"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.displot(\n",
" lag_all.assign(\n",
" train_all=db_all['train_all'].map({True: \"Train\", False: \"Validation\"})\n",
" ), \n",
" x='card', \n",
" hue='train_all', \n",
" element='step',\n",
" aspect=2,\n",
" height=3\n",
");"
]
},
{
"cell_type": "markdown",
"id": "23f8dd3f-02df-4aff-9b68-1755d986dfa6",
"metadata": {},
"source": [
"Cardinalities clearly differ: trainining observations (a larger group) has more neighbors on average. This is potentially a problem in that the validation set is _not_ mimmicking the training one. However, the direction of the difference might be such that evaluation metrics could be taken as a _lower_ bound: the model is trained using more information from context but evaluated with less; performance will be evaluated with \"worse\" conditions than it's been trained on so, everything else being equal, it'd give lower scores than the model actually should.\n",
"\n",
"**DA-B**: discuss with MF it is the case"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "ba95b147-5408-41b9-a75d-5e1b43586113",
"metadata": {},
"outputs": [],
"source": [
"corrs = tools.build_prob_wprob_corrs(\n",
" tools.class_names, w_class_names, db_all, lag_all\n",
")"
]
},
{
"cell_type": "markdown",
"id": "7c6c4d74-2da5-4438-a6c4-811045701da7",
"metadata": {},
"source": [
"As an exploration, here we have the correlation between high probability in a given class, and high probability in other classes in the spatial lag (geographic context). There is a clear pattern of non-zero correlations."
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "61978440-8e35-4353-b852-d2b0dcc3805b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"

"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"h = sns.heatmap(corrs, vmin=0, vmax=1, cmap='viridis')\n",
"h.set_xticklabels(h.get_xticklabels(), rotation = 45, ha=\"right\");"
]
},
{
"cell_type": "markdown",
"id": "13e0a759-de69-45c9-beb2-d5d9e15a6165",
"metadata": {
"tags": []
},
"source": [
"#### Block Split lag\n",
"\n",
"`[TBA]`"
]
},
{
"cell_type": "markdown",
"id": "4291d676-bac8-4798-af56-37a3f93f198e",
"metadata": {
"tags": []
},
"source": [
"### Interaction variables"
]
},
{
"cell_type": "markdown",
"id": "fe9a6f3d-9996-432b-8a17-fde84032277c",
"metadata": {},
"source": [
"Here we develop a set of interaction variables between the probability of each class and their spatial lag. In mathematical terms, the expected probability $\\mu_i$ for chip $i$ in our base model is:\n",
"\n",
"$$\n",
"\\mu_i = \\alpha + \\sum_k P_{ki} \\beta_k\n",
"$$\n",
"\n",
"When we include the spatial lag, this becomes:\n",
"\n",
"$$\n",
"\\mu_i = \\alpha + \\sum_k P_{ki} \\beta_k + \\sum_k WP_{ki} \\gamma_k\n",
"$$\n",
"\n",
"The idea with interactions is to model the probability expectation as:\n",
"\n",
"$$\n",
"\\mu_i = \\alpha + \\sum_k P_{ki} \\beta_k + \\sum_k WP_{ki} \\gamma_k + \\sum_k \\sum_k P_{ki} \\times WP_{ki} \\delta_{kk}\n",
"$$\n"
]
},
{
"cell_type": "markdown",
"id": "2c9b3fb1-fcdf-48d8-bb9c-9a23a3b2b000",
"metadata": {},
"source": [
"Here we build a method to construct the last term in the equation above ($\\sum_k \\sum_k P_{ki} \\times WP_{ki}$), which will be used when fitting some of the models below:"
]
},
{
"cell_type": "markdown",
"id": "4143f6fa-b84b-47ea-9bae-8e97d5946b8c",
"metadata": {
"tags": []
},
"source": [
"### Build `db`"
]
},
{
"cell_type": "markdown",
"id": "86ae7ec5-e724-4c0e-b507-2123ceef265e",
"metadata": {},
"source": [
"Finally, we bring together in a single, clean table information on the original probabilities, their spatial lags, and class label. To make sure it is analysis-ready, we retain only single-class chips that are _not_ islands (i.e., have at least one neighbor)."
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "34db92c8-efd7-4a2a-a3ea-9391af4de9dc",
"metadata": {},
"outputs": [],
"source": [
"db = db_all.join(\n",
" lag_all\n",
").query(\n",
" '(single_class == True) & (island == False)'\n",
").drop(['single_class', 'island'], axis=1)"
]
},
{
"cell_type": "markdown",
"id": "442c4335-95ad-4c4a-9865-85faeb0669e7",
"metadata": {},
"source": [
"The dropping of observations that happened above might also induce additional biases.\n",
"\n",
"**DA-B** Explore further the distribution of values between train/val sets (e.g. heatmaps/hists before the split and after)"
]
},
{
"cell_type": "markdown",
"id": "d1670e7b-6fc0-47fe-a025-a6936071a383",
"metadata": {
"tags": []
},
"source": [
"### Extract train/val indices"
]
},
{
"cell_type": "markdown",
"id": "90734d7e-6db4-4b52-a45e-3c0b50969c0a",
"metadata": {},
"source": [
"Now we have the set ready, we can pick out train/val indices as the modeling will expect them."
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "19e9e687-bca8-49d5-8028-23475fb92bbf",
"metadata": {},
"outputs": [],
"source": [
"train_ids = db.query('train_all == True').index\n",
"val_ids = db.query('train_all == False').index"
]
},
{
"cell_type": "markdown",
"id": "77b4b86c-4c97-46aa-b964-ebaa36dca5b1",
"metadata": {},
"source": [
"### Class (im)balance"
]
},
{
"cell_type": "markdown",
"id": "d6f986dd-b417-49a0-a757-0f8e193ac57e",
"metadata": {},
"source": [
"The spatial lag step might be introducing bias in the sample before modelling. We pick all the single class chips and split them randomly between train and validation. If spatially lagging has a systematic effect on some classes (e.g., some classes get dropped more often), this might introduce bias that will make our model scoress unreliable. To explore this case, we want to get an idea of:\n",
"\n",
"- [x] Overall proportion of train/val before (`db_all` single class) and after spatially lagging (`db`)\n"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "88781a84-7716-4a25-ab2b-cf873a19bcf3",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"

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"

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"

"
],
"text/plain": [
" before_lag after_lag\n",
"train_all \n",
"Training 70.116082 71.35183\n",
"Validation 29.883918 28.64817"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pandas.DataFrame(\n",
" {\n",
" 'before_lag': db_all.query('single_class').value_counts(\n",
" 'train_all'\n",
" ) * 100 / len(db_all.query('single_class')),\n",
" 'after_lag': db.value_counts('train_all') * 100 / len(db)\n",
" }\n",
").rename({True: 'Training', False: 'Validation'})"
]
},
{
"cell_type": "markdown",
"id": "0e5231af-5a39-42aa-a685-1539001c3b6c",
"metadata": {},
"source": [
"- [x] Poportion by class in the set before spatially lagging and after --> `Fig. Balance (b)`"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "f0fa42cb-8201-4aff-9c55-b08ddcf7da84",
"metadata": {},
"outputs": [
{
"data": {
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\n",
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"before_lag | after_lag | |
---|---|---|

train_all | ||

Training | 70.116082 | 71.35183 |

Validation | 29.883918 | 28.64817 |