyS699FJ97nOf0+TJk7V3717ddddduuyyy7RhwwbZbDazwzNdMBjUv/3bv+kTn/iEzjnnHEmh15rdbtfIkSN7jOW11qW3502SvvSlL2nSpEkqLCzU22+/rTvuuEO7d+/Wb3/7WxOjNd8777yjsrIytbe3Kzs7W88995xKSkq0devWQXutpWVSgoG57LLLIuczZszQvHnzNGnSJP3qV7/SjTfeaGJkSHXXXntt5Pzcc8/VjBkzNGXKFK1bt04XX3yxiZElhptvvlnbtm1jjlecoj1vX/va1yLn5557rsaNG6eLL75Ye/fu1ZQpU4Y7zIQxbdo0bd26VY2Njfr1r3+txYsXa/369YP6PdLy8k1eXp5sNttJM4Nra2tVUFBgUlTJZ+TIkTrzzDO1Z88es0NJGuHXF6+9U3P66acrLy+P156kW265Rc8//7xeeeUVTZgwIXJ7QUGBfD6fjh8/3mM8r7WQaM9bb+bNmydJaf96s9vtmjp1qmbPnq2qqirNnDlTP/rRjwb1tZaWSYndbtfs2bNVXV0duS0YDKq6ulplZWUmRpZcWlpatHfvXo0bN87sUJLG5MmTVVBQ0OO119TUpI0bN/Lai8OHH36oo0ePpvVrzzAM3XLLLXruuef0l7/8RZMnT+7x9dmzZyszM7PHa2337t06cOBAWr/W+nveerN161ZJSuvXW2+CwaC8Xu/gvtYGdy5u8njmmWcMh8NhPP7448aOHTuMr33ta8bIkSONmpoas0NLWP/+7/9urFu3zti3b5/x97//3SgvLzfy8vKMuro6s0NLKM3NzcZbb71lvPXWW4Yk46GHHjLeeust44MPPjAMwzDuvfdeY+TIkcbvf/974+233zauvPJKY/LkyUZbW5vJkZunr+esubnZuO2224wNGzYY+/btM15++WXjYx/7mHHGGWcY7e3tZodumm984xtGbm6usW7dOuPIkSORo7W1NTLm61//ujFx4kTjL3/5i/Hmm28aZWVlRllZmYlRm6+/523Pnj3GPffcY7z55pvGvn37jN///vfG6aefblx44YUmR26uO++801i/fr2xb98+4+233zbuvPNOw2KxGH/+858Nwxi811raJiWGYRj//d//bUycONGw2+3G3Llzjddff93skBLawoULjXHjxhl2u90YP368sXDhQmPPnj1mh5VwXnnlFUPSScfixYsNwwgtC/7P//xPIz8/33A4HMbFF19s7N6929ygTdbXc9ba2mpccsklxpgxY4zMzExj0qRJxpIlS9L+A0Rvz5ck47HHHouMaWtrM2666SZj1KhRhsvlMq6++mrjyJEj5gWdAPp73g4cOGBceOGFxujRow2Hw2FMnTrVuP32243GxkZzAzfZV77yFWPSpEmG3W43xowZY1x88cWRhMQwBu+1ZjEMwxhg5QYAAGDQpOWcEgAAkHhISgAAQEIgKQEAAAmBpAQAACQEkhIAAJAQSEoAAEBCICkBAAAJgaQEAAAkBJISAACQEEhKAABAQiApAQAACYGkBAAAJIT/D2pegDEZT6IkAAAAAElFTkSuQmCC",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"num_periods = 30\n",
"treat_start_period = 15\n",
"treat_effect_vector= 0.2 * np.log(2 * np.arange(1, num_periods - treat_start_period + 1))\n",
"treat_effect_vector[8:] = 0 # switch off effects after a week\n",
"sigma_i, sigma_t = 2, 1\n",
- "event_study_true = np.r_[np.repeat(0, num_periods-treat_start_period), treat_effect_vector]\n"
+ "event_study_true = np.r_[np.repeat(0, num_periods-treat_start_period), treat_effect_vector]\n",
+ "plt.plot(event_study_true)\n",
+ "plt.axvline(x=treat_start_period-.5, color='r', linestyle='--')\n",
+ "plt.axhline(y=0, color='k', linestyle='--')"
]
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
+ "(15000000, 4)\n",
"Data loaded into DuckDB database: event_study_data.db\n"
]
}
],
"source": [
"df = panel_dgp(\n",
- " num_units=10_000, num_treated= 5_000,\n",
+ " num_units=500_000, num_treated= 250_000,\n",
" num_periods=30,\n",
" treatment_start = treat_start_period,\n",
" hetfx=False,\n",
" base_treatment_effect = treat_effect_vector,\n",
" sigma_unit = sigma_i, sigma_time = sigma_t,\n",
")\n",
+ "print(df.shape)\n",
"\n",
"db_name = 'event_study_data.db'\n",
"create_duckdb_database(df, db_name)"
]
},
{
- "cell_type": "code",
- "execution_count": 5,
+ "cell_type": "markdown",
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " unit_id | \n",
- " time_id | \n",
- " W_it | \n",
- " Y_it | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " 0 | \n",
- " 0 | \n",
- " 0 | \n",
- " 0 | \n",
- " 0.436139 | \n",
- "
\n",
- " \n",
- " 1 | \n",
- " 0 | \n",
- " 1 | \n",
- " 0 | \n",
- " 1.016883 | \n",
- "
\n",
- " \n",
- " 2 | \n",
- " 0 | \n",
- " 2 | \n",
- " 0 | \n",
- " 0.480516 | \n",
- "
\n",
- " \n",
- " 3 | \n",
- " 0 | \n",
- " 3 | \n",
- " 0 | \n",
- " 0.578209 | \n",
- "
\n",
- " \n",
- " 4 | \n",
- " 0 | \n",
- " 4 | \n",
- " 0 | \n",
- " 1.066747 | \n",
- "
\n",
- " \n",
- "
\n",
- "
"
- ],
- "text/plain": [
- " unit_id time_id W_it Y_it\n",
- "0 0 0 0 0.436139\n",
- "1 0 1 0 1.016883\n",
- "2 0 2 0 0.480516\n",
- "3 0 3 0 0.578209\n",
- "4 0 4 0 1.066747"
- ]
- },
- "execution_count": 5,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
