{ "cells": [ { "cell_type": "markdown", "id": "63fec84c", "metadata": {}, "source": [ "# Infant-mother interaction\n", "\n", "This tutorial is based on an example extracted from the data analyzed in {cite:p}`DobaEtAl22` article see [DoPN22]_.\n", "\n", "Behavioral interaction between mother and her infant are video recorded while playing. Behaviors are encoded according to several categories. They are recorded during a first session before the mother leave temporally the room and after the mother comes back. The software used to encode the videos is called codix see [PDPN24]_\n", "\n", "## Read data" ] }, { "cell_type": "code", "execution_count": 1, "id": "bbf9e643", "metadata": {}, "outputs": [], "source": [ "import scyseq as sq\n", "from scyseq import io\n", "from scyseq import viz as V\n", "\n", "data_S1 = io.read_codix('data/209_S1')\n", "data_S2 = io.read_codix('data/209_S2')" ] }, { "cell_type": "markdown", "id": "c6a5f8df", "metadata": {}, "source": [ "The `read_codix` function returns a dictionary organized as `data[person][code]` which value is a symbolic `Sequence` coded according to a specific `Alphabet`:" ] }, { "cell_type": "code", "execution_count": 2, "id": "1142fcf4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Bebe: \n", "\tMouvement: \t ((0 | Non), (1 | Oui))\n", "\tExpession_faciale: \t ((0 | neutre), (1 | sourit), (2 | negatif))\n", "\tRegard: \t ((0 | ailleurs), (1 | vers_la_mere))\n", "\tSons: \t ((0 | Silence), (1 | vocalisation), (2 | negatif))\n", "Mere: \n", "\tExpression_faciale: \t ((0 | Neutre), (1 | Expressif))\n", "\tSti_motrices: \t ((0 | Absence), (1 | Avec_contact), (2 | Sans_contact))\n", "\tRegard: \t ((0 | Ailleurs), (1 | vers_bebe))\n", "\tSti_verbale: \t ((0 | Silence), (1 | Inference), (2 | Sons))\n", "\tJeu: \t ((0 | Absence), (1 | Avec_objet), (2 | Sans_objet))\n" ] } ], "source": [ "for person in data_S1.keys():\n", " print(person+': ')\n", " for code in data_S1[person].keys():\n", " print(\"\\t\"+code+': \\t', data_S1[person][code].alphabet)" ] }, { "cell_type": "markdown", "id": "42eb130b", "metadata": {}, "source": [ "In the study we discarded the facial expression code since the face of the mother and the infant could not be seen all the time. " ] }, { "cell_type": "code", "execution_count": 3, "id": "2324b179", "metadata": {}, "outputs": [], "source": [ "bmv1 = data_S1['Bebe']['Mouvement']\n", "bcv1 = data_S1['Bebe']['Sons']\n", "bre1 = data_S1['Bebe']['Regard']\n", "bmv2 = data_S2['Bebe']['Mouvement']\n", "bcv2 = data_S2['Bebe']['Sons']\n", "bre2 = data_S2['Bebe']['Regard']\n", "\n", "mmv1 = data_S1['Mere']['Sti_motrices']\n", "mcv1 = data_S1['Mere']['Sti_verbale']\n", "mre1 = data_S1['Mere']['Regard']\n", "mmv2 = data_S2['Mere']['Sti_motrices']\n", "mcv2 = data_S2['Mere']['Sti_verbale']\n", "mre2 = data_S2['Mere']['Regard']\n", "\n", "# rename motor behavior in English :-)\n", "eng_mvt = {0:'NoMvt', 1:'Touch', 2:'NoTouch'}\n", "mmv1.alphabet.rename(eng_mvt)\n", "mmv2.alphabet.rename(eng_mvt)" ] }, { "cell_type": "markdown", "id": "87ca7eee", "metadata": {}, "source": [ "## Recode and transform sequences\n", "\n", "The infant's behavior was also recoded according to a general level of activity.\n", "\n", "First, the three sequences (motor, verbal and gaze) are recoded according to the cartesian product of the alphabets:" ] }, { "cell_type": "code", "execution_count": 4, "id": "db6b076d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "((0 | Mvt_Non+Verb_Silence+Gaz_ailleurs), (1 | Mvt_Non+Verb_Silence+Gaz_vers_la_mere), (2 | Mvt_Non+Verb_vocalisation+Gaz_ailleurs), (3 | Mvt_Non+Verb_vocalisation+Gaz_vers_la_mere), (4 | Mvt_Non+Verb_negatif+Gaz_ailleurs), (5 | Mvt_Non+Verb_negatif+Gaz_vers_la_mere), (6 | Mvt_Oui+Verb_Silence+Gaz_ailleurs), (7 | Mvt_Oui+Verb_Silence+Gaz_vers_la_mere), (8 | Mvt_Oui+Verb_vocalisation+Gaz_ailleurs), (9 | Mvt_Oui+Verb_vocalisation+Gaz_vers_la_mere), (10 | Mvt_Oui+Verb_negatif+Gaz_ailleurs), (11 | Mvt_Oui+Verb_negatif+Gaz_vers_la_mere))\n" ] } ], "source": [ "bbstate1 = sq.recode([bmv1, bcv1, bre1], new_alphabet=True, names=['Mvt','Verb','Gaz'])\n", "bbstate2 = sq.recode([bmv2, bcv2, bre2], new_alphabet=True, names=['Mvt','Verb','Gaz'])\n", "print(bbstate1.alphabet) # some pretty print would be better..." ] }, { "cell_type": "markdown", "id": "81b5cd7b", "metadata": {}, "source": [ "Then, states are transformed according to a correspondance table:" ] }, { "cell_type": "code", "execution_count": 5, "id": "77397eab", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Sequence: [0 0 1 1 0 1 0 2 1 0 0 0 1 1 0 1 1 1 1 0 2 1 1 1 1 1 1 0 1 1 0 0 0 0 0 1 1\n", " 1 1 1 2 1 0 0 0 0 0 1 1 1 0 0 1 1 0 0 0 0 1 0 0 0 0 0 0 2 1 1 1 1 1 1 2 1\n", " 1 1 1 1 0 0 1 1 1 1 2 1 2 1 1 1 0 0 1 1 2 0 0 0 2 1 2 2 2 2 2 2 2 0 0 1 0\n", " 0 0 0 0 0 0 1 0 0 1 1 0 0 0 0 1 2 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 1 1 0 1 1\n", " 2 0 0 1 0 1 0 0 0 0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 1 1 1 2 1 2 2 1 2\n", " 2 1 1 1 0 0 1 1 2 2 2 1 1 1 2 2 1 0 0 0 0 2 2 2 1 1 0 0 0 0 0 1 1 2 0 0 0\n", " 0 0 0 0 0 0 0 0 0 0 0]\n", "Alphabet(Symbol(0 | Low), Symbol(1 | Moderate), Symbol(2 | High))\n", "N = 233 ; k = 3" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "naint = sq.Alphabet(['Low','Moderate', 'High'])\n", "bbglo1 = sq.transform(bbstate1, [0,0,0,1,0,1,0,1,1,2,1,2], new_alphabet=naint)\n", "bbglo2 = sq.transform(bbstate2, [0,0,0,1,0,1,0,1,1,2,1,2], new_alphabet=naint)\n", "bbglo1" ] }, { "cell_type": "markdown", "id": "60faff63", "metadata": {}, "source": [ "## Visualise sequences\n", "\n", "### One sequence" ] }, { "cell_type": "code", "execution_count": 6, "id": "39e1be8f", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "V.plot(bbglo1)" ] }, { "cell_type": "code", "execution_count": 7, "id": "d86ec6d4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "V.plot_bar(bbglo1)" ] }, { "cell_type": "code", "execution_count": 8, "id": "cafc7d5d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "V.plot_color(bbglo1)" ] }, { "cell_type": "markdown", "id": "6296a884", "metadata": {}, "source": [ "### Two sequences" ] }, { "cell_type": "code", "execution_count": 9, "id": "14aa681b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "V.plot_grid(mmv1, bbglo1, xlabel='Mother', ylabel='Infant', title='Initial', titlesize=20)" ] }, { "cell_type": "code", "execution_count": 10, "id": "323c01fc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "V.plot_grid(mmv2, bbglo2, xlabel='Mother', ylabel='Infant', title='Reunion', titlesize=20)" ] }, { "cell_type": "code", "execution_count": 11, "id": "8dd670fb", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "V.plot_independence(bcv1,mcv1, scale=2500)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.12" } }, "nbformat": 4, "nbformat_minor": 5 }