"source": [
- "df.head()"
+ "The full $N \\times T$ dataset is very large."
]
},
{
@@ -338,25 +288,25 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 100/100 [00:01<00:00, 65.08it/s]\n"
+ "100%|██████████| 100/100 [00:49<00:00, 2.01it/s]\n"
]
},
{
"data": {
"text/plain": [
- "point_estimate 0.203918\n",
- "standard_error 0.003637\n",
+ "point_estimate 0.215242\n",
+ "standard_error 0.000443\n",
"Name: 1, dtype: float64"
]
},
- "execution_count": 6,
+ "execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
@@ -386,7 +336,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 6,
"metadata": {},
"outputs": [
{
@@ -395,7 +345,7 @@
"0.21533040462966416"
]
},
- "execution_count": 7,
+ "execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
@@ -408,7 +358,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "The Two-way Mundlak specification consistently recovers the average treatment effect in the post-treatment period. Under staggered adoption, however, this guarantee is lost. More on this later. "
+ "The Two-way Mundlak specification consistently recovers the average treatment effect in the post-treatment period. Under staggered adoption, however, this guarantee is lost, which has produced a cambrian explosion of work in applied econometrics. For our purposes, we will assume we have enough data to estimate the specification for each treatment cohort separately; combining the effects after the fact will simply use cohort sizes (Sun and Abraham 2020)."
]
},
{
@@ -417,15 +367,27 @@
"source": [
"## Dynamic Specification\n",
"\n",
- "### Single Treatment Cohort"
+ "### Single Treatment Cohort\n",
+ "\n",
+ "In-memory implementation in `pyfixest`."
]
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 10,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "CPU times: user 39 s, sys: 10.6 s, total: 49.6 s\n",
+ "Wall time: 18.2 s\n"
+ ]
+ }
+ ],
"source": [
+ "%%time\n",
"df[\"ever_treated\"] = df.groupby(\"unit_id\")[\"W_it\"].transform(\"max\")\n",
"m2 = pf.feols(\"\"\"\n",
" Y_it ~ i(time_id, ever_treated, ref = 14) |\n",
@@ -442,12 +404,14 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "### compressed estimation"
+ "### compressed estimation\n",
+ "\n",
+ "We use the dynamic specification which incorporates a cohort intercept, time dummies, and time X treated dummies and compress to this level."
]
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 11,
"metadata": {},
"outputs": [
{
@@ -455,11 +419,11 @@
"output_type": "stream",
"text": [
" unit_id time_id W_it Y_it\n",
- "0 0 0 0 0.436139\n",
- "1 0 1 0 1.016883\n",
- "2 0 2 0 0.480516\n",
- "3 0 3 0 0.578209\n",
- "4 0 4 0 1.066747\n"
+ "0 0 0 0 -1.154075\n",
+ "1 0 1 0 -0.742778\n",
+ "2 0 2 0 1.434129\n",
+ "3 0 3 0 1.462963\n",
+ "4 0 4 0 1.771794\n"
]
}
],
@@ -471,9 +435,24 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 14,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "4dd4ce700ec646edb873bec19f168aef",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "FloatProgress(value=0.0, layout=Layout(width='auto'), style=ProgressStyle(bar_color='black'))"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"mundlak = DuckMundlakEventStudy(\n",
" db_name=\"event_study_data.db\",\n",
@@ -493,12 +472,29 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "90 is considerably smaller than 15000000\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(f\"{mundlak.df_compressed.shape[0]} is considerably smaller than {df.shape[0]}\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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",
+ "image/png": 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",
